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2026-07-27 00:02:03.257 | INFO | __main__:research_one:94 - [solveall_colt_2024_tight_characterization_of_instance_optimal_identit] Wrote 6 pending evidence cards
2026-07-27 00:02:03.257 | INFO | __main__:research_one:81 - [solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear] Researching literature evidence
2026-07-27 00:02:36.869 | INFO | __main__:research_one:94 - [solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear] Wrote 6 pending evidence cards
2026-07-27 00:02:36.869 | INFO | __main__:research_one:81 - [solveall_learned_summary_statistics_systems_biology] Researching literature evidence
2026-07-27 00:03:19.043 | INFO | __main__:research_one:94 - [solveall_learned_summary_statistics_systems_biology] Wrote 7 pending evidence cards
2026-07-27 00:03:19.043 | INFO | __main__:research_one:81 - [solveall_minimax_optimal_sparse_pca_computational_gap] Researching literature evidence
2026-07-27 00:04:05.371 | INFO | __main__:research_one:94 - [solveall_minimax_optimal_sparse_pca_computational_gap] Wrote 6 pending evidence cards
2026-07-27 00:04:05.371 | INFO | __main__:research_one:81 - [solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional] Researching literature evidence
2026-07-27 00:04:27.722 | INFO | __main__:research_one:94 - [solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional] Wrote 5 pending evidence cards
2026-07-27 00:04:27.722 | INFO | __main__:research_one:81 - [solveall_universality_random_matrices_optimal_moment] Researching literature evidence
2026-07-27 00:05:02.275 | INFO | __main__:research_one:94 - [solveall_universality_random_matrices_optimal_moment] Wrote 4 pending evidence cards
Selected 6 train problem(s):
solveall_colt_2024_tight_characterization_of_instance_optimal_identit: Tight Characterization of Instance-Optimal Identity Testing
solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear: Structure-Agnostic Minimax Risk for Partial Linear Model
solveall_learned_summary_statistics_systems_biology: Learned Summary Statistics for Simulation-Based Inference in Systems Biology
solveall_minimax_optimal_sparse_pca_computational_gap: Minimax-Optimal Sparse PCA: Computational–Statistical Gap
solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional: Remove polylogarithmic dimension factors in high-dimensional Berry--Esseen bounds for $m$-dependent sums
solveall_universality_random_matrices_optimal_moment: Universality for Wigner Matrices: Optimal Moment Conditions
Ignoring 79 problem(s) with existing artifacts.
Evidence research complete: completed=6, skipped=79, failed=0
2026-07-27 00:05:03.137 | INFO | __main__:verify_one:87 - [solveall_characterize_adaptive_distribution_classes_where_two_point_r] Verifying evidence
2026-07-27 00:05:34.274 | INFO | __main__:verify_one:135 - [solveall_characterize_adaptive_distribution_classes_where_two_point_r] Promoted 4/5 cards
2026-07-27 00:05:34.275 | INFO | __main__:verify_one:87 - [solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points] Verifying evidence
2026-07-27 00:05:53.377 | INFO | __main__:verify_one:135 - [solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points] Promoted 3/5 cards
2026-07-27 00:05:53.377 | INFO | __main__:verify_one:87 - [solveall_colt_2019_monotonicity_of_learning] Verifying evidence
2026-07-27 00:06:43.037 | INFO | __main__:verify_one:135 - [solveall_colt_2019_monotonicity_of_learning] Promoted 5/6 cards
2026-07-27 00:06:43.037 | INFO | __main__:verify_one:87 - [solveall_colt_2020_information_complexity_of_vc_learning] Verifying evidence
2026-07-27 00:07:03.116 | INFO | __main__:verify_one:135 - [solveall_colt_2020_information_complexity_of_vc_learning] Promoted 2/5 cards
2026-07-27 00:07:03.116 | INFO | __main__:verify_one:87 - [solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_] Verifying evidence
2026-07-27 00:07:17.401 | INFO | __main__:verify_one:135 - [solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_] Promoted 5/5 cards
2026-07-27 00:07:17.401 | INFO | __main__:verify_one:87 - [solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element] Verifying evidence
2026-07-27 00:07:23.771 | WARNING | __main__:verify_one:107 - [solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element] Verifier response did not cover the supplied evidence exactly; retrying: Verification contains unknown source decisions: ['colt-2021-tight-online-confidence-intervals-related-on-kernelized-multi-armed-bandits']
2026-07-27 00:07:30.537 | INFO | __main__:verify_one:135 - [solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element] Promoted 0/0 cards
2026-07-27 00:07:30.537 | INFO | __main__:verify_one:87 - [solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc] Verifying evidence
2026-07-27 00:07:44.974 | INFO | __main__:verify_one:135 - [solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc] Promoted 6/6 cards
2026-07-27 00:07:44.974 | INFO | __main__:verify_one:87 - [solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim] Verifying evidence
2026-07-27 00:08:15.593 | INFO | __main__:verify_one:135 - [solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim] Promoted 2/5 cards
2026-07-27 00:08:15.594 | INFO | __main__:verify_one:87 - [solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits] Verifying evidence
2026-07-27 00:08:44.129 | INFO | __main__:verify_one:135 - [solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits] Promoted 3/5 cards
2026-07-27 00:08:44.129 | INFO | __main__:verify_one:87 - [solveall_colt_2023_is_there_a_first_order_method_that_only_converges_] Verifying evidence
2026-07-27 00:09:02.475 | INFO | __main__:verify_one:135 - [solveall_colt_2023_is_there_a_first_order_method_that_only_converges_] Promoted 5/6 cards
2026-07-27 00:09:02.475 | INFO | __main__:verify_one:87 - [solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea] Verifying evidence
2026-07-27 00:09:30.978 | INFO | __main__:verify_one:135 - [solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea] Promoted 7/7 cards
2026-07-27 00:09:30.978 | INFO | __main__:verify_one:87 - [solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex] Verifying evidence
2026-07-27 00:09:52.101 | INFO | __main__:verify_one:135 - [solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex] Promoted 5/5 cards
2026-07-27 00:09:52.101 | INFO | __main__:verify_one:87 - [solveall_colt_2024_anytime_convergence_rate_of_gradient_descent] Verifying evidence
2026-07-27 00:10:33.861 | INFO | __main__:verify_one:135 - [solveall_colt_2024_anytime_convergence_rate_of_gradient_descent] Promoted 3/5 cards
2026-07-27 00:10:33.861 | INFO | __main__:verify_one:87 - [solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods] Verifying evidence
2026-07-27 00:11:03.933 | INFO | __main__:verify_one:135 - [solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods] Promoted 6/6 cards
2026-07-27 00:11:03.933 | INFO | __main__:verify_one:87 - [solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob] Verifying evidence
2026-07-27 00:11:25.136 | INFO | __main__:verify_one:135 - [solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob] Promoted 5/5 cards
2026-07-27 00:11:25.136 | INFO | __main__:verify_one:87 - [solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi] Verifying evidence
2026-07-27 00:11:52.171 | INFO | __main__:verify_one:135 - [solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi] Promoted 6/7 cards
2026-07-27 00:11:52.171 | INFO | __main__:verify_one:87 - [solveall_colt_2024_direct_sums_in_learning_theory] Verifying evidence
2026-07-27 00:12:16.031 | INFO | __main__:verify_one:135 - [solveall_colt_2024_direct_sums_in_learning_theory] Promoted 6/6 cards
2026-07-27 00:12:16.031 | INFO | __main__:verify_one:87 - [solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on] Verifying evidence
2026-07-27 00:13:04.175 | INFO | __main__:verify_one:135 - [solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on] Promoted 5/5 cards
2026-07-27 00:13:04.175 | INFO | __main__:verify_one:87 - [solveall_colt_2024_tight_characterization_of_instance_optimal_identit] Verifying evidence
2026-07-27 00:13:22.282 | INFO | __main__:verify_one:135 - [solveall_colt_2024_tight_characterization_of_instance_optimal_identit] Promoted 6/6 cards
2026-07-27 00:13:22.282 | INFO | __main__:verify_one:87 - [solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva] Verifying evidence
2026-07-27 00:13:45.632 | INFO | __main__:verify_one:135 - [solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva] Promoted 5/5 cards
2026-07-27 00:13:45.632 | INFO | __main__:verify_one:87 - [solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems] Verifying evidence
2026-07-27 00:14:11.308 | WARNING | __main__:verify_one:107 - [solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems] Verifier response did not cover the supplied evidence exactly; retrying: Verification contains unknown source decisions: ['colt-2025-fixed_parameter_tractability_of_zonotope_problems-source']
2026-07-27 00:14:31.808 | INFO | __main__:verify_one:135 - [solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems] Promoted 5/5 cards
2026-07-27 00:14:31.808 | INFO | __main__:verify_one:87 - [solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f] Verifying evidence
2026-07-27 00:14:54.347 | INFO | __main__:verify_one:135 - [solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f] Promoted 6/6 cards
2026-07-27 00:14:54.347 | INFO | __main__:verify_one:87 - [solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u] Verifying evidence
2026-07-27 00:15:24.188 | INFO | __main__:verify_one:135 - [solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u] Promoted 3/4 cards
2026-07-27 00:15:24.188 | INFO | __main__:verify_one:87 - [solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear] Verifying evidence
2026-07-27 00:15:59.168 | INFO | __main__:verify_one:135 - [solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear] Promoted 6/6 cards
2026-07-27 00:15:59.168 | INFO | __main__:verify_one:87 - [solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener] Verifying evidence
2026-07-27 00:16:17.699 | INFO | __main__:verify_one:135 - [solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener] Promoted 6/6 cards
2026-07-27 00:16:17.700 | INFO | __main__:verify_one:87 - [solveall_complete_optimality_characterization_in_the_independent_vect] Verifying evidence
2026-07-27 00:16:44.427 | INFO | __main__:verify_one:135 - [solveall_complete_optimality_characterization_in_the_independent_vect] Promoted 4/4 cards
2026-07-27 00:16:44.427 | INFO | __main__:verify_one:87 - [solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti] Verifying evidence
2026-07-27 00:17:03.270 | INFO | __main__:verify_one:135 - [solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti] Promoted 4/4 cards
2026-07-27 00:17:03.270 | INFO | __main__:verify_one:87 - [solveall_decision_making_with_prediction_sets_under_group_and_label_c] Verifying evidence
2026-07-27 00:17:35.731 | INFO | __main__:verify_one:135 - [solveall_decision_making_with_prediction_sets_under_group_and_label_c] Promoted 5/6 cards
2026-07-27 00:17:35.732 | INFO | __main__:verify_one:87 - [solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f] Verifying evidence
2026-07-27 00:17:57.969 | INFO | __main__:verify_one:135 - [solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f] Promoted 4/4 cards
2026-07-27 00:17:57.969 | INFO | __main__:verify_one:87 - [solveall_early_stopping_optimality_without_a_u_shape_risk_assumption] Verifying evidence
2026-07-27 00:18:21.254 | INFO | __main__:verify_one:135 - [solveall_early_stopping_optimality_without_a_u_shape_risk_assumption] Promoted 6/6 cards
2026-07-27 00:18:21.254 | INFO | __main__:verify_one:87 - [solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral] Verifying evidence
2026-07-27 00:18:41.918 | WARNING | __main__:verify_one:107 - [solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral] Verifier response did not cover the supplied evidence exactly; retrying: Verification contains unknown source decisions: ['ref-annals-exploit-structure_of_the_overlap_matrix_beyond_tra']
2026-07-27 00:19:04.604 | ERROR | __main__:verify_one:141 - [solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral] Evidence verification failed
Traceback (most recent call last):
File "/Users/pkumbam/Desktop/AI/autolab/scripts/verify_solveall_v2_evidence.py", line 248, in <module>
main()
└ <function main at 0x1093e3380>
File "/Users/pkumbam/Desktop/AI/autolab/scripts/verify_solveall_v2_evidence.py", line 227, in main
completed, runtime_skipped, failures = asyncio.run(
│ └ <function run at 0x10649c680>
└ <module 'asyncio' from '/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/__ini...
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/runners.py", line 195, in run
return runner.run(main)
│ │ └ <coroutine object _verify at 0x106b48d60>
│ └ <function Runner.run at 0x106997100>
└ <asyncio.runners.Runner object at 0x10a24d850>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/runners.py", line 118, in run
return self._loop.run_until_complete(task)
│ │ │ └ <Task pending name='Task-1' coro=<_verify() running at /Users/pkumbam/Desktop/AI/autolab/scripts/verify_solveall_v2_evidence....
│ │ └ <function BaseEventLoop.run_until_complete at 0x106994c20>
│ └ <_UnixSelectorEventLoop running=True closed=False debug=False>
└ <asyncio.runners.Runner object at 0x10a24d850>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/base_events.py", line 678, in run_until_complete
self.run_forever()
│ └ <function BaseEventLoop.run_forever at 0x106994b80>
└ <_UnixSelectorEventLoop running=True closed=False debug=False>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/base_events.py", line 645, in run_forever
self._run_once()
│ └ <function BaseEventLoop._run_once at 0x106996980>
└ <_UnixSelectorEventLoop running=True closed=False debug=False>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/base_events.py", line 1999, in _run_once
handle._run()
│ └ <function Handle._run at 0x1068c7ce0>
└ <Handle <_asyncio.TaskStepMethWrapper object at 0x10b483af0>()>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/events.py", line 88, in _run
self._context.run(self._callback, *self._args)
│ │ │ │ │ └ <member '_args' of 'Handle' objects>
│ │ │ │ └ <Handle <_asyncio.TaskStepMethWrapper object at 0x10b483af0>()>
│ │ │ └ <member '_callback' of 'Handle' objects>
│ │ └ <Handle <_asyncio.TaskStepMethWrapper object at 0x10b483af0>()>
│ └ <member '_context' of 'Handle' objects>
└ <Handle <_asyncio.TaskStepMethWrapper object at 0x10b483af0>()>
> File "/Users/pkumbam/Desktop/AI/autolab/scripts/verify_solveall_v2_evidence.py", line 97, in verify_one
verification = materialize_evidence_verification(
└ <function materialize_evidence_verification at 0x10a1d19e0>
File "/Users/pkumbam/Desktop/AI/autolab/src/autolab/datasets/solveall_priors_v2/evidence_verification.py", line 247, in materialize_evidence_verification
raise ValueError(
ValueError: Verification contains unknown source decisions: ['ref-annals-exploit-structure_of_the_overlap_matrix_beyond_tra']
2026-07-27 00:19:04.610 | INFO | __main__:verify_one:87 - [solveall_finite_sample_error_rate_control_and_power_guarantees_under_] Verifying evidence
2026-07-27 00:19:37.587 | INFO | __main__:verify_one:135 - [solveall_finite_sample_error_rate_control_and_power_guarantees_under_] Promoted 5/5 cards
2026-07-27 00:19:37.587 | INFO | __main__:verify_one:87 - [solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m] Verifying evidence
2026-07-27 00:20:04.646 | INFO | __main__:verify_one:135 - [solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m] Promoted 6/6 cards
2026-07-27 00:20:04.646 | INFO | __main__:verify_one:87 - [solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha] Verifying evidence
2026-07-27 00:20:47.217 | INFO | __main__:verify_one:135 - [solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha] Promoted 4/4 cards
2026-07-27 00:20:47.218 | INFO | __main__:verify_one:87 - [solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_] Verifying evidence
2026-07-27 00:21:05.445 | INFO | __main__:verify_one:135 - [solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_] Promoted 4/4 cards
2026-07-27 00:21:05.445 | INFO | __main__:verify_one:87 - [solveall_full_minimax_characterization_for_tensor_normal_factor_estim] Verifying evidence
2026-07-27 00:21:32.687 | INFO | __main__:verify_one:135 - [solveall_full_minimax_characterization_for_tensor_normal_factor_estim] Promoted 5/5 cards
2026-07-27 00:21:32.687 | INFO | __main__:verify_one:87 - [solveall_full_multiple_break_theory_for_latent_group_structure_and_co] Verifying evidence
2026-07-27 00:22:11.596 | INFO | __main__:verify_one:135 - [solveall_full_multiple_break_theory_for_latent_group_structure_and_co] Promoted 4/5 cards
2026-07-27 00:22:11.596 | INFO | __main__:verify_one:87 - [solveall_general_k_threshold_for_testing_correlated_sbms_against_inde] Verifying evidence
2026-07-27 00:22:23.792 | INFO | __main__:verify_one:135 - [solveall_general_k_threshold_for_testing_correlated_sbms_against_inde] Promoted 1/1 cards
2026-07-27 00:22:23.792 | INFO | __main__:verify_one:87 - [solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo] Verifying evidence
2026-07-27 00:22:48.855 | INFO | __main__:verify_one:135 - [solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo] Promoted 1/3 cards
2026-07-27 00:22:48.855 | INFO | __main__:verify_one:87 - [solveall_higher_dimensional_change_set_interface_estimation_for_disco] Verifying evidence
2026-07-27 00:24:02.967 | INFO | __main__:verify_one:135 - [solveall_higher_dimensional_change_set_interface_estimation_for_disco] Promoted 5/6 cards
2026-07-27 00:24:02.967 | INFO | __main__:verify_one:87 - [solveall_joint_phylogeography_with_recombination] Verifying evidence
2026-07-27 00:24:31.290 | INFO | __main__:verify_one:135 - [solveall_joint_phylogeography_with_recombination] Promoted 6/6 cards
2026-07-27 00:24:31.290 | INFO | __main__:verify_one:87 - [solveall_kls_conjecture] Verifying evidence
2026-07-27 00:25:04.040 | INFO | __main__:verify_one:135 - [solveall_kls_conjecture] Promoted 5/5 cards
2026-07-27 00:25:04.040 | INFO | __main__:verify_one:87 - [solveall_learned_summary_statistics_systems_biology] Verifying evidence
2026-07-27 00:25:36.500 | INFO | __main__:verify_one:135 - [solveall_learned_summary_statistics_systems_biology] Promoted 4/7 cards
2026-07-27 00:25:36.501 | INFO | __main__:verify_one:87 - [solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di] Verifying evidence
2026-07-27 00:26:08.862 | INFO | __main__:verify_one:135 - [solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di] Promoted 4/5 cards
2026-07-27 00:26:08.862 | INFO | __main__:verify_one:87 - [solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian] Verifying evidence
2026-07-27 00:26:21.110 | INFO | __main__:verify_one:135 - [solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian] Promoted 4/4 cards
2026-07-27 00:26:21.111 | INFO | __main__:verify_one:87 - [solveall_minimax_optimal_sparse_pca_computational_gap] Verifying evidence
2026-07-27 00:27:00.265 | INFO | __main__:verify_one:135 - [solveall_minimax_optimal_sparse_pca_computational_gap] Promoted 6/6 cards
2026-07-27 00:27:00.265 | INFO | __main__:verify_one:87 - [solveall_minimax_wasserstein_estimation_high_dimensions] Verifying evidence
2026-07-27 00:27:30.868 | INFO | __main__:verify_one:135 - [solveall_minimax_wasserstein_estimation_high_dimensions] Promoted 3/6 cards
2026-07-27 00:27:30.868 | INFO | __main__:verify_one:87 - [solveall_multiple_change_point_inference_for_piecewise_constant_diffu] Verifying evidence
2026-07-27 00:27:59.248 | INFO | __main__:verify_one:135 - [solveall_multiple_change_point_inference_for_piecewise_constant_diffu] Promoted 0/3 cards
2026-07-27 00:27:59.248 | INFO | __main__:verify_one:87 - [solveall_multirisk_graph_structured_multiple_risk_control] Verifying evidence
2026-07-27 00:28:19.601 | INFO | __main__:verify_one:135 - [solveall_multirisk_graph_structured_multiple_risk_control] Promoted 3/4 cards
2026-07-27 00:28:19.602 | INFO | __main__:verify_one:87 - [solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen] Verifying evidence
2026-07-27 00:28:49.863 | INFO | __main__:verify_one:135 - [solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen] Promoted 5/5 cards
2026-07-27 00:28:49.863 | INFO | __main__:verify_one:87 - [solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators] Verifying evidence
2026-07-27 00:29:06.864 | INFO | __main__:verify_one:135 - [solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators] Promoted 5/5 cards
2026-07-27 00:29:06.864 | INFO | __main__:verify_one:87 - [solveall_optimal_adaptation_beyond_compact_manifolds] Verifying evidence
2026-07-27 00:29:30.589 | INFO | __main__:verify_one:135 - [solveall_optimal_adaptation_beyond_compact_manifolds] Promoted 3/4 cards
2026-07-27 00:29:30.589 | INFO | __main__:verify_one:87 - [solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur] Verifying evidence
2026-07-27 00:30:24.888 | INFO | __main__:verify_one:135 - [solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur] Promoted 5/5 cards
2026-07-27 00:30:24.888 | INFO | __main__:verify_one:87 - [solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb] Verifying evidence
2026-07-27 00:30:48.808 | INFO | __main__:verify_one:135 - [solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb] Promoted 5/5 cards
2026-07-27 00:30:48.808 | INFO | __main__:verify_one:87 - [solveall_phylogenetic_inference_floating_point_stability] Verifying evidence
2026-07-27 00:30:54.861 | WARNING | __main__:verify_one:107 - [solveall_phylogenetic_inference_floating_point_stability] Verifier response did not cover the supplied evidence exactly; retrying: Verification is missing used source decisions: ['ahrens-demmel-nguyen-2020-reproducible-summation', 'balaji-kimpe-2013-mpi-reduction-reproducibility', 'huebner-stelz-stamatakis-2026', 'shen-li-hittinger-2020-ml-irreproducibility']
2026-07-27 00:31:25.485 | INFO | __main__:verify_one:135 - [solveall_phylogenetic_inference_floating_point_stability] Promoted 6/6 cards
2026-07-27 00:31:25.485 | INFO | __main__:verify_one:87 - [solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh] Verifying evidence
2026-07-27 00:31:56.910 | INFO | __main__:verify_one:135 - [solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh] Promoted 4/5 cards
2026-07-27 00:31:56.910 | INFO | __main__:verify_one:87 - [solveall_polynomial_time_warm_initialization_at_statistically_optimal] Verifying evidence
2026-07-27 00:32:28.566 | INFO | __main__:verify_one:135 - [solveall_polynomial_time_warm_initialization_at_statistically_optimal] Promoted 5/5 cards
2026-07-27 00:32:28.566 | INFO | __main__:verify_one:87 - [solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv] Verifying evidence
2026-07-27 00:32:55.523 | INFO | __main__:verify_one:135 - [solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv] Promoted 6/6 cards
2026-07-27 00:32:55.523 | INFO | __main__:verify_one:87 - [solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat] Verifying evidence
2026-07-27 00:33:11.852 | INFO | __main__:verify_one:135 - [solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat] Promoted 4/4 cards
2026-07-27 00:33:11.852 | INFO | __main__:verify_one:87 - [solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional] Verifying evidence
2026-07-27 00:33:38.402 | INFO | __main__:verify_one:135 - [solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional] Promoted 4/5 cards
2026-07-27 00:33:38.402 | INFO | __main__:verify_one:87 - [solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates] Verifying evidence
2026-07-27 00:33:57.139 | INFO | __main__:verify_one:135 - [solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates] Promoted 4/4 cards
2026-07-27 00:33:57.139 | INFO | __main__:verify_one:87 - [solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp] Verifying evidence
2026-07-27 00:34:35.847 | INFO | __main__:verify_one:135 - [solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp] Promoted 4/6 cards
2026-07-27 00:34:35.847 | INFO | __main__:verify_one:87 - [solveall_robust_confounder_selection_under_imperfect_primary_set_elic] Verifying evidence
2026-07-27 00:34:59.224 | INFO | __main__:verify_one:135 - [solveall_robust_confounder_selection_under_imperfect_primary_set_elic] Promoted 5/5 cards
2026-07-27 00:34:59.224 | INFO | __main__:verify_one:87 - [solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_] Verifying evidence
2026-07-27 00:35:26.321 | INFO | __main__:verify_one:135 - [solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_] Promoted 4/5 cards
2026-07-27 00:35:26.321 | INFO | __main__:verify_one:87 - [solveall_sharp_dynamic_emergence_thresholds_for_xormultilayer_gmm_cla] Verifying evidence
2026-07-27 00:36:03.877 | INFO | __main__:verify_one:135 - [solveall_sharp_dynamic_emergence_thresholds_for_xormultilayer_gmm_cla] Promoted 0/6 cards
2026-07-27 00:36:03.878 | INFO | __main__:verify_one:87 - [solveall_sharp_minimax_behavior_as_contamination_approaches_the_break] Verifying evidence
2026-07-27 00:36:36.577 | INFO | __main__:verify_one:135 - [solveall_sharp_minimax_behavior_as_contamination_approaches_the_break] Promoted 3/4 cards
2026-07-27 00:36:36.578 | INFO | __main__:verify_one:87 - [solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s] Verifying evidence
2026-07-27 00:37:16.115 | INFO | __main__:verify_one:135 - [solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s] Promoted 4/5 cards
2026-07-27 00:37:16.116 | INFO | __main__:verify_one:87 - [solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr] Verifying evidence
2026-07-27 00:37:32.719 | INFO | __main__:verify_one:135 - [solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr] Promoted 4/4 cards
2026-07-27 00:37:32.719 | INFO | __main__:verify_one:87 - [solveall_smoothed_complexity_simplex] Verifying evidence
2026-07-27 00:38:01.872 | WARNING | __main__:verify_one:107 - [solveall_smoothed_complexity_simplex] Verifier response did not cover the supplied evidence exactly; retrying: Verification contains unknown source decisions: ['vershynin-2009-corrected']
2026-07-27 00:38:36.892 | INFO | __main__:verify_one:135 - [solveall_smoothed_complexity_simplex] Promoted 3/6 cards
2026-07-27 00:38:36.893 | INFO | __main__:verify_one:87 - [solveall_sparsistent_estimation_for_constrained_extremal_graphical_la] Verifying evidence
2026-07-27 00:38:43.188 | WARNING | __main__:verify_one:107 - [solveall_sparsistent_estimation_for_constrained_extremal_graphical_la] Verifier response did not cover the supplied evidence exactly; retrying: Verification is missing used source decisions: ['engelke-taeb-eglatent-jmlr-2025', 'ref-annals-sparsistent-estimation-for-constrained-extremal-gr', 'wan-zhou-graphical-lasso-extremes']
2026-07-27 00:39:16.740 | INFO | __main__:verify_one:135 - [solveall_sparsistent_estimation_for_constrained_extremal_graphical_la] Promoted 4/6 cards
2026-07-27 00:39:16.740 | INFO | __main__:verify_one:87 - [solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s] Verifying evidence
2026-07-27 00:40:03.126 | INFO | __main__:verify_one:135 - [solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s] Promoted 6/6 cards
2026-07-27 00:40:03.126 | INFO | __main__:verify_one:87 - [solveall_tcr_pmhc_ood_generalization] Verifying evidence
2026-07-27 00:40:07.725 | WARNING | __main__:verify_one:107 - [solveall_tcr_pmhc_ood_generalization] Verifier response did not cover the supplied evidence exactly; retrying: Verification is missing used source decisions: ['delaunay-etal-2025-data-size', 'ge-etal-2025-trap', 'grazioli-etal-2022-imrex', 'ji-etal-2024-catcr', 'nielsen-etal-2024-immrep23']
2026-07-27 00:40:09.674 | ERROR | __main__:verify_one:141 - [solveall_tcr_pmhc_ood_generalization] Evidence verification failed
Traceback (most recent call last):
File "/Users/pkumbam/Desktop/AI/autolab/scripts/verify_solveall_v2_evidence.py", line 248, in <module>
main()
└ <function main at 0x1093e3380>
File "/Users/pkumbam/Desktop/AI/autolab/scripts/verify_solveall_v2_evidence.py", line 227, in main
completed, runtime_skipped, failures = asyncio.run(
│ └ <function run at 0x10649c680>
└ <module 'asyncio' from '/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/__ini...
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/runners.py", line 195, in run
return runner.run(main)
│ │ └ <coroutine object _verify at 0x106b48d60>
│ └ <function Runner.run at 0x106997100>
└ <asyncio.runners.Runner object at 0x10a24d850>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/runners.py", line 118, in run
return self._loop.run_until_complete(task)
│ │ │ └ <Task pending name='Task-1' coro=<_verify() running at /Users/pkumbam/Desktop/AI/autolab/scripts/verify_solveall_v2_evidence....
│ │ └ <function BaseEventLoop.run_until_complete at 0x106994c20>
│ └ <_UnixSelectorEventLoop running=True closed=False debug=False>
└ <asyncio.runners.Runner object at 0x10a24d850>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/base_events.py", line 678, in run_until_complete
self.run_forever()
│ └ <function BaseEventLoop.run_forever at 0x106994b80>
└ <_UnixSelectorEventLoop running=True closed=False debug=False>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/base_events.py", line 645, in run_forever
self._run_once()
│ └ <function BaseEventLoop._run_once at 0x106996980>
└ <_UnixSelectorEventLoop running=True closed=False debug=False>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/base_events.py", line 1999, in _run_once
handle._run()
│ └ <function Handle._run at 0x1068c7ce0>
└ <Handle <_asyncio.TaskStepMethWrapper object at 0x10b568400>()>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/events.py", line 88, in _run
self._context.run(self._callback, *self._args)
│ │ │ │ │ └ <member '_args' of 'Handle' objects>
│ │ │ │ └ <Handle <_asyncio.TaskStepMethWrapper object at 0x10b568400>()>
│ │ │ └ <member '_callback' of 'Handle' objects>
│ │ └ <Handle <_asyncio.TaskStepMethWrapper object at 0x10b568400>()>
│ └ <member '_context' of 'Handle' objects>
└ <Handle <_asyncio.TaskStepMethWrapper object at 0x10b568400>()>
> File "/Users/pkumbam/Desktop/AI/autolab/scripts/verify_solveall_v2_evidence.py", line 97, in verify_one
verification = materialize_evidence_verification(
└ <function materialize_evidence_verification at 0x10a1d19e0>
File "/Users/pkumbam/Desktop/AI/autolab/src/autolab/datasets/solveall_priors_v2/evidence_verification.py", line 252, in materialize_evidence_verification
raise ValueError(
ValueError: Verification is missing used source decisions: ['delaunay-etal-2025-data-size', 'ge-etal-2025-trap', 'grazioli-etal-2022-imrex', 'ji-etal-2024-catcr', 'nielsen-etal-2024-immrep23']
2026-07-27 00:40:09.676 | INFO | __main__:verify_one:87 - [solveall_tensor_pca_detection_threshold] Verifying evidence
2026-07-27 00:40:24.363 | INFO | __main__:verify_one:135 - [solveall_tensor_pca_detection_threshold] Promoted 4/4 cards
2026-07-27 00:40:24.363 | INFO | __main__:verify_one:87 - [solveall_tfbs_prediction_with_uncertain_negatives] Verifying evidence
2026-07-27 00:41:16.470 | INFO | __main__:verify_one:135 - [solveall_tfbs_prediction_with_uncertain_negatives] Promoted 6/8 cards
2026-07-27 00:41:16.470 | INFO | __main__:verify_one:87 - [solveall_theory_for_debiased_pcr_under_general_covariate_models] Verifying evidence
2026-07-27 00:41:38.627 | INFO | __main__:verify_one:135 - [solveall_theory_for_debiased_pcr_under_general_covariate_models] Promoted 4/5 cards
2026-07-27 00:41:38.627 | INFO | __main__:verify_one:87 - [solveall_uniform_inference_high_dimensional_linear_models] Verifying evidence
2026-07-27 00:42:09.912 | INFO | __main__:verify_one:135 - [solveall_uniform_inference_high_dimensional_linear_models] Promoted 2/4 cards
2026-07-27 00:42:09.912 | INFO | __main__:verify_one:87 - [solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato] Verifying evidence
2026-07-27 00:42:49.638 | INFO | __main__:verify_one:135 - [solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato] Promoted 5/5 cards
2026-07-27 00:42:49.639 | INFO | __main__:verify_one:87 - [solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue] Verifying evidence
2026-07-27 00:43:23.680 | WARNING | __main__:verify_one:107 - [solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue] Verifier response did not cover the supplied evidence exactly; retrying: Verification contains unknown source decisions: ['arxiv-2305.04340v1']
2026-07-27 00:44:04.993 | INFO | __main__:verify_one:135 - [solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue] Promoted 2/5 cards
2026-07-27 00:44:04.994 | INFO | __main__:verify_one:87 - [solveall_universality_random_matrices_optimal_moment] Verifying evidence
2026-07-27 00:44:31.532 | INFO | __main__:verify_one:135 - [solveall_universality_random_matrices_optimal_moment] Promoted 4/4 cards
2026-07-27 00:44:31.533 | INFO | __main__:verify_one:87 - [solveall_valid_uncertainty_quantification_for_extremal_graph_structur] Verifying evidence
2026-07-27 00:45:00.792 | INFO | __main__:verify_one:135 - [solveall_valid_uncertainty_quantification_for_extremal_graph_structur] Promoted 4/4 cards
FAILED solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral: Verification contains unknown source decisions: ['ref-annals-exploit-structure_of_the_overlap_matrix_beyond_tra']
FAILED solveall_tcr_pmhc_ood_generalization: Verification is missing used source decisions: ['delaunay-etal-2025-data-size', 'ge-etal-2025-trap', 'grazioli-etal-2022-imrex', 'ji-etal-2024-catcr', 'nielsen-etal-2024-immrep23']
Selected 80 evidence draft(s) for verification:
solveall_characterize_adaptive_distribution_classes_where_two_point_r: Characterize adaptive distribution classes where two-point rates are attainable
solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points: Do Good Algorithms Necessarily Query Bad Points?
solveall_colt_2019_monotonicity_of_learning: Monotonicity of Learning
solveall_colt_2020_information_complexity_of_vc_learning: Information Complexity of VC Learning
solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_: Can Single-Shuffle SGD be Better than Reshuffling SGD and GD?
solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element: Tight Online Confidence Intervals for RKHS Elements
solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc: Finite-Time Instance Dependent Optimality for Stochastic Online Learning with Feedback Graphs
solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim: Properly learning decision trees in polynomial time?
solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits: Regret Bounds for Noise-Free Kernel-Based Bandits
solveall_colt_2023_is_there_a_first_order_method_that_only_converges_: Is There a First-Order Method that Only Converges to Local Minimax Optima?
solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea: Learning sparse linear concepts by priming the features
solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex: Polynomial linearly-convergent method for g-convex optimization?
solveall_colt_2024_anytime_convergence_rate_of_gradient_descent: Anytime Convergence Rate of Gradient Descent
solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods: Black-Box Reductions and Adaptive Gradient Methods for Nonconvex Optimization
solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob: Can Local Regularization Learn All Multiclass Problems?
solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi: Convergence of single-timescale mean-field Langevin descent-ascent for two-player zero-sum games
solveall_colt_2024_direct_sums_in_learning_theory: Direct Sums in Learning Theory
solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on: Optimal Rates for Stochastic Decision-Theoretic Online Learning Under Differentially Privacy
solveall_colt_2024_tight_characterization_of_instance_optimal_identit: Tight Characterization of Instance-Optimal Identity Testing
solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva: What is the Complexity of Joint Differential Privacy in Linear Contextual Bandits?
solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems: Fixed-Parameter Tractability of Zonotope Problems
solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f: Optimal Instance-Dependent Sample Complexity for finding Nash Equilibrium in Two Player Zero-Sum Matrix games
solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u: Regret Minimization in Heavy-Tailed Bandits with Unknown Distributional Parameters
solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear: Structure-Agnostic Minimax Risk for Partial Linear Model
solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener: Complete Generic Identifiability in Cyclic LiNGAM with General Confounding
solveall_complete_optimality_characterization_in_the_independent_vect: Complete optimality characterization in the independent-vector specialization under minimal moments
solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti: Critical SNR for outlier emergence at fixed summary statistics
solveall_decision_making_with_prediction_sets_under_group_and_label_c: Decision-Optimal Prediction Sets with Group/Label-Conditional Guarantees
solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f: Does the score-matched optimal convex estimator attain the full semiparametric efficiency bound?
solveall_early_stopping_optimality_without_a_u_shape_risk_assumption: Early-stopping optimality without a U-shape risk assumption
solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral: Exploit structure of the overlap matrix beyond trace/spectral gap
solveall_finite_sample_error_rate_control_and_power_guarantees_under_: Finite-sample error-rate control and power guarantees under the linear subspace model
solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m: Finite-sample optimal FDR-FNR frontier under the two-group model
solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha: From low-degree hardness to unconditional polynomial-time hardness
solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_: Full Causal Graph Recovery Under Arbitrary Nonlinear Latent Confounding
solveall_full_minimax_characterization_for_tensor_normal_factor_estim: Full minimax characterization for tensor normal factor estimation beyond the largest factor
solveall_full_multiple_break_theory_for_latent_group_structure_and_co: Full Multiple-Break Theory for Latent Group Structure and Coefficients
solveall_general_k_threshold_for_testing_correlated_sbms_against_inde: General-$k$ threshold for testing correlated SBMs against independent SBMs
solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo: General-rank intrinsic Cramér–Rao lower bound on Tucker manifolds
solveall_higher_dimensional_change_set_interface_estimation_for_disco: Higher-dimensional change-set (interface) estimation for discontinuous diffusivity
solveall_joint_phylogeography_with_recombination: Joint Multi-Locus Phylogeographic Inference with Recombination, Transmission, and Geography
solveall_kls_conjecture: KLS Conjecture (Kannan–Lovász–Simonovits)
solveall_learned_summary_statistics_systems_biology: Learned Summary Statistics for Simulation-Based Inference in Systems Biology
solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di: Log-factor-free adaptive contraction on general Minkowski-dimensional domains
solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian: Lower-bound the spanning-tree polynomial to sharpen Gaussian \(\chi^2\) bounds
solveall_minimax_optimal_sparse_pca_computational_gap: Minimax-Optimal Sparse PCA: Computational–Statistical Gap
solveall_minimax_wasserstein_estimation_high_dimensions: Minimax Rate for Wasserstein Distance Estimation in High Dimensions
solveall_multiple_change_point_inference_for_piecewise_constant_diffu: Multiple change-point inference for piecewise constant diffusivity
solveall_multirisk_graph_structured_multiple_risk_control: Multiple Risk Control Beyond Sequential Order: Graph-Structured Dependencies
solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen: Non-asymptotic oracle inequalities for fully data-driven generalized-inverse shrinkage
solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators: Nonasymptotic guarantees for bagged regularized M-estimators
solveall_optimal_adaptation_beyond_compact_manifolds: Optimal adaptation beyond compact manifolds
solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur: Optimal FDR-FNR tradeoff beyond independent two-group mixtures
solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb: Overparameterized optimal subsample size for infinite-ensemble subagging
solveall_phylogenetic_inference_floating_point_stability: Biologically Stable Maximum-Likelihood Phylogenetic Inference under Floating-Point Perturbations
solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh: Polynomial-time minimax robust mean estimation under star-shaped constraints
solveall_polynomial_time_warm_initialization_at_statistically_optimal: Polynomial-time warm initialization at statistically optimal thresholds
solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv: Quantify and characterize the efficiency gap induced by convex-loss restriction for non-log-concave errors
solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat: Remove logarithmic gaps in minimax sample complexity for matrix normal covariance estimation
solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional: Remove polylogarithmic dimension factors in high-dimensional Berry--Esseen bounds for $m$-dependent sums
solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates: Remove polylogarithmic slack in attainable two-point rates
solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp: Rigorous tempered-overfitting guarantees for MDL ReLU interpolators under label noise
solveall_robust_confounder_selection_under_imperfect_primary_set_elic: Robust Confounder Selection Under Imperfect Primary-Set Elicitation
solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_: Sharp computational lower bounds for valid inference in the intermediate regime
solveall_sharp_dynamic_emergence_thresholds_for_xormultilayer_gmm_cla: Sharp dynamic emergence thresholds for XOR/multilayer GMM classification
solveall_sharp_minimax_behavior_as_contamination_approaches_the_break: Sharp minimax behavior as contamination approaches the breakdown boundary $\epsilon\uparrow 1/2$
solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s: Sharp minimax rate for central-space estimation in the low-signal SIR regime
solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr: Small-SNR no-outlier regime and monotonicity in SNR
solveall_smoothed_complexity_simplex: Smoothed Complexity of the Simplex Method
solveall_sparsistent_estimation_for_constrained_extremal_graphical_la: Sparsistent Estimation for Constrained Extremal Graphical Lasso
solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s: State evolution for gradient descent beyond the mean-field scaling
solveall_tcr_pmhc_ood_generalization: Out-of-Distribution Generalization for TCR-pMHC Binding Prediction
solveall_tensor_pca_detection_threshold: Computational Threshold for Tensor PCA
solveall_tfbs_prediction_with_uncertain_negatives: TFBS Prediction from ChIP-seq Positives with Uncertain or Synthetic Negatives
solveall_theory_for_debiased_pcr_under_general_covariate_models: Theory for Debiased PCR Under General Covariate Models
solveall_uniform_inference_high_dimensional_linear_models: Uniform Inference for High-Dimensional Linear Models
solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato: Uniform risk dominance of transformed Moore-Penrose estimators
solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue: Universality of exponential decay of the $d$-th SIR eigenvalue
solveall_universality_random_matrices_optimal_moment: Universality for Wigner Matrices: Optimal Moment Conditions
solveall_valid_uncertainty_quantification_for_extremal_graph_structur: Valid Uncertainty Quantification for Extremal Graph Structure
Ignoring 5 completed verification(s).
Evidence verification complete: completed=78, skipped=5, failed=2
=== SolveAll v2: train (85 frozen problems) ===
$ /Users/pkumbam/Desktop/AI/autolab/.venv/bin/python3 /Users/pkumbam/Desktop/AI/autolab/scripts/research_solveall_v2_evidence.py --split train --seeds solveall_adaptive_minimax_nonparametric_testing,solveall_asymptotic_normality_of_spectrum_aware_debiasing_beyond_righ,solveall_bernstein_von_mises_validity_for_the_linearized_bayesian_con,solveall_beyond_smooth_finite_dimensional_targets_in_unified_semipara,solveall_capacity_binary_deletion_channel,solveall_characterize_adaptive_distribution_classes_where_two_point_r,solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points,solveall_colt_2019_monotonicity_of_learning,solveall_colt_2020_information_complexity_of_vc_learning,solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_,solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element,solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc,solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim,solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits,solveall_colt_2023_is_there_a_first_order_method_that_only_converges_,solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea,solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex,solveall_colt_2024_anytime_convergence_rate_of_gradient_descent,solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods,solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob,solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi,solveall_colt_2024_direct_sums_in_learning_theory,solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on,solveall_colt_2024_tight_characterization_of_instance_optimal_identit,solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva,solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems,solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f,solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u,solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear,solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener,solveall_complete_optimality_characterization_in_the_independent_vect,solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti,solveall_decision_making_with_prediction_sets_under_group_and_label_c,solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f,solveall_early_stopping_optimality_without_a_u_shape_risk_assumption,solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral,solveall_finite_sample_error_rate_control_and_power_guarantees_under_,solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m,solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha,solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_,solveall_full_minimax_characterization_for_tensor_normal_factor_estim,solveall_full_multiple_break_theory_for_latent_group_structure_and_co,solveall_general_k_threshold_for_testing_correlated_sbms_against_inde,solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo,solveall_higher_dimensional_change_set_interface_estimation_for_disco,solveall_joint_phylogeography_with_recombination,solveall_kls_conjecture,solveall_learned_summary_statistics_systems_biology,solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di,solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian,solveall_minimax_optimal_sparse_pca_computational_gap,solveall_minimax_wasserstein_estimation_high_dimensions,solveall_multiple_change_point_inference_for_piecewise_constant_diffu,solveall_multirisk_graph_structured_multiple_risk_control,solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen,solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators,solveall_optimal_adaptation_beyond_compact_manifolds,solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur,solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb,solveall_phylogenetic_inference_floating_point_stability,solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh,solveall_polynomial_time_warm_initialization_at_statistically_optimal,solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv,solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat,solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional,solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates,solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp,solveall_robust_confounder_selection_under_imperfect_primary_set_elic,solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_,solveall_sharp_dynamic_emergence_thresholds_for_xormultilayer_gmm_cla,solveall_sharp_minimax_behavior_as_contamination_approaches_the_break,solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s,solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr,solveall_smoothed_complexity_simplex,solveall_sparsistent_estimation_for_constrained_extremal_graphical_la,solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s,solveall_tcr_pmhc_ood_generalization,solveall_tensor_pca_detection_threshold,solveall_tfbs_prediction_with_uncertain_negatives,solveall_theory_for_debiased_pcr_under_general_covariate_models,solveall_uniform_inference_high_dimensional_linear_models,solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato,solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue,solveall_universality_random_matrices_optimal_moment,solveall_valid_uncertainty_quantification_for_extremal_graph_structur --model gpt-5.6-luna --concurrency 1
$ /Users/pkumbam/Desktop/AI/autolab/.venv/bin/python3 /Users/pkumbam/Desktop/AI/autolab/scripts/verify_solveall_v2_evidence.py --split train --seeds solveall_adaptive_minimax_nonparametric_testing,solveall_asymptotic_normality_of_spectrum_aware_debiasing_beyond_righ,solveall_bernstein_von_mises_validity_for_the_linearized_bayesian_con,solveall_beyond_smooth_finite_dimensional_targets_in_unified_semipara,solveall_capacity_binary_deletion_channel,solveall_characterize_adaptive_distribution_classes_where_two_point_r,solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points,solveall_colt_2019_monotonicity_of_learning,solveall_colt_2020_information_complexity_of_vc_learning,solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_,solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element,solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc,solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim,solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits,solveall_colt_2023_is_there_a_first_order_method_that_only_converges_,solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea,solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex,solveall_colt_2024_anytime_convergence_rate_of_gradient_descent,solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods,solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob,solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi,solveall_colt_2024_direct_sums_in_learning_theory,solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on,solveall_colt_2024_tight_characterization_of_instance_optimal_identit,solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva,solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems,solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f,solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u,solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear,solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener,solveall_complete_optimality_characterization_in_the_independent_vect,solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti,solveall_decision_making_with_prediction_sets_under_group_and_label_c,solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f,solveall_early_stopping_optimality_without_a_u_shape_risk_assumption,solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral,solveall_finite_sample_error_rate_control_and_power_guarantees_under_,solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m,solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha,solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_,solveall_full_minimax_characterization_for_tensor_normal_factor_estim,solveall_full_multiple_break_theory_for_latent_group_structure_and_co,solveall_general_k_threshold_for_testing_correlated_sbms_against_inde,solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo,solveall_higher_dimensional_change_set_interface_estimation_for_disco,solveall_joint_phylogeography_with_recombination,solveall_kls_conjecture,solveall_learned_summary_statistics_systems_biology,solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di,solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian,solveall_minimax_optimal_sparse_pca_computational_gap,solveall_minimax_wasserstein_estimation_high_dimensions,solveall_multiple_change_point_inference_for_piecewise_constant_diffu,solveall_multirisk_graph_structured_multiple_risk_control,solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen,solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators,solveall_optimal_adaptation_beyond_compact_manifolds,solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur,solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb,solveall_phylogenetic_inference_floating_point_stability,solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh,solveall_polynomial_time_warm_initialization_at_statistically_optimal,solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv,solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat,solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional,solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates,solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp,solveall_robust_confounder_selection_under_imperfect_primary_set_elic,solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_,solveall_sharp_dynamic_emergence_thresholds_for_xormultilayer_gmm_cla,solveall_sharp_minimax_behavior_as_contamination_approaches_the_break,solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s,solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr,solveall_smoothed_complexity_simplex,solveall_sparsistent_estimation_for_constrained_extremal_graphical_la,solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s,solveall_tcr_pmhc_ood_generalization,solveall_tensor_pca_detection_threshold,solveall_tfbs_prediction_with_uncertain_negatives,solveall_theory_for_debiased_pcr_under_general_covariate_models,solveall_uniform_inference_high_dimensional_linear_models,solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato,solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue,solveall_universality_random_matrices_optimal_moment,solveall_valid_uncertainty_quantification_for_extremal_graph_structur --model gpt-5.6-luna --concurrency 1
Traceback (most recent call last):
File "/Users/pkumbam/Desktop/AI/autolab/scripts/run_solveall_v2_pipeline.py", line 196, in <module>
main()
File "/Users/pkumbam/Desktop/AI/autolab/scripts/run_solveall_v2_pipeline.py", line 170, in main
_run(
File "/Users/pkumbam/Desktop/AI/autolab/scripts/run_solveall_v2_pipeline.py", line 27, in _run
subprocess.run(command, cwd=ROOT, check=True)
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/subprocess.py", line 571, in run
raise CalledProcessError(retcode, process.args,
subprocess.CalledProcessError: Command '['/Users/pkumbam/Desktop/AI/autolab/.venv/bin/python3', '/Users/pkumbam/Desktop/AI/autolab/scripts/verify_solveall_v2_evidence.py', '--split', 'train', '--seeds', 'solveall_adaptive_minimax_nonparametric_testing,solveall_asymptotic_normality_of_spectrum_aware_debiasing_beyond_righ,solveall_bernstein_von_mises_validity_for_the_linearized_bayesian_con,solveall_beyond_smooth_finite_dimensional_targets_in_unified_semipara,solveall_capacity_binary_deletion_channel,solveall_characterize_adaptive_distribution_classes_where_two_point_r,solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points,solveall_colt_2019_monotonicity_of_learning,solveall_colt_2020_information_complexity_of_vc_learning,solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_,solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element,solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc,solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim,solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits,solveall_colt_2023_is_there_a_first_order_method_that_only_converges_,solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea,solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex,solveall_colt_2024_anytime_convergence_rate_of_gradient_descent,solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods,solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob,solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi,solveall_colt_2024_direct_sums_in_learning_theory,solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on,solveall_colt_2024_tight_characterization_of_instance_optimal_identit,solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva,solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems,solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f,solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u,solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear,solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener,solveall_complete_optimality_characterization_in_the_independent_vect,solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti,solveall_decision_making_with_prediction_sets_under_group_and_label_c,solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f,solveall_early_stopping_optimality_without_a_u_shape_risk_assumption,solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral,solveall_finite_sample_error_rate_control_and_power_guarantees_under_,solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m,solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha,solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_,solveall_full_minimax_characterization_for_tensor_normal_factor_estim,solveall_full_multiple_break_theory_for_latent_group_structure_and_co,solveall_general_k_threshold_for_testing_correlated_sbms_against_inde,solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo,solveall_higher_dimensional_change_set_interface_estimation_for_disco,solveall_joint_phylogeography_with_recombination,solveall_kls_conjecture,solveall_learned_summary_statistics_systems_biology,solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di,solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian,solveall_minimax_optimal_sparse_pca_computational_gap,solveall_minimax_wasserstein_estimation_high_dimensions,solveall_multiple_change_point_inference_for_piecewise_constant_diffu,solveall_multirisk_graph_structured_multiple_risk_control,solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen,solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators,solveall_optimal_adaptation_beyond_compact_manifolds,solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur,solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb,solveall_phylogenetic_inference_floating_point_stability,solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh,solveall_polynomial_time_warm_initialization_at_statistically_optimal,solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv,solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat,solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional,solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates,solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp,solveall_robust_confounder_selection_under_imperfect_primary_set_elic,solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_,solveall_sharp_dynamic_emergence_thresholds_for_xormultilayer_gmm_cla,solveall_sharp_minimax_behavior_as_contamination_approaches_the_break,solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s,solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr,solveall_smoothed_complexity_simplex,solveall_sparsistent_estimation_for_constrained_extremal_graphical_la,solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s,solveall_tcr_pmhc_ood_generalization,solveall_tensor_pca_detection_threshold,solveall_tfbs_prediction_with_uncertain_negatives,solveall_theory_for_debiased_pcr_under_general_covariate_models,solveall_uniform_inference_high_dimensional_linear_models,solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato,solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue,solveall_universality_random_matrices_optimal_moment,solveall_valid_uncertainty_quantification_for_extremal_graph_structur', '--model', 'gpt-5.6-luna', '--concurrency', '1']' returned non-zero exit status 1.
No unprocessed train problems matched the selection (85 already have artifacts). Use --force to regenerate.
2026-07-27 01:14:49.123 | INFO | __main__:verify_one:87 - [solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral] Verifying evidence
2026-07-27 01:14:53.075 | WARNING | __main__:verify_one:107 - [solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral] Verifier response did not cover the supplied evidence exactly; retrying: Verification is missing used source decisions: ['ref-annals-exploit-structure-overlap-followup-2509-12584']
2026-07-27 01:15:18.753 | INFO | __main__:verify_one:135 - [solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral] Promoted 4/5 cards
2026-07-27 01:15:18.753 | INFO | __main__:verify_one:87 - [solveall_tcr_pmhc_ood_generalization] Verifying evidence
2026-07-27 01:16:03.913 | INFO | __main__:verify_one:135 - [solveall_tcr_pmhc_ood_generalization] Promoted 4/5 cards
Selected 2 evidence draft(s) for verification:
solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral: Exploit structure of the overlap matrix beyond trace/spectral gap
solveall_tcr_pmhc_ood_generalization: Out-of-Distribution Generalization for TCR-pMHC Binding Prediction
Ignoring 83 completed verification(s).
Evidence verification complete: completed=2, skipped=83, failed=0
2026-07-27 01:16:04.707 | INFO | __main__:generate_one:78 - [solveall_characterize_adaptive_distribution_classes_where_two_point_r] Generating evidence-conditioned priors
2026-07-27 01:16:04.709 | WARNING | __main__:generate_one:75 - [solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element] No verified evidence; skipping priors
2026-07-27 01:16:04.709 | WARNING | __main__:generate_one:75 - [solveall_multiple_change_point_inference_for_piecewise_constant_diffu] No verified evidence; skipping priors
2026-07-27 01:16:04.709 | WARNING | __main__:generate_one:75 - [solveall_sharp_dynamic_emergence_thresholds_for_xormultilayer_gmm_cla] No verified evidence; skipping priors
2026-07-27 01:16:45.857 | INFO | __main__:generate_one:94 - [solveall_characterize_adaptive_distribution_classes_where_two_point_r] Wrote 12 candidates
2026-07-27 01:16:45.857 | INFO | __main__:generate_one:78 - [solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points] Generating evidence-conditioned priors
2026-07-27 01:17:19.091 | INFO | __main__:generate_one:94 - [solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points] Wrote 12 candidates
2026-07-27 01:17:19.091 | INFO | __main__:generate_one:78 - [solveall_colt_2019_monotonicity_of_learning] Generating evidence-conditioned priors
2026-07-27 01:18:05.653 | INFO | __main__:generate_one:94 - [solveall_colt_2019_monotonicity_of_learning] Wrote 12 candidates
2026-07-27 01:18:05.653 | INFO | __main__:generate_one:78 - [solveall_colt_2020_information_complexity_of_vc_learning] Generating evidence-conditioned priors
2026-07-27 01:18:50.095 | INFO | __main__:generate_one:94 - [solveall_colt_2020_information_complexity_of_vc_learning] Wrote 12 candidates
2026-07-27 01:18:50.095 | INFO | __main__:generate_one:78 - [solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_] Generating evidence-conditioned priors
2026-07-27 01:19:24.540 | INFO | __main__:generate_one:94 - [solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_] Wrote 12 candidates
2026-07-27 01:19:24.541 | INFO | __main__:generate_one:78 - [solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc] Generating evidence-conditioned priors
2026-07-27 01:20:02.346 | INFO | __main__:generate_one:94 - [solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc] Wrote 12 candidates
2026-07-27 01:20:02.347 | INFO | __main__:generate_one:78 - [solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim] Generating evidence-conditioned priors
2026-07-27 01:20:24.729 | INFO | __main__:generate_one:94 - [solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim] Wrote 12 candidates
2026-07-27 01:20:24.729 | INFO | __main__:generate_one:78 - [solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits] Generating evidence-conditioned priors
2026-07-27 01:20:53.384 | INFO | __main__:generate_one:94 - [solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits] Wrote 12 candidates
2026-07-27 01:20:53.385 | INFO | __main__:generate_one:78 - [solveall_colt_2023_is_there_a_first_order_method_that_only_converges_] Generating evidence-conditioned priors
2026-07-27 01:21:35.108 | INFO | __main__:generate_one:94 - [solveall_colt_2023_is_there_a_first_order_method_that_only_converges_] Wrote 12 candidates
2026-07-27 01:21:35.108 | INFO | __main__:generate_one:78 - [solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea] Generating evidence-conditioned priors
2026-07-27 01:22:04.685 | INFO | __main__:generate_one:94 - [solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea] Wrote 12 candidates
2026-07-27 01:22:04.685 | INFO | __main__:generate_one:78 - [solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex] Generating evidence-conditioned priors
2026-07-27 01:22:34.965 | INFO | __main__:generate_one:94 - [solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex] Wrote 12 candidates
2026-07-27 01:22:34.966 | INFO | __main__:generate_one:78 - [solveall_colt_2024_anytime_convergence_rate_of_gradient_descent] Generating evidence-conditioned priors
2026-07-27 01:23:09.168 | INFO | __main__:generate_one:94 - [solveall_colt_2024_anytime_convergence_rate_of_gradient_descent] Wrote 12 candidates
2026-07-27 01:23:09.168 | INFO | __main__:generate_one:78 - [solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods] Generating evidence-conditioned priors
2026-07-27 01:23:41.840 | INFO | __main__:generate_one:94 - [solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods] Wrote 12 candidates
2026-07-27 01:23:41.840 | INFO | __main__:generate_one:78 - [solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob] Generating evidence-conditioned priors
2026-07-27 01:24:14.924 | INFO | __main__:generate_one:94 - [solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob] Wrote 12 candidates
2026-07-27 01:24:14.925 | INFO | __main__:generate_one:78 - [solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi] Generating evidence-conditioned priors
2026-07-27 01:24:43.378 | INFO | __main__:generate_one:94 - [solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi] Wrote 12 candidates
2026-07-27 01:24:43.378 | INFO | __main__:generate_one:78 - [solveall_colt_2024_direct_sums_in_learning_theory] Generating evidence-conditioned priors
2026-07-27 01:25:16.327 | INFO | __main__:generate_one:94 - [solveall_colt_2024_direct_sums_in_learning_theory] Wrote 12 candidates
2026-07-27 01:25:16.327 | INFO | __main__:generate_one:78 - [solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on] Generating evidence-conditioned priors
2026-07-27 01:25:48.366 | INFO | __main__:generate_one:94 - [solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on] Wrote 12 candidates
2026-07-27 01:25:48.366 | INFO | __main__:generate_one:78 - [solveall_colt_2024_tight_characterization_of_instance_optimal_identit] Generating evidence-conditioned priors
2026-07-27 01:26:23.421 | INFO | __main__:generate_one:94 - [solveall_colt_2024_tight_characterization_of_instance_optimal_identit] Wrote 12 candidates
2026-07-27 01:26:23.421 | INFO | __main__:generate_one:78 - [solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva] Generating evidence-conditioned priors
2026-07-27 01:26:48.151 | INFO | __main__:generate_one:94 - [solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva] Wrote 12 candidates
2026-07-27 01:26:48.151 | INFO | __main__:generate_one:78 - [solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems] Generating evidence-conditioned priors
2026-07-27 01:27:05.300 | INFO | __main__:generate_one:94 - [solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems] Wrote 12 candidates
2026-07-27 01:27:05.301 | INFO | __main__:generate_one:78 - [solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f] Generating evidence-conditioned priors
2026-07-27 01:27:45.344 | INFO | __main__:generate_one:94 - [solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f] Wrote 12 candidates
2026-07-27 01:27:45.344 | INFO | __main__:generate_one:78 - [solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u] Generating evidence-conditioned priors
2026-07-27 01:28:13.023 | INFO | __main__:generate_one:94 - [solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u] Wrote 12 candidates
2026-07-27 01:28:13.023 | INFO | __main__:generate_one:78 - [solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear] Generating evidence-conditioned priors
2026-07-27 01:28:49.449 | INFO | __main__:generate_one:94 - [solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear] Wrote 12 candidates
2026-07-27 01:28:49.449 | INFO | __main__:generate_one:78 - [solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener] Generating evidence-conditioned priors
2026-07-27 01:29:48.026 | INFO | __main__:generate_one:94 - [solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener] Wrote 12 candidates
2026-07-27 01:29:48.027 | INFO | __main__:generate_one:78 - [solveall_complete_optimality_characterization_in_the_independent_vect] Generating evidence-conditioned priors
2026-07-27 01:30:17.113 | INFO | __main__:generate_one:94 - [solveall_complete_optimality_characterization_in_the_independent_vect] Wrote 12 candidates
2026-07-27 01:30:17.113 | INFO | __main__:generate_one:78 - [solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti] Generating evidence-conditioned priors
2026-07-27 01:30:43.112 | INFO | __main__:generate_one:94 - [solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti] Wrote 12 candidates
2026-07-27 01:30:43.112 | INFO | __main__:generate_one:78 - [solveall_decision_making_with_prediction_sets_under_group_and_label_c] Generating evidence-conditioned priors
2026-07-27 01:31:14.341 | ERROR | __main__:generate_one:99 - [solveall_decision_making_with_prediction_sets_under_group_and_label_c] Prior generation failed
Traceback (most recent call last):
File "/Users/pkumbam/Desktop/AI/autolab/scripts/generate_solveall_v2_priors.py", line 186, in <module>
main()
└ <function main at 0x1098eda80>
File "/Users/pkumbam/Desktop/AI/autolab/scripts/generate_solveall_v2_priors.py", line 166, in main
completed, skipped, ineligible, failures = asyncio.run(
│ └ <function run at 0x102020680>
└ <module 'asyncio' from '/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/__ini...
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/runners.py", line 195, in run
return runner.run(main)
│ │ └ <coroutine object _generate at 0x109edb220>
│ └ <function Runner.run at 0x106ecf240>
└ <asyncio.runners.Runner object at 0x10a737a10>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/runners.py", line 118, in run
return self._loop.run_until_complete(task)
│ │ │ └ <Task pending name='Task-1' coro=<_generate() running at /Users/pkumbam/Desktop/AI/autolab/scripts/generate_solveall_v2_prior...
│ │ └ <function BaseEventLoop.run_until_complete at 0x106eccd60>
│ └ <_UnixSelectorEventLoop running=True closed=False debug=False>
└ <asyncio.runners.Runner object at 0x10a737a10>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/base_events.py", line 678, in run_until_complete
self.run_forever()
│ └ <function BaseEventLoop.run_forever at 0x106ecccc0>
└ <_UnixSelectorEventLoop running=True closed=False debug=False>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/base_events.py", line 645, in run_forever
self._run_once()
│ └ <function BaseEventLoop._run_once at 0x106eceac0>
└ <_UnixSelectorEventLoop running=True closed=False debug=False>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/base_events.py", line 1999, in _run_once
handle._run()
│ └ <function Handle._run at 0x106e0be20>
└ <Handle <_asyncio.TaskStepMethWrapper object at 0x10bbac4c0>()>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/events.py", line 88, in _run
self._context.run(self._callback, *self._args)
│ │ │ │ │ └ <member '_args' of 'Handle' objects>
│ │ │ │ └ <Handle <_asyncio.TaskStepMethWrapper object at 0x10bbac4c0>()>
│ │ │ └ <member '_callback' of 'Handle' objects>
│ │ └ <Handle <_asyncio.TaskStepMethWrapper object at 0x10bbac4c0>()>
│ └ <member '_context' of 'Handle' objects>
└ <Handle <_asyncio.TaskStepMethWrapper object at 0x10bbac4c0>()>
> File "/Users/pkumbam/Desktop/AI/autolab/scripts/generate_solveall_v2_priors.py", line 84, in generate_one
artifact = materialize_prior_artifact(
└ <function materialize_prior_artifact at 0x10a713740>
File "/Users/pkumbam/Desktop/AI/autolab/src/autolab/datasets/solveall_priors_v2/prior_generation.py", line 179, in materialize_prior_artifact
raise ValueError(
ValueError: Prior misleading-classwise-impossible references unverified evidence: ['ding-classwise-label-conditional-tradeoff']
2026-07-27 01:31:14.348 | INFO | __main__:generate_one:78 - [solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f] Generating evidence-conditioned priors
2026-07-27 01:31:57.764 | INFO | __main__:generate_one:94 - [solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f] Wrote 12 candidates
2026-07-27 01:31:57.764 | INFO | __main__:generate_one:78 - [solveall_early_stopping_optimality_without_a_u_shape_risk_assumption] Generating evidence-conditioned priors
2026-07-27 01:32:51.229 | INFO | __main__:generate_one:94 - [solveall_early_stopping_optimality_without_a_u_shape_risk_assumption] Wrote 12 candidates
2026-07-27 01:32:51.230 | INFO | __main__:generate_one:78 - [solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral] Generating evidence-conditioned priors
2026-07-27 01:33:24.091 | INFO | __main__:generate_one:94 - [solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral] Wrote 12 candidates
2026-07-27 01:33:24.091 | INFO | __main__:generate_one:78 - [solveall_finite_sample_error_rate_control_and_power_guarantees_under_] Generating evidence-conditioned priors
2026-07-27 01:33:57.264 | INFO | __main__:generate_one:94 - [solveall_finite_sample_error_rate_control_and_power_guarantees_under_] Wrote 12 candidates
2026-07-27 01:33:57.264 | INFO | __main__:generate_one:78 - [solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m] Generating evidence-conditioned priors
2026-07-27 01:34:26.618 | INFO | __main__:generate_one:94 - [solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m] Wrote 12 candidates
2026-07-27 01:34:26.619 | INFO | __main__:generate_one:78 - [solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha] Generating evidence-conditioned priors
2026-07-27 01:34:58.094 | INFO | __main__:generate_one:94 - [solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha] Wrote 12 candidates
2026-07-27 01:34:58.094 | INFO | __main__:generate_one:78 - [solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_] Generating evidence-conditioned priors
2026-07-27 01:35:27.532 | INFO | __main__:generate_one:94 - [solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_] Wrote 12 candidates
2026-07-27 01:35:27.532 | INFO | __main__:generate_one:78 - [solveall_full_minimax_characterization_for_tensor_normal_factor_estim] Generating evidence-conditioned priors
2026-07-27 01:36:00.248 | INFO | __main__:generate_one:94 - [solveall_full_minimax_characterization_for_tensor_normal_factor_estim] Wrote 12 candidates
2026-07-27 01:36:00.248 | INFO | __main__:generate_one:78 - [solveall_full_multiple_break_theory_for_latent_group_structure_and_co] Generating evidence-conditioned priors
2026-07-27 01:36:25.985 | INFO | __main__:generate_one:94 - [solveall_full_multiple_break_theory_for_latent_group_structure_and_co] Wrote 12 candidates
2026-07-27 01:36:25.985 | INFO | __main__:generate_one:78 - [solveall_general_k_threshold_for_testing_correlated_sbms_against_inde] Generating evidence-conditioned priors
2026-07-27 01:36:51.755 | INFO | __main__:generate_one:94 - [solveall_general_k_threshold_for_testing_correlated_sbms_against_inde] Wrote 12 candidates
2026-07-27 01:36:51.755 | INFO | __main__:generate_one:78 - [solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo] Generating evidence-conditioned priors
2026-07-27 01:37:40.972 | INFO | __main__:generate_one:94 - [solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo] Wrote 12 candidates
2026-07-27 01:37:40.972 | INFO | __main__:generate_one:78 - [solveall_higher_dimensional_change_set_interface_estimation_for_disco] Generating evidence-conditioned priors
2026-07-27 01:38:13.038 | INFO | __main__:generate_one:94 - [solveall_higher_dimensional_change_set_interface_estimation_for_disco] Wrote 12 candidates
2026-07-27 01:38:13.039 | INFO | __main__:generate_one:78 - [solveall_joint_phylogeography_with_recombination] Generating evidence-conditioned priors
2026-07-27 01:38:54.452 | INFO | __main__:generate_one:94 - [solveall_joint_phylogeography_with_recombination] Wrote 12 candidates
2026-07-27 01:38:54.453 | INFO | __main__:generate_one:78 - [solveall_kls_conjecture] Generating evidence-conditioned priors
2026-07-27 01:39:51.370 | INFO | __main__:generate_one:94 - [solveall_kls_conjecture] Wrote 12 candidates
2026-07-27 01:39:51.370 | INFO | __main__:generate_one:78 - [solveall_learned_summary_statistics_systems_biology] Generating evidence-conditioned priors
2026-07-27 01:40:39.710 | INFO | __main__:generate_one:94 - [solveall_learned_summary_statistics_systems_biology] Wrote 12 candidates
2026-07-27 01:40:39.710 | INFO | __main__:generate_one:78 - [solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di] Generating evidence-conditioned priors
2026-07-27 01:41:13.840 | INFO | __main__:generate_one:94 - [solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di] Wrote 12 candidates
2026-07-27 01:41:13.840 | INFO | __main__:generate_one:78 - [solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian] Generating evidence-conditioned priors
2026-07-27 01:41:46.477 | INFO | __main__:generate_one:94 - [solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian] Wrote 12 candidates
2026-07-27 01:41:46.477 | INFO | __main__:generate_one:78 - [solveall_minimax_optimal_sparse_pca_computational_gap] Generating evidence-conditioned priors
2026-07-27 01:42:26.711 | INFO | __main__:generate_one:94 - [solveall_minimax_optimal_sparse_pca_computational_gap] Wrote 12 candidates
2026-07-27 01:42:26.712 | INFO | __main__:generate_one:78 - [solveall_minimax_wasserstein_estimation_high_dimensions] Generating evidence-conditioned priors
2026-07-27 01:43:00.942 | INFO | __main__:generate_one:94 - [solveall_minimax_wasserstein_estimation_high_dimensions] Wrote 12 candidates
2026-07-27 01:43:00.942 | INFO | __main__:generate_one:78 - [solveall_multirisk_graph_structured_multiple_risk_control] Generating evidence-conditioned priors
2026-07-27 01:43:23.335 | INFO | __main__:generate_one:94 - [solveall_multirisk_graph_structured_multiple_risk_control] Wrote 12 candidates
2026-07-27 01:43:23.335 | INFO | __main__:generate_one:78 - [solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen] Generating evidence-conditioned priors
2026-07-27 01:43:52.716 | INFO | __main__:generate_one:94 - [solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen] Wrote 12 candidates
2026-07-27 01:43:52.716 | INFO | __main__:generate_one:78 - [solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators] Generating evidence-conditioned priors
2026-07-27 01:44:38.297 | INFO | __main__:generate_one:94 - [solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators] Wrote 12 candidates
2026-07-27 01:44:38.297 | INFO | __main__:generate_one:78 - [solveall_optimal_adaptation_beyond_compact_manifolds] Generating evidence-conditioned priors
2026-07-27 01:45:17.208 | INFO | __main__:generate_one:94 - [solveall_optimal_adaptation_beyond_compact_manifolds] Wrote 12 candidates
2026-07-27 01:45:17.208 | INFO | __main__:generate_one:78 - [solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur] Generating evidence-conditioned priors
2026-07-27 01:46:14.149 | INFO | __main__:generate_one:94 - [solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur] Wrote 12 candidates
2026-07-27 01:46:14.150 | INFO | __main__:generate_one:78 - [solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb] Generating evidence-conditioned priors
2026-07-27 01:46:50.291 | INFO | __main__:generate_one:94 - [solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb] Wrote 12 candidates
2026-07-27 01:46:50.292 | INFO | __main__:generate_one:78 - [solveall_phylogenetic_inference_floating_point_stability] Generating evidence-conditioned priors
2026-07-27 01:47:24.804 | INFO | __main__:generate_one:94 - [solveall_phylogenetic_inference_floating_point_stability] Wrote 12 candidates
2026-07-27 01:47:24.804 | INFO | __main__:generate_one:78 - [solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh] Generating evidence-conditioned priors
2026-07-27 01:47:42.162 | INFO | __main__:generate_one:94 - [solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh] Wrote 12 candidates
2026-07-27 01:47:42.162 | INFO | __main__:generate_one:78 - [solveall_polynomial_time_warm_initialization_at_statistically_optimal] Generating evidence-conditioned priors
2026-07-27 01:48:19.133 | INFO | __main__:generate_one:94 - [solveall_polynomial_time_warm_initialization_at_statistically_optimal] Wrote 12 candidates
2026-07-27 01:48:19.133 | INFO | __main__:generate_one:78 - [solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv] Generating evidence-conditioned priors
2026-07-27 01:48:50.427 | INFO | __main__:generate_one:94 - [solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv] Wrote 12 candidates
2026-07-27 01:48:50.428 | INFO | __main__:generate_one:78 - [solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat] Generating evidence-conditioned priors
2026-07-27 01:49:19.950 | INFO | __main__:generate_one:94 - [solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat] Wrote 12 candidates
2026-07-27 01:49:19.950 | INFO | __main__:generate_one:78 - [solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional] Generating evidence-conditioned priors
2026-07-27 01:49:48.263 | INFO | __main__:generate_one:94 - [solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional] Wrote 12 candidates
2026-07-27 01:49:48.263 | INFO | __main__:generate_one:78 - [solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates] Generating evidence-conditioned priors
2026-07-27 01:50:19.086 | ERROR | __main__:generate_one:99 - [solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates] Prior generation failed
Traceback (most recent call last):
File "/Users/pkumbam/Desktop/AI/autolab/scripts/generate_solveall_v2_priors.py", line 186, in <module>
main()
└ <function main at 0x1098eda80>
File "/Users/pkumbam/Desktop/AI/autolab/scripts/generate_solveall_v2_priors.py", line 166, in main
completed, skipped, ineligible, failures = asyncio.run(
│ └ <function run at 0x102020680>
└ <module 'asyncio' from '/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/__ini...
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/runners.py", line 195, in run
return runner.run(main)
│ │ └ <coroutine object _generate at 0x109edb220>
│ └ <function Runner.run at 0x106ecf240>
└ <asyncio.runners.Runner object at 0x10a737a10>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/runners.py", line 118, in run
return self._loop.run_until_complete(task)
│ │ │ └ <Task pending name='Task-1' coro=<_generate() running at /Users/pkumbam/Desktop/AI/autolab/scripts/generate_solveall_v2_prior...
│ │ └ <function BaseEventLoop.run_until_complete at 0x106eccd60>
│ └ <_UnixSelectorEventLoop running=True closed=False debug=False>
└ <asyncio.runners.Runner object at 0x10a737a10>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/base_events.py", line 678, in run_until_complete
self.run_forever()
│ └ <function BaseEventLoop.run_forever at 0x106ecccc0>
└ <_UnixSelectorEventLoop running=True closed=False debug=False>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/base_events.py", line 645, in run_forever
self._run_once()
│ └ <function BaseEventLoop._run_once at 0x106eceac0>
└ <_UnixSelectorEventLoop running=True closed=False debug=False>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/base_events.py", line 1999, in _run_once
handle._run()
│ └ <function Handle._run at 0x106e0be20>
└ <Handle <_asyncio.TaskStepMethWrapper object at 0x10bf22e60>()>
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/asyncio/events.py", line 88, in _run
self._context.run(self._callback, *self._args)
│ │ │ │ │ └ <member '_args' of 'Handle' objects>
│ │ │ │ └ <Handle <_asyncio.TaskStepMethWrapper object at 0x10bf22e60>()>
│ │ │ └ <member '_callback' of 'Handle' objects>
│ │ └ <Handle <_asyncio.TaskStepMethWrapper object at 0x10bf22e60>()>
│ └ <member '_context' of 'Handle' objects>
└ <Handle <_asyncio.TaskStepMethWrapper object at 0x10bf22e60>()>
> File "/Users/pkumbam/Desktop/AI/autolab/scripts/generate_solveall_v2_priors.py", line 84, in generate_one
artifact = materialize_prior_artifact(
└ <function materialize_prior_artifact at 0x10a713740>
File "/Users/pkumbam/Desktop/AI/autolab/src/autolab/datasets/solveall_priors_v2/prior_generation.py", line 179, in materialize_prior_artifact
raise ValueError(
ValueError: Prior misleading-logs-absorbable-universals references unverified evidence: ['theorem-1-4-polylogarithmic-upper-bound']
2026-07-27 01:50:19.088 | INFO | __main__:generate_one:78 - [solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp] Generating evidence-conditioned priors
2026-07-27 01:50:59.728 | INFO | __main__:generate_one:94 - [solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp] Wrote 12 candidates
2026-07-27 01:50:59.729 | INFO | __main__:generate_one:78 - [solveall_robust_confounder_selection_under_imperfect_primary_set_elic] Generating evidence-conditioned priors
2026-07-27 01:51:19.708 | INFO | __main__:generate_one:94 - [solveall_robust_confounder_selection_under_imperfect_primary_set_elic] Wrote 12 candidates
2026-07-27 01:51:19.709 | INFO | __main__:generate_one:78 - [solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_] Generating evidence-conditioned priors
2026-07-27 01:52:00.563 | INFO | __main__:generate_one:94 - [solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_] Wrote 12 candidates
2026-07-27 01:52:00.564 | INFO | __main__:generate_one:78 - [solveall_sharp_minimax_behavior_as_contamination_approaches_the_break] Generating evidence-conditioned priors
2026-07-27 01:52:32.862 | INFO | __main__:generate_one:94 - [solveall_sharp_minimax_behavior_as_contamination_approaches_the_break] Wrote 12 candidates
2026-07-27 01:52:32.862 | INFO | __main__:generate_one:78 - [solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s] Generating evidence-conditioned priors
2026-07-27 01:53:24.100 | INFO | __main__:generate_one:94 - [solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s] Wrote 12 candidates
2026-07-27 01:53:24.100 | INFO | __main__:generate_one:78 - [solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr] Generating evidence-conditioned priors
2026-07-27 01:54:09.926 | INFO | __main__:generate_one:94 - [solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr] Wrote 12 candidates
2026-07-27 01:54:09.926 | INFO | __main__:generate_one:78 - [solveall_smoothed_complexity_simplex] Generating evidence-conditioned priors
2026-07-27 01:54:35.818 | INFO | __main__:generate_one:94 - [solveall_smoothed_complexity_simplex] Wrote 12 candidates
2026-07-27 01:54:35.819 | INFO | __main__:generate_one:78 - [solveall_sparsistent_estimation_for_constrained_extremal_graphical_la] Generating evidence-conditioned priors
2026-07-27 01:55:19.128 | INFO | __main__:generate_one:94 - [solveall_sparsistent_estimation_for_constrained_extremal_graphical_la] Wrote 12 candidates
2026-07-27 01:55:19.128 | INFO | __main__:generate_one:78 - [solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s] Generating evidence-conditioned priors
2026-07-27 01:55:52.414 | INFO | __main__:generate_one:94 - [solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s] Wrote 12 candidates
2026-07-27 01:55:52.414 | INFO | __main__:generate_one:78 - [solveall_tcr_pmhc_ood_generalization] Generating evidence-conditioned priors
2026-07-27 01:56:24.613 | INFO | __main__:generate_one:94 - [solveall_tcr_pmhc_ood_generalization] Wrote 12 candidates
2026-07-27 01:56:24.613 | INFO | __main__:generate_one:78 - [solveall_tensor_pca_detection_threshold] Generating evidence-conditioned priors
2026-07-27 01:57:02.096 | INFO | __main__:generate_one:94 - [solveall_tensor_pca_detection_threshold] Wrote 12 candidates
2026-07-27 01:57:02.096 | INFO | __main__:generate_one:78 - [solveall_tfbs_prediction_with_uncertain_negatives] Generating evidence-conditioned priors
2026-07-27 01:57:32.357 | INFO | __main__:generate_one:94 - [solveall_tfbs_prediction_with_uncertain_negatives] Wrote 12 candidates
2026-07-27 01:57:32.358 | INFO | __main__:generate_one:78 - [solveall_theory_for_debiased_pcr_under_general_covariate_models] Generating evidence-conditioned priors
2026-07-27 01:58:29.459 | INFO | __main__:generate_one:94 - [solveall_theory_for_debiased_pcr_under_general_covariate_models] Wrote 12 candidates
2026-07-27 01:58:29.459 | INFO | __main__:generate_one:78 - [solveall_uniform_inference_high_dimensional_linear_models] Generating evidence-conditioned priors
2026-07-27 01:59:02.064 | INFO | __main__:generate_one:94 - [solveall_uniform_inference_high_dimensional_linear_models] Wrote 12 candidates
2026-07-27 01:59:02.065 | INFO | __main__:generate_one:78 - [solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato] Generating evidence-conditioned priors
2026-07-27 01:59:39.337 | INFO | __main__:generate_one:94 - [solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato] Wrote 12 candidates
2026-07-27 01:59:39.337 | INFO | __main__:generate_one:78 - [solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue] Generating evidence-conditioned priors
2026-07-27 02:00:09.035 | INFO | __main__:generate_one:94 - [solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue] Wrote 12 candidates
2026-07-27 02:00:09.035 | INFO | __main__:generate_one:78 - [solveall_universality_random_matrices_optimal_moment] Generating evidence-conditioned priors
2026-07-27 02:00:45.386 | INFO | __main__:generate_one:94 - [solveall_universality_random_matrices_optimal_moment] Wrote 12 candidates
2026-07-27 02:00:45.386 | INFO | __main__:generate_one:78 - [solveall_valid_uncertainty_quantification_for_extremal_graph_structur] Generating evidence-conditioned priors
2026-07-27 02:01:21.135 | INFO | __main__:generate_one:94 - [solveall_valid_uncertainty_quantification_for_extremal_graph_structur] Wrote 12 candidates
FAILED solveall_decision_making_with_prediction_sets_under_group_and_label_c: Prior misleading-classwise-impossible references unverified evidence: ['ding-classwise-label-conditional-tradeoff']
FAILED solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates: Prior misleading-logs-absorbable-universals references unverified evidence: ['theorem-1-4-polylogarithmic-upper-bound']
Selected 80 verified problem(s) for prior generation:
solveall_characterize_adaptive_distribution_classes_where_two_point_r: 4 verified evidence cards
solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points: 3 verified evidence cards
solveall_colt_2019_monotonicity_of_learning: 5 verified evidence cards
solveall_colt_2020_information_complexity_of_vc_learning: 2 verified evidence cards
solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_: 5 verified evidence cards
solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element: 0 verified evidence cards
solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc: 6 verified evidence cards
solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim: 2 verified evidence cards
solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits: 3 verified evidence cards
solveall_colt_2023_is_there_a_first_order_method_that_only_converges_: 5 verified evidence cards
solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea: 7 verified evidence cards
solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex: 5 verified evidence cards
solveall_colt_2024_anytime_convergence_rate_of_gradient_descent: 3 verified evidence cards
solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods: 6 verified evidence cards
solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob: 5 verified evidence cards
solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi: 6 verified evidence cards
solveall_colt_2024_direct_sums_in_learning_theory: 6 verified evidence cards
solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on: 5 verified evidence cards
solveall_colt_2024_tight_characterization_of_instance_optimal_identit: 6 verified evidence cards
solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva: 5 verified evidence cards
solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems: 5 verified evidence cards
solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f: 6 verified evidence cards
solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u: 3 verified evidence cards
solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear: 6 verified evidence cards
solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener: 6 verified evidence cards
solveall_complete_optimality_characterization_in_the_independent_vect: 4 verified evidence cards
solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti: 4 verified evidence cards
solveall_decision_making_with_prediction_sets_under_group_and_label_c: 5 verified evidence cards
solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f: 4 verified evidence cards
solveall_early_stopping_optimality_without_a_u_shape_risk_assumption: 6 verified evidence cards
solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral: 4 verified evidence cards
solveall_finite_sample_error_rate_control_and_power_guarantees_under_: 5 verified evidence cards
solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m: 6 verified evidence cards
solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha: 4 verified evidence cards
solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_: 4 verified evidence cards
solveall_full_minimax_characterization_for_tensor_normal_factor_estim: 5 verified evidence cards
solveall_full_multiple_break_theory_for_latent_group_structure_and_co: 4 verified evidence cards
solveall_general_k_threshold_for_testing_correlated_sbms_against_inde: 1 verified evidence cards
solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo: 1 verified evidence cards
solveall_higher_dimensional_change_set_interface_estimation_for_disco: 5 verified evidence cards
solveall_joint_phylogeography_with_recombination: 6 verified evidence cards
solveall_kls_conjecture: 5 verified evidence cards
solveall_learned_summary_statistics_systems_biology: 4 verified evidence cards
solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di: 4 verified evidence cards
solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian: 4 verified evidence cards
solveall_minimax_optimal_sparse_pca_computational_gap: 6 verified evidence cards
solveall_minimax_wasserstein_estimation_high_dimensions: 3 verified evidence cards
solveall_multiple_change_point_inference_for_piecewise_constant_diffu: 0 verified evidence cards
solveall_multirisk_graph_structured_multiple_risk_control: 3 verified evidence cards
solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen: 5 verified evidence cards
solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators: 5 verified evidence cards
solveall_optimal_adaptation_beyond_compact_manifolds: 3 verified evidence cards
solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur: 5 verified evidence cards
solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb: 5 verified evidence cards
solveall_phylogenetic_inference_floating_point_stability: 6 verified evidence cards
solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh: 4 verified evidence cards
solveall_polynomial_time_warm_initialization_at_statistically_optimal: 5 verified evidence cards
solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv: 6 verified evidence cards
solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat: 4 verified evidence cards
solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional: 4 verified evidence cards
solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates: 4 verified evidence cards
solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp: 4 verified evidence cards
solveall_robust_confounder_selection_under_imperfect_primary_set_elic: 5 verified evidence cards
solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_: 4 verified evidence cards
solveall_sharp_dynamic_emergence_thresholds_for_xormultilayer_gmm_cla: 0 verified evidence cards
solveall_sharp_minimax_behavior_as_contamination_approaches_the_break: 3 verified evidence cards
solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s: 4 verified evidence cards
solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr: 4 verified evidence cards
solveall_smoothed_complexity_simplex: 3 verified evidence cards
solveall_sparsistent_estimation_for_constrained_extremal_graphical_la: 4 verified evidence cards
solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s: 6 verified evidence cards
solveall_tcr_pmhc_ood_generalization: 4 verified evidence cards
solveall_tensor_pca_detection_threshold: 4 verified evidence cards
solveall_tfbs_prediction_with_uncertain_negatives: 6 verified evidence cards
solveall_theory_for_debiased_pcr_under_general_covariate_models: 4 verified evidence cards
solveall_uniform_inference_high_dimensional_linear_models: 2 verified evidence cards
solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato: 5 verified evidence cards
solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue: 2 verified evidence cards
solveall_universality_random_matrices_optimal_moment: 4 verified evidence cards
solveall_valid_uncertainty_quantification_for_extremal_graph_structur: 4 verified evidence cards
Prior generation complete: completed=75, skipped=0, ineligible=3, failed=2
=== SolveAll v2: train (85 frozen problems) ===
$ /Users/pkumbam/Desktop/AI/autolab/.venv/bin/python3 /Users/pkumbam/Desktop/AI/autolab/scripts/research_solveall_v2_evidence.py --split train --seeds solveall_adaptive_minimax_nonparametric_testing,solveall_asymptotic_normality_of_spectrum_aware_debiasing_beyond_righ,solveall_bernstein_von_mises_validity_for_the_linearized_bayesian_con,solveall_beyond_smooth_finite_dimensional_targets_in_unified_semipara,solveall_capacity_binary_deletion_channel,solveall_characterize_adaptive_distribution_classes_where_two_point_r,solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points,solveall_colt_2019_monotonicity_of_learning,solveall_colt_2020_information_complexity_of_vc_learning,solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_,solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element,solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc,solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim,solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits,solveall_colt_2023_is_there_a_first_order_method_that_only_converges_,solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea,solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex,solveall_colt_2024_anytime_convergence_rate_of_gradient_descent,solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods,solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob,solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi,solveall_colt_2024_direct_sums_in_learning_theory,solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on,solveall_colt_2024_tight_characterization_of_instance_optimal_identit,solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva,solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems,solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f,solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u,solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear,solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener,solveall_complete_optimality_characterization_in_the_independent_vect,solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti,solveall_decision_making_with_prediction_sets_under_group_and_label_c,solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f,solveall_early_stopping_optimality_without_a_u_shape_risk_assumption,solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral,solveall_finite_sample_error_rate_control_and_power_guarantees_under_,solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m,solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha,solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_,solveall_full_minimax_characterization_for_tensor_normal_factor_estim,solveall_full_multiple_break_theory_for_latent_group_structure_and_co,solveall_general_k_threshold_for_testing_correlated_sbms_against_inde,solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo,solveall_higher_dimensional_change_set_interface_estimation_for_disco,solveall_joint_phylogeography_with_recombination,solveall_kls_conjecture,solveall_learned_summary_statistics_systems_biology,solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di,solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian,solveall_minimax_optimal_sparse_pca_computational_gap,solveall_minimax_wasserstein_estimation_high_dimensions,solveall_multiple_change_point_inference_for_piecewise_constant_diffu,solveall_multirisk_graph_structured_multiple_risk_control,solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen,solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators,solveall_optimal_adaptation_beyond_compact_manifolds,solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur,solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb,solveall_phylogenetic_inference_floating_point_stability,solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh,solveall_polynomial_time_warm_initialization_at_statistically_optimal,solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv,solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat,solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional,solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates,solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp,solveall_robust_confounder_selection_under_imperfect_primary_set_elic,solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_,solveall_sharp_dynamic_emergence_thresholds_for_xormultilayer_gmm_cla,solveall_sharp_minimax_behavior_as_contamination_approaches_the_break,solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s,solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr,solveall_smoothed_complexity_simplex,solveall_sparsistent_estimation_for_constrained_extremal_graphical_la,solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s,solveall_tcr_pmhc_ood_generalization,solveall_tensor_pca_detection_threshold,solveall_tfbs_prediction_with_uncertain_negatives,solveall_theory_for_debiased_pcr_under_general_covariate_models,solveall_uniform_inference_high_dimensional_linear_models,solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato,solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue,solveall_universality_random_matrices_optimal_moment,solveall_valid_uncertainty_quantification_for_extremal_graph_structur --model gpt-5.6-luna --concurrency 1
$ /Users/pkumbam/Desktop/AI/autolab/.venv/bin/python3 /Users/pkumbam/Desktop/AI/autolab/scripts/verify_solveall_v2_evidence.py --split train --seeds solveall_adaptive_minimax_nonparametric_testing,solveall_asymptotic_normality_of_spectrum_aware_debiasing_beyond_righ,solveall_bernstein_von_mises_validity_for_the_linearized_bayesian_con,solveall_beyond_smooth_finite_dimensional_targets_in_unified_semipara,solveall_capacity_binary_deletion_channel,solveall_characterize_adaptive_distribution_classes_where_two_point_r,solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points,solveall_colt_2019_monotonicity_of_learning,solveall_colt_2020_information_complexity_of_vc_learning,solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_,solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element,solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc,solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim,solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits,solveall_colt_2023_is_there_a_first_order_method_that_only_converges_,solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea,solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex,solveall_colt_2024_anytime_convergence_rate_of_gradient_descent,solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods,solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob,solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi,solveall_colt_2024_direct_sums_in_learning_theory,solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on,solveall_colt_2024_tight_characterization_of_instance_optimal_identit,solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva,solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems,solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f,solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u,solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear,solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener,solveall_complete_optimality_characterization_in_the_independent_vect,solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti,solveall_decision_making_with_prediction_sets_under_group_and_label_c,solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f,solveall_early_stopping_optimality_without_a_u_shape_risk_assumption,solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral,solveall_finite_sample_error_rate_control_and_power_guarantees_under_,solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m,solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha,solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_,solveall_full_minimax_characterization_for_tensor_normal_factor_estim,solveall_full_multiple_break_theory_for_latent_group_structure_and_co,solveall_general_k_threshold_for_testing_correlated_sbms_against_inde,solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo,solveall_higher_dimensional_change_set_interface_estimation_for_disco,solveall_joint_phylogeography_with_recombination,solveall_kls_conjecture,solveall_learned_summary_statistics_systems_biology,solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di,solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian,solveall_minimax_optimal_sparse_pca_computational_gap,solveall_minimax_wasserstein_estimation_high_dimensions,solveall_multiple_change_point_inference_for_piecewise_constant_diffu,solveall_multirisk_graph_structured_multiple_risk_control,solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen,solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators,solveall_optimal_adaptation_beyond_compact_manifolds,solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur,solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb,solveall_phylogenetic_inference_floating_point_stability,solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh,solveall_polynomial_time_warm_initialization_at_statistically_optimal,solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv,solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat,solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional,solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates,solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp,solveall_robust_confounder_selection_under_imperfect_primary_set_elic,solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_,solveall_sharp_dynamic_emergence_thresholds_for_xormultilayer_gmm_cla,solveall_sharp_minimax_behavior_as_contamination_approaches_the_break,solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s,solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr,solveall_smoothed_complexity_simplex,solveall_sparsistent_estimation_for_constrained_extremal_graphical_la,solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s,solveall_tcr_pmhc_ood_generalization,solveall_tensor_pca_detection_threshold,solveall_tfbs_prediction_with_uncertain_negatives,solveall_theory_for_debiased_pcr_under_general_covariate_models,solveall_uniform_inference_high_dimensional_linear_models,solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato,solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue,solveall_universality_random_matrices_optimal_moment,solveall_valid_uncertainty_quantification_for_extremal_graph_structur --model gpt-5.6-luna --concurrency 1
$ /Users/pkumbam/Desktop/AI/autolab/.venv/bin/python3 /Users/pkumbam/Desktop/AI/autolab/scripts/generate_solveall_v2_priors.py --split train --seeds solveall_adaptive_minimax_nonparametric_testing,solveall_asymptotic_normality_of_spectrum_aware_debiasing_beyond_righ,solveall_bernstein_von_mises_validity_for_the_linearized_bayesian_con,solveall_beyond_smooth_finite_dimensional_targets_in_unified_semipara,solveall_capacity_binary_deletion_channel,solveall_characterize_adaptive_distribution_classes_where_two_point_r,solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points,solveall_colt_2019_monotonicity_of_learning,solveall_colt_2020_information_complexity_of_vc_learning,solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_,solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element,solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc,solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim,solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits,solveall_colt_2023_is_there_a_first_order_method_that_only_converges_,solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea,solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex,solveall_colt_2024_anytime_convergence_rate_of_gradient_descent,solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods,solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob,solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi,solveall_colt_2024_direct_sums_in_learning_theory,solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on,solveall_colt_2024_tight_characterization_of_instance_optimal_identit,solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva,solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems,solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f,solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u,solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear,solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener,solveall_complete_optimality_characterization_in_the_independent_vect,solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti,solveall_decision_making_with_prediction_sets_under_group_and_label_c,solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f,solveall_early_stopping_optimality_without_a_u_shape_risk_assumption,solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral,solveall_finite_sample_error_rate_control_and_power_guarantees_under_,solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m,solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha,solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_,solveall_full_minimax_characterization_for_tensor_normal_factor_estim,solveall_full_multiple_break_theory_for_latent_group_structure_and_co,solveall_general_k_threshold_for_testing_correlated_sbms_against_inde,solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo,solveall_higher_dimensional_change_set_interface_estimation_for_disco,solveall_joint_phylogeography_with_recombination,solveall_kls_conjecture,solveall_learned_summary_statistics_systems_biology,solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di,solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian,solveall_minimax_optimal_sparse_pca_computational_gap,solveall_minimax_wasserstein_estimation_high_dimensions,solveall_multiple_change_point_inference_for_piecewise_constant_diffu,solveall_multirisk_graph_structured_multiple_risk_control,solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen,solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators,solveall_optimal_adaptation_beyond_compact_manifolds,solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur,solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb,solveall_phylogenetic_inference_floating_point_stability,solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh,solveall_polynomial_time_warm_initialization_at_statistically_optimal,solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv,solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat,solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional,solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates,solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp,solveall_robust_confounder_selection_under_imperfect_primary_set_elic,solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_,solveall_sharp_dynamic_emergence_thresholds_for_xormultilayer_gmm_cla,solveall_sharp_minimax_behavior_as_contamination_approaches_the_break,solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s,solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr,solveall_smoothed_complexity_simplex,solveall_sparsistent_estimation_for_constrained_extremal_graphical_la,solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s,solveall_tcr_pmhc_ood_generalization,solveall_tensor_pca_detection_threshold,solveall_tfbs_prediction_with_uncertain_negatives,solveall_theory_for_debiased_pcr_under_general_covariate_models,solveall_uniform_inference_high_dimensional_linear_models,solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato,solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue,solveall_universality_random_matrices_optimal_moment,solveall_valid_uncertainty_quantification_for_extremal_graph_structur --model gpt-5.6-luna --concurrency 1
Traceback (most recent call last):
File "/Users/pkumbam/Desktop/AI/autolab/scripts/run_solveall_v2_pipeline.py", line 196, in <module>
main()
File "/Users/pkumbam/Desktop/AI/autolab/scripts/run_solveall_v2_pipeline.py", line 170, in main
_run(
File "/Users/pkumbam/Desktop/AI/autolab/scripts/run_solveall_v2_pipeline.py", line 27, in _run
subprocess.run(command, cwd=ROOT, check=True)
File "/Users/pkumbam/.local/share/uv/python/cpython-3.12.13-macos-aarch64-none/lib/python3.12/subprocess.py", line 571, in run
raise CalledProcessError(retcode, process.args,
subprocess.CalledProcessError: Command '['/Users/pkumbam/Desktop/AI/autolab/.venv/bin/python3', '/Users/pkumbam/Desktop/AI/autolab/scripts/generate_solveall_v2_priors.py', '--split', 'train', '--seeds', 'solveall_adaptive_minimax_nonparametric_testing,solveall_asymptotic_normality_of_spectrum_aware_debiasing_beyond_righ,solveall_bernstein_von_mises_validity_for_the_linearized_bayesian_con,solveall_beyond_smooth_finite_dimensional_targets_in_unified_semipara,solveall_capacity_binary_deletion_channel,solveall_characterize_adaptive_distribution_classes_where_two_point_r,solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points,solveall_colt_2019_monotonicity_of_learning,solveall_colt_2020_information_complexity_of_vc_learning,solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_,solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element,solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc,solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim,solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits,solveall_colt_2023_is_there_a_first_order_method_that_only_converges_,solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea,solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex,solveall_colt_2024_anytime_convergence_rate_of_gradient_descent,solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods,solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob,solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi,solveall_colt_2024_direct_sums_in_learning_theory,solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on,solveall_colt_2024_tight_characterization_of_instance_optimal_identit,solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva,solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems,solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f,solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u,solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear,solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener,solveall_complete_optimality_characterization_in_the_independent_vect,solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti,solveall_decision_making_with_prediction_sets_under_group_and_label_c,solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f,solveall_early_stopping_optimality_without_a_u_shape_risk_assumption,solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral,solveall_finite_sample_error_rate_control_and_power_guarantees_under_,solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m,solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha,solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_,solveall_full_minimax_characterization_for_tensor_normal_factor_estim,solveall_full_multiple_break_theory_for_latent_group_structure_and_co,solveall_general_k_threshold_for_testing_correlated_sbms_against_inde,solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo,solveall_higher_dimensional_change_set_interface_estimation_for_disco,solveall_joint_phylogeography_with_recombination,solveall_kls_conjecture,solveall_learned_summary_statistics_systems_biology,solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di,solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian,solveall_minimax_optimal_sparse_pca_computational_gap,solveall_minimax_wasserstein_estimation_high_dimensions,solveall_multiple_change_point_inference_for_piecewise_constant_diffu,solveall_multirisk_graph_structured_multiple_risk_control,solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen,solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators,solveall_optimal_adaptation_beyond_compact_manifolds,solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur,solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb,solveall_phylogenetic_inference_floating_point_stability,solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh,solveall_polynomial_time_warm_initialization_at_statistically_optimal,solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv,solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat,solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional,solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates,solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp,solveall_robust_confounder_selection_under_imperfect_primary_set_elic,solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_,solveall_sharp_dynamic_emergence_thresholds_for_xormultilayer_gmm_cla,solveall_sharp_minimax_behavior_as_contamination_approaches_the_break,solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s,solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr,solveall_smoothed_complexity_simplex,solveall_sparsistent_estimation_for_constrained_extremal_graphical_la,solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s,solveall_tcr_pmhc_ood_generalization,solveall_tensor_pca_detection_threshold,solveall_tfbs_prediction_with_uncertain_negatives,solveall_theory_for_debiased_pcr_under_general_covariate_models,solveall_uniform_inference_high_dimensional_linear_models,solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato,solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue,solveall_universality_random_matrices_optimal_moment,solveall_valid_uncertainty_quantification_for_extremal_graph_structur', '--model', 'gpt-5.6-luna', '--concurrency', '1']' returned non-zero exit status 1.
No unprocessed train problems matched the selection (85 already have artifacts). Use --force to regenerate.
No unverified train evidence drafts matched (85 already complete).
2026-07-27 02:07:30.497 | WARNING | __main__:generate_one:75 - [solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element] No verified evidence; skipping priors
2026-07-27 02:07:30.497 | INFO | __main__:generate_one:78 - [solveall_decision_making_with_prediction_sets_under_group_and_label_c] Generating evidence-conditioned priors
2026-07-27 02:07:30.499 | WARNING | __main__:generate_one:75 - [solveall_multiple_change_point_inference_for_piecewise_constant_diffu] No verified evidence; skipping priors
2026-07-27 02:07:30.499 | WARNING | __main__:generate_one:75 - [solveall_sharp_dynamic_emergence_thresholds_for_xormultilayer_gmm_cla] No verified evidence; skipping priors
2026-07-27 02:07:59.567 | INFO | __main__:generate_one:115 - [solveall_decision_making_with_prediction_sets_under_group_and_label_c] Wrote 12 candidates
2026-07-27 02:07:59.567 | INFO | __main__:generate_one:78 - [solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates] Generating evidence-conditioned priors
2026-07-27 02:08:16.464 | INFO | __main__:generate_one:115 - [solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates] Wrote 12 candidates
Selected 5 verified problem(s) for prior generation:
solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element: 0 verified evidence cards
solveall_decision_making_with_prediction_sets_under_group_and_label_c: 5 verified evidence cards
solveall_multiple_change_point_inference_for_piecewise_constant_diffu: 0 verified evidence cards
solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates: 4 verified evidence cards
solveall_sharp_dynamic_emergence_thresholds_for_xormultilayer_gmm_cla: 0 verified evidence cards
Prior generation complete: completed=2, skipped=0, ineligible=3, failed=0
=== SolveAll v2: train (85 frozen problems) ===
$ /Users/pkumbam/Desktop/AI/autolab/.venv/bin/python3 /Users/pkumbam/Desktop/AI/autolab/scripts/research_solveall_v2_evidence.py --split train --seeds solveall_adaptive_minimax_nonparametric_testing,solveall_asymptotic_normality_of_spectrum_aware_debiasing_beyond_righ,solveall_bernstein_von_mises_validity_for_the_linearized_bayesian_con,solveall_beyond_smooth_finite_dimensional_targets_in_unified_semipara,solveall_capacity_binary_deletion_channel,solveall_characterize_adaptive_distribution_classes_where_two_point_r,solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points,solveall_colt_2019_monotonicity_of_learning,solveall_colt_2020_information_complexity_of_vc_learning,solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_,solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element,solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc,solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim,solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits,solveall_colt_2023_is_there_a_first_order_method_that_only_converges_,solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea,solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex,solveall_colt_2024_anytime_convergence_rate_of_gradient_descent,solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods,solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob,solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi,solveall_colt_2024_direct_sums_in_learning_theory,solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on,solveall_colt_2024_tight_characterization_of_instance_optimal_identit,solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva,solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems,solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f,solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u,solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear,solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener,solveall_complete_optimality_characterization_in_the_independent_vect,solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti,solveall_decision_making_with_prediction_sets_under_group_and_label_c,solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f,solveall_early_stopping_optimality_without_a_u_shape_risk_assumption,solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral,solveall_finite_sample_error_rate_control_and_power_guarantees_under_,solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m,solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha,solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_,solveall_full_minimax_characterization_for_tensor_normal_factor_estim,solveall_full_multiple_break_theory_for_latent_group_structure_and_co,solveall_general_k_threshold_for_testing_correlated_sbms_against_inde,solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo,solveall_higher_dimensional_change_set_interface_estimation_for_disco,solveall_joint_phylogeography_with_recombination,solveall_kls_conjecture,solveall_learned_summary_statistics_systems_biology,solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di,solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian,solveall_minimax_optimal_sparse_pca_computational_gap,solveall_minimax_wasserstein_estimation_high_dimensions,solveall_multiple_change_point_inference_for_piecewise_constant_diffu,solveall_multirisk_graph_structured_multiple_risk_control,solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen,solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators,solveall_optimal_adaptation_beyond_compact_manifolds,solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur,solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb,solveall_phylogenetic_inference_floating_point_stability,solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh,solveall_polynomial_time_warm_initialization_at_statistically_optimal,solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv,solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat,solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional,solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates,solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp,solveall_robust_confounder_selection_under_imperfect_primary_set_elic,solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_,solveall_sharp_dynamic_emergence_thresholds_for_xormultilayer_gmm_cla,solveall_sharp_minimax_behavior_as_contamination_approaches_the_break,solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s,solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr,solveall_smoothed_complexity_simplex,solveall_sparsistent_estimation_for_constrained_extremal_graphical_la,solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s,solveall_tcr_pmhc_ood_generalization,solveall_tensor_pca_detection_threshold,solveall_tfbs_prediction_with_uncertain_negatives,solveall_theory_for_debiased_pcr_under_general_covariate_models,solveall_uniform_inference_high_dimensional_linear_models,solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato,solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue,solveall_universality_random_matrices_optimal_moment,solveall_valid_uncertainty_quantification_for_extremal_graph_structur --model gpt-5.6-luna --concurrency 1
$ /Users/pkumbam/Desktop/AI/autolab/.venv/bin/python3 /Users/pkumbam/Desktop/AI/autolab/scripts/verify_solveall_v2_evidence.py --split train --seeds solveall_adaptive_minimax_nonparametric_testing,solveall_asymptotic_normality_of_spectrum_aware_debiasing_beyond_righ,solveall_bernstein_von_mises_validity_for_the_linearized_bayesian_con,solveall_beyond_smooth_finite_dimensional_targets_in_unified_semipara,solveall_capacity_binary_deletion_channel,solveall_characterize_adaptive_distribution_classes_where_two_point_r,solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points,solveall_colt_2019_monotonicity_of_learning,solveall_colt_2020_information_complexity_of_vc_learning,solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_,solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element,solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc,solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim,solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits,solveall_colt_2023_is_there_a_first_order_method_that_only_converges_,solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea,solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex,solveall_colt_2024_anytime_convergence_rate_of_gradient_descent,solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods,solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob,solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi,solveall_colt_2024_direct_sums_in_learning_theory,solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on,solveall_colt_2024_tight_characterization_of_instance_optimal_identit,solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva,solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems,solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f,solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u,solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear,solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener,solveall_complete_optimality_characterization_in_the_independent_vect,solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti,solveall_decision_making_with_prediction_sets_under_group_and_label_c,solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f,solveall_early_stopping_optimality_without_a_u_shape_risk_assumption,solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral,solveall_finite_sample_error_rate_control_and_power_guarantees_under_,solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m,solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha,solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_,solveall_full_minimax_characterization_for_tensor_normal_factor_estim,solveall_full_multiple_break_theory_for_latent_group_structure_and_co,solveall_general_k_threshold_for_testing_correlated_sbms_against_inde,solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo,solveall_higher_dimensional_change_set_interface_estimation_for_disco,solveall_joint_phylogeography_with_recombination,solveall_kls_conjecture,solveall_learned_summary_statistics_systems_biology,solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di,solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian,solveall_minimax_optimal_sparse_pca_computational_gap,solveall_minimax_wasserstein_estimation_high_dimensions,solveall_multiple_change_point_inference_for_piecewise_constant_diffu,solveall_multirisk_graph_structured_multiple_risk_control,solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen,solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators,solveall_optimal_adaptation_beyond_compact_manifolds,solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur,solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb,solveall_phylogenetic_inference_floating_point_stability,solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh,solveall_polynomial_time_warm_initialization_at_statistically_optimal,solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv,solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat,solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional,solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates,solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp,solveall_robust_confounder_selection_under_imperfect_primary_set_elic,solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_,solveall_sharp_dynamic_emergence_thresholds_for_xormultilayer_gmm_cla,solveall_sharp_minimax_behavior_as_contamination_approaches_the_break,solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s,solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr,solveall_smoothed_complexity_simplex,solveall_sparsistent_estimation_for_constrained_extremal_graphical_la,solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s,solveall_tcr_pmhc_ood_generalization,solveall_tensor_pca_detection_threshold,solveall_tfbs_prediction_with_uncertain_negatives,solveall_theory_for_debiased_pcr_under_general_covariate_models,solveall_uniform_inference_high_dimensional_linear_models,solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato,solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue,solveall_universality_random_matrices_optimal_moment,solveall_valid_uncertainty_quantification_for_extremal_graph_structur --model gpt-5.6-luna --concurrency 12026-07-27 02:08:17.239 | INFO | __main__:validate_one:83 - [solveall_characterize_adaptive_distribution_classes_where_two_point_r] Validating prior candidates
2026-07-27 02:08:31.977 | INFO | __main__:validate_one:126 - [solveall_characterize_adaptive_distribution_classes_where_two_point_r] Accepted 12/12 priors
2026-07-27 02:08:31.977 | INFO | __main__:validate_one:83 - [solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points] Validating prior candidates
2026-07-27 02:08:46.561 | INFO | __main__:validate_one:126 - [solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points] Accepted 12/12 priors
2026-07-27 02:08:46.562 | INFO | __main__:validate_one:83 - [solveall_colt_2019_monotonicity_of_learning] Validating prior candidates
2026-07-27 02:08:58.042 | INFO | __main__:validate_one:126 - [solveall_colt_2019_monotonicity_of_learning] Accepted 12/12 priors
2026-07-27 02:08:58.042 | INFO | __main__:validate_one:83 - [solveall_colt_2020_information_complexity_of_vc_learning] Validating prior candidates
2026-07-27 02:09:08.898 | INFO | __main__:validate_one:126 - [solveall_colt_2020_information_complexity_of_vc_learning] Accepted 9/12 priors
2026-07-27 02:09:08.898 | INFO | __main__:validate_one:83 - [solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_] Validating prior candidates
2026-07-27 02:09:18.165 | INFO | __main__:validate_one:126 - [solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_] Accepted 12/12 priors
2026-07-27 02:09:18.166 | INFO | __main__:validate_one:83 - [solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc] Validating prior candidates
2026-07-27 02:09:29.783 | INFO | __main__:validate_one:126 - [solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc] Accepted 12/12 priors
2026-07-27 02:09:29.783 | INFO | __main__:validate_one:83 - [solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim] Validating prior candidates
2026-07-27 02:09:49.303 | INFO | __main__:validate_one:126 - [solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim] Accepted 9/12 priors
2026-07-27 02:09:49.303 | INFO | __main__:validate_one:83 - [solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits] Validating prior candidates
2026-07-27 02:10:09.072 | INFO | __main__:validate_one:126 - [solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits] Accepted 9/12 priors
2026-07-27 02:10:09.072 | INFO | __main__:validate_one:83 - [solveall_colt_2023_is_there_a_first_order_method_that_only_converges_] Validating prior candidates
2026-07-27 02:10:18.320 | INFO | __main__:validate_one:126 - [solveall_colt_2023_is_there_a_first_order_method_that_only_converges_] Accepted 12/12 priors
2026-07-27 02:10:18.320 | INFO | __main__:validate_one:83 - [solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea] Validating prior candidates
2026-07-27 02:10:27.146 | INFO | __main__:validate_one:126 - [solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea] Accepted 12/12 priors
2026-07-27 02:10:27.147 | INFO | __main__:validate_one:83 - [solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex] Validating prior candidates
2026-07-27 02:10:37.516 | INFO | __main__:validate_one:126 - [solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex] Accepted 7/12 priors
2026-07-27 02:10:37.516 | INFO | __main__:validate_one:83 - [solveall_colt_2024_anytime_convergence_rate_of_gradient_descent] Validating prior candidates
2026-07-27 02:10:57.954 | INFO | __main__:validate_one:126 - [solveall_colt_2024_anytime_convergence_rate_of_gradient_descent] Accepted 9/12 priors
2026-07-27 02:10:57.955 | INFO | __main__:validate_one:83 - [solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods] Validating prior candidates
2026-07-27 02:11:10.342 | INFO | __main__:validate_one:126 - [solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods] Accepted 6/12 priors
2026-07-27 02:11:10.342 | INFO | __main__:validate_one:83 - [solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob] Validating prior candidates
2026-07-27 02:11:23.866 | INFO | __main__:validate_one:126 - [solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob] Accepted 12/12 priors
2026-07-27 02:11:23.867 | INFO | __main__:validate_one:83 - [solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi] Validating prior candidates
2026-07-27 02:11:37.477 | INFO | __main__:validate_one:126 - [solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi] Accepted 12/12 priors
2026-07-27 02:11:37.477 | INFO | __main__:validate_one:83 - [solveall_colt_2024_direct_sums_in_learning_theory] Validating prior candidates
2026-07-27 02:11:52.735 | INFO | __main__:validate_one:126 - [solveall_colt_2024_direct_sums_in_learning_theory] Accepted 10/12 priors
2026-07-27 02:11:52.735 | INFO | __main__:validate_one:83 - [solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on] Validating prior candidates
2026-07-27 02:12:02.807 | INFO | __main__:validate_one:126 - [solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on] Accepted 11/12 priors
2026-07-27 02:12:02.808 | INFO | __main__:validate_one:83 - [solveall_colt_2024_tight_characterization_of_instance_optimal_identit] Validating prior candidates
2026-07-27 02:12:21.305 | INFO | __main__:validate_one:126 - [solveall_colt_2024_tight_characterization_of_instance_optimal_identit] Accepted 8/12 priors
2026-07-27 02:12:21.306 | INFO | __main__:validate_one:83 - [solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva] Validating prior candidates
2026-07-27 02:12:32.827 | INFO | __main__:validate_one:126 - [solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva] Accepted 12/12 priors
2026-07-27 02:12:32.827 | INFO | __main__:validate_one:83 - [solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems] Validating prior candidates
2026-07-27 02:12:41.887 | INFO | __main__:validate_one:126 - [solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems] Accepted 12/12 priors
2026-07-27 02:12:41.888 | INFO | __main__:validate_one:83 - [solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f] Validating prior candidates
2026-07-27 02:14:00.123 | INFO | __main__:validate_one:126 - [solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f] Accepted 10/12 priors
2026-07-27 02:14:00.124 | INFO | __main__:validate_one:83 - [solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u] Validating prior candidates
2026-07-27 02:14:10.119 | INFO | __main__:validate_one:126 - [solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u] Accepted 12/12 priors
2026-07-27 02:14:10.120 | INFO | __main__:validate_one:83 - [solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear] Validating prior candidates
2026-07-27 02:14:25.007 | INFO | __main__:validate_one:126 - [solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear] Accepted 12/12 priors
2026-07-27 02:14:25.007 | INFO | __main__:validate_one:83 - [solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener] Validating prior candidates
2026-07-27 02:14:35.347 | INFO | __main__:validate_one:126 - [solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener] Accepted 11/12 priors
2026-07-27 02:14:35.347 | INFO | __main__:validate_one:83 - [solveall_complete_optimality_characterization_in_the_independent_vect] Validating prior candidates
2026-07-27 02:14:44.053 | INFO | __main__:validate_one:126 - [solveall_complete_optimality_characterization_in_the_independent_vect] Accepted 12/12 priors
2026-07-27 02:14:44.053 | INFO | __main__:validate_one:83 - [solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti] Validating prior candidates
2026-07-27 02:14:59.303 | INFO | __main__:validate_one:126 - [solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti] Accepted 12/12 priors
2026-07-27 02:14:59.304 | INFO | __main__:validate_one:83 - [solveall_decision_making_with_prediction_sets_under_group_and_label_c] Validating prior candidates
2026-07-27 02:15:20.101 | INFO | __main__:validate_one:126 - [solveall_decision_making_with_prediction_sets_under_group_and_label_c] Accepted 11/12 priors
2026-07-27 02:15:20.101 | INFO | __main__:validate_one:83 - [solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f] Validating prior candidates
2026-07-27 02:15:35.561 | INFO | __main__:validate_one:126 - [solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f] Accepted 12/12 priors
2026-07-27 02:15:35.562 | INFO | __main__:validate_one:83 - [solveall_early_stopping_optimality_without_a_u_shape_risk_assumption] Validating prior candidates
2026-07-27 02:15:45.481 | INFO | __main__:validate_one:126 - [solveall_early_stopping_optimality_without_a_u_shape_risk_assumption] Accepted 12/12 priors
2026-07-27 02:15:45.482 | INFO | __main__:validate_one:83 - [solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral] Validating prior candidates
2026-07-27 02:16:02.286 | INFO | __main__:validate_one:126 - [solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral] Accepted 12/12 priors
2026-07-27 02:16:02.287 | INFO | __main__:validate_one:83 - [solveall_finite_sample_error_rate_control_and_power_guarantees_under_] Validating prior candidates
2026-07-27 02:16:18.058 | INFO | __main__:validate_one:126 - [solveall_finite_sample_error_rate_control_and_power_guarantees_under_] Accepted 7/12 priors
2026-07-27 02:16:18.058 | INFO | __main__:validate_one:83 - [solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m] Validating prior candidates
2026-07-27 02:16:27.067 | INFO | __main__:validate_one:126 - [solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m] Accepted 12/12 priors
2026-07-27 02:16:27.067 | INFO | __main__:validate_one:83 - [solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha] Validating prior candidates
2026-07-27 02:16:42.228 | INFO | __main__:validate_one:126 - [solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha] Accepted 7/12 priors
2026-07-27 02:16:42.228 | INFO | __main__:validate_one:83 - [solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_] Validating prior candidates
2026-07-27 02:16:51.845 | INFO | __main__:validate_one:126 - [solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_] Accepted 11/12 priors
2026-07-27 02:16:51.845 | INFO | __main__:validate_one:83 - [solveall_full_minimax_characterization_for_tensor_normal_factor_estim] Validating prior candidates
2026-07-27 02:17:13.335 | INFO | __main__:validate_one:126 - [solveall_full_minimax_characterization_for_tensor_normal_factor_estim] Accepted 9/12 priors
2026-07-27 02:17:13.336 | INFO | __main__:validate_one:83 - [solveall_full_multiple_break_theory_for_latent_group_structure_and_co] Validating prior candidates
2026-07-27 02:17:21.247 | INFO | __main__:validate_one:126 - [solveall_full_multiple_break_theory_for_latent_group_structure_and_co] Accepted 12/12 priors
2026-07-27 02:17:21.247 | INFO | __main__:validate_one:83 - [solveall_general_k_threshold_for_testing_correlated_sbms_against_inde] Validating prior candidates
2026-07-27 02:17:36.805 | INFO | __main__:validate_one:126 - [solveall_general_k_threshold_for_testing_correlated_sbms_against_inde] Accepted 11/12 priors
2026-07-27 02:17:36.806 | INFO | __main__:validate_one:83 - [solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo] Validating prior candidates
2026-07-27 02:17:54.284 | INFO | __main__:validate_one:126 - [solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo] Accepted 7/12 priors
2026-07-27 02:17:54.284 | INFO | __main__:validate_one:83 - [solveall_higher_dimensional_change_set_interface_estimation_for_disco] Validating prior candidates
2026-07-27 02:18:03.343 | INFO | __main__:validate_one:126 - [solveall_higher_dimensional_change_set_interface_estimation_for_disco] Accepted 12/12 priors
2026-07-27 02:18:03.343 | INFO | __main__:validate_one:83 - [solveall_joint_phylogeography_with_recombination] Validating prior candidates
2026-07-27 02:18:15.616 | INFO | __main__:validate_one:126 - [solveall_joint_phylogeography_with_recombination] Accepted 12/12 priors
2026-07-27 02:18:15.616 | INFO | __main__:validate_one:83 - [solveall_kls_conjecture] Validating prior candidates
2026-07-27 02:18:26.674 | INFO | __main__:validate_one:126 - [solveall_kls_conjecture] Accepted 9/12 priors
2026-07-27 02:18:26.674 | INFO | __main__:validate_one:83 - [solveall_learned_summary_statistics_systems_biology] Validating prior candidates
2026-07-27 02:18:34.660 | INFO | __main__:validate_one:126 - [solveall_learned_summary_statistics_systems_biology] Accepted 12/12 priors
2026-07-27 02:18:34.660 | INFO | __main__:validate_one:83 - [solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di] Validating prior candidates
2026-07-27 02:18:44.799 | INFO | __main__:validate_one:126 - [solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di] Accepted 12/12 priors
2026-07-27 02:18:44.799 | INFO | __main__:validate_one:83 - [solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian] Validating prior candidates
2026-07-27 02:18:53.672 | INFO | __main__:validate_one:126 - [solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian] Accepted 12/12 priors
2026-07-27 02:18:53.672 | INFO | __main__:validate_one:83 - [solveall_minimax_optimal_sparse_pca_computational_gap] Validating prior candidates
2026-07-27 02:19:10.790 | INFO | __main__:validate_one:126 - [solveall_minimax_optimal_sparse_pca_computational_gap] Accepted 12/12 priors
2026-07-27 02:19:10.790 | INFO | __main__:validate_one:83 - [solveall_minimax_wasserstein_estimation_high_dimensions] Validating prior candidates
2026-07-27 02:19:20.947 | INFO | __main__:validate_one:126 - [solveall_minimax_wasserstein_estimation_high_dimensions] Accepted 12/12 priors
2026-07-27 02:19:20.947 | INFO | __main__:validate_one:83 - [solveall_multirisk_graph_structured_multiple_risk_control] Validating prior candidates
2026-07-27 02:19:32.929 | INFO | __main__:validate_one:126 - [solveall_multirisk_graph_structured_multiple_risk_control] Accepted 12/12 priors
2026-07-27 02:19:32.929 | INFO | __main__:validate_one:83 - [solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen] Validating prior candidates
2026-07-27 02:19:42.351 | INFO | __main__:validate_one:126 - [solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen] Accepted 12/12 priors
2026-07-27 02:19:42.351 | INFO | __main__:validate_one:83 - [solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators] Validating prior candidates
2026-07-27 02:19:51.465 | INFO | __main__:validate_one:126 - [solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators] Accepted 12/12 priors
2026-07-27 02:19:51.465 | INFO | __main__:validate_one:83 - [solveall_optimal_adaptation_beyond_compact_manifolds] Validating prior candidates
2026-07-27 02:20:20.040 | INFO | __main__:validate_one:126 - [solveall_optimal_adaptation_beyond_compact_manifolds] Accepted 12/12 priors
2026-07-27 02:20:20.040 | INFO | __main__:validate_one:83 - [solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur] Validating prior candidates
2026-07-27 02:20:29.656 | INFO | __main__:validate_one:126 - [solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur] Accepted 12/12 priors
2026-07-27 02:20:29.656 | INFO | __main__:validate_one:83 - [solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb] Validating prior candidates
2026-07-27 02:20:41.782 | INFO | __main__:validate_one:126 - [solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb] Accepted 7/12 priors
2026-07-27 02:20:41.783 | INFO | __main__:validate_one:83 - [solveall_phylogenetic_inference_floating_point_stability] Validating prior candidates
2026-07-27 02:20:49.783 | INFO | __main__:validate_one:126 - [solveall_phylogenetic_inference_floating_point_stability] Accepted 12/12 priors
2026-07-27 02:20:49.784 | INFO | __main__:validate_one:83 - [solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh] Validating prior candidates
2026-07-27 02:21:02.732 | INFO | __main__:validate_one:126 - [solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh] Accepted 9/12 priors
2026-07-27 02:21:02.732 | INFO | __main__:validate_one:83 - [solveall_polynomial_time_warm_initialization_at_statistically_optimal] Validating prior candidates
2026-07-27 02:21:11.441 | INFO | __main__:validate_one:126 - [solveall_polynomial_time_warm_initialization_at_statistically_optimal] Accepted 12/12 priors
2026-07-27 02:21:11.441 | INFO | __main__:validate_one:83 - [solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv] Validating prior candidates
2026-07-27 02:21:26.286 | INFO | __main__:validate_one:126 - [solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv] Accepted 10/12 priors
2026-07-27 02:21:26.287 | INFO | __main__:validate_one:83 - [solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat] Validating prior candidates
2026-07-27 02:21:38.368 | INFO | __main__:validate_one:126 - [solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat] Accepted 12/12 priors
2026-07-27 02:21:38.369 | INFO | __main__:validate_one:83 - [solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional] Validating prior candidates
2026-07-27 02:21:50.065 | INFO | __main__:validate_one:126 - [solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional] Accepted 7/12 priors
2026-07-27 02:21:50.066 | INFO | __main__:validate_one:83 - [solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates] Validating prior candidates
2026-07-27 02:22:13.187 | INFO | __main__:validate_one:126 - [solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates] Accepted 10/12 priors
2026-07-27 02:22:13.187 | INFO | __main__:validate_one:83 - [solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp] Validating prior candidates
2026-07-27 02:22:30.903 | INFO | __main__:validate_one:126 - [solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp] Accepted 12/12 priors
2026-07-27 02:22:30.903 | INFO | __main__:validate_one:83 - [solveall_robust_confounder_selection_under_imperfect_primary_set_elic] Validating prior candidates
2026-07-27 02:22:47.798 | INFO | __main__:validate_one:126 - [solveall_robust_confounder_selection_under_imperfect_primary_set_elic] Accepted 8/12 priors
2026-07-27 02:22:47.799 | INFO | __main__:validate_one:83 - [solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_] Validating prior candidates
2026-07-27 02:22:56.799 | INFO | __main__:validate_one:126 - [solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_] Accepted 12/12 priors
2026-07-27 02:22:56.799 | INFO | __main__:validate_one:83 - [solveall_sharp_minimax_behavior_as_contamination_approaches_the_break] Validating prior candidates
2026-07-27 02:23:13.602 | INFO | __main__:validate_one:126 - [solveall_sharp_minimax_behavior_as_contamination_approaches_the_break] Accepted 7/12 priors
2026-07-27 02:23:13.603 | INFO | __main__:validate_one:83 - [solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s] Validating prior candidates
2026-07-27 02:23:22.615 | INFO | __main__:validate_one:126 - [solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s] Accepted 11/12 priors
2026-07-27 02:23:22.615 | INFO | __main__:validate_one:83 - [solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr] Validating prior candidates
2026-07-27 02:23:32.648 | INFO | __main__:validate_one:126 - [solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr] Accepted 7/12 priors
2026-07-27 02:23:32.649 | INFO | __main__:validate_one:83 - [solveall_smoothed_complexity_simplex] Validating prior candidates
2026-07-27 02:23:41.438 | INFO | __main__:validate_one:126 - [solveall_smoothed_complexity_simplex] Accepted 12/12 priors
2026-07-27 02:23:41.439 | INFO | __main__:validate_one:83 - [solveall_sparsistent_estimation_for_constrained_extremal_graphical_la] Validating prior candidates
2026-07-27 02:23:48.527 | INFO | __main__:validate_one:126 - [solveall_sparsistent_estimation_for_constrained_extremal_graphical_la] Accepted 12/12 priors
2026-07-27 02:23:48.527 | INFO | __main__:validate_one:83 - [solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s] Validating prior candidates
2026-07-27 02:23:59.687 | INFO | __main__:validate_one:126 - [solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s] Accepted 12/12 priors
2026-07-27 02:23:59.688 | INFO | __main__:validate_one:83 - [solveall_tcr_pmhc_ood_generalization] Validating prior candidates
2026-07-27 02:24:10.436 | INFO | __main__:validate_one:126 - [solveall_tcr_pmhc_ood_generalization] Accepted 7/12 priors
2026-07-27 02:24:10.436 | INFO | __main__:validate_one:83 - [solveall_tensor_pca_detection_threshold] Validating prior candidates
2026-07-27 02:24:18.832 | INFO | __main__:validate_one:126 - [solveall_tensor_pca_detection_threshold] Accepted 12/12 priors
2026-07-27 02:24:18.833 | INFO | __main__:validate_one:83 - [solveall_tfbs_prediction_with_uncertain_negatives] Validating prior candidates
2026-07-27 02:24:34.399 | INFO | __main__:validate_one:126 - [solveall_tfbs_prediction_with_uncertain_negatives] Accepted 12/12 priors
2026-07-27 02:24:34.399 | INFO | __main__:validate_one:83 - [solveall_theory_for_debiased_pcr_under_general_covariate_models] Validating prior candidates
2026-07-27 02:24:45.050 | INFO | __main__:validate_one:126 - [solveall_theory_for_debiased_pcr_under_general_covariate_models] Accepted 7/12 priors
2026-07-27 02:24:45.050 | INFO | __main__:validate_one:83 - [solveall_uniform_inference_high_dimensional_linear_models] Validating prior candidates
2026-07-27 02:24:53.341 | INFO | __main__:validate_one:126 - [solveall_uniform_inference_high_dimensional_linear_models] Accepted 12/12 priors
2026-07-27 02:24:53.341 | INFO | __main__:validate_one:83 - [solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato] Validating prior candidates
2026-07-27 02:25:08.087 | INFO | __main__:validate_one:126 - [solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato] Accepted 9/12 priors
2026-07-27 02:25:08.087 | INFO | __main__:validate_one:83 - [solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue] Validating prior candidates
2026-07-27 02:25:19.906 | INFO | __main__:validate_one:126 - [solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue] Accepted 7/12 priors
2026-07-27 02:25:19.906 | INFO | __main__:validate_one:83 - [solveall_universality_random_matrices_optimal_moment] Validating prior candidates
2026-07-27 02:25:39.353 | INFO | __main__:validate_one:126 - [solveall_universality_random_matrices_optimal_moment] Accepted 12/12 priors
2026-07-27 02:25:39.353 | INFO | __main__:validate_one:83 - [solveall_valid_uncertainty_quantification_for_extremal_graph_structur] Validating prior candidates
2026-07-27 02:25:47.615 | INFO | __main__:validate_one:126 - [solveall_valid_uncertainty_quantification_for_extremal_graph_structur] Accepted 12/12 priors
Selected 77 prior draft(s) for validation:
solveall_characterize_adaptive_distribution_classes_where_two_point_r: 12 candidates
solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points: 12 candidates
solveall_colt_2019_monotonicity_of_learning: 12 candidates
solveall_colt_2020_information_complexity_of_vc_learning: 12 candidates
solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_: 12 candidates
solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc: 12 candidates
solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim: 12 candidates
solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits: 12 candidates
solveall_colt_2023_is_there_a_first_order_method_that_only_converges_: 12 candidates
solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea: 12 candidates
solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex: 12 candidates
solveall_colt_2024_anytime_convergence_rate_of_gradient_descent: 12 candidates
solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods: 12 candidates
solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob: 12 candidates
solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi: 12 candidates
solveall_colt_2024_direct_sums_in_learning_theory: 12 candidates
solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on: 12 candidates
solveall_colt_2024_tight_characterization_of_instance_optimal_identit: 12 candidates
solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva: 12 candidates
solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems: 12 candidates
solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f: 12 candidates
solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u: 12 candidates
solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear: 12 candidates
solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener: 12 candidates
solveall_complete_optimality_characterization_in_the_independent_vect: 12 candidates
solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti: 12 candidates
solveall_decision_making_with_prediction_sets_under_group_and_label_c: 12 candidates
solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f: 12 candidates
solveall_early_stopping_optimality_without_a_u_shape_risk_assumption: 12 candidates
solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral: 12 candidates
solveall_finite_sample_error_rate_control_and_power_guarantees_under_: 12 candidates
solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m: 12 candidates
solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha: 12 candidates
solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_: 12 candidates
solveall_full_minimax_characterization_for_tensor_normal_factor_estim: 12 candidates
solveall_full_multiple_break_theory_for_latent_group_structure_and_co: 12 candidates
solveall_general_k_threshold_for_testing_correlated_sbms_against_inde: 12 candidates
solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo: 12 candidates
solveall_higher_dimensional_change_set_interface_estimation_for_disco: 12 candidates
solveall_joint_phylogeography_with_recombination: 12 candidates
solveall_kls_conjecture: 12 candidates
solveall_learned_summary_statistics_systems_biology: 12 candidates
solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di: 12 candidates
solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian: 12 candidates
solveall_minimax_optimal_sparse_pca_computational_gap: 12 candidates
solveall_minimax_wasserstein_estimation_high_dimensions: 12 candidates
solveall_multirisk_graph_structured_multiple_risk_control: 12 candidates
solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen: 12 candidates
solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators: 12 candidates
solveall_optimal_adaptation_beyond_compact_manifolds: 12 candidates
solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur: 12 candidates
solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb: 12 candidates
solveall_phylogenetic_inference_floating_point_stability: 12 candidates
solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh: 12 candidates
solveall_polynomial_time_warm_initialization_at_statistically_optimal: 12 candidates
solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv: 12 candidates
solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat: 12 candidates
solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional: 12 candidates
solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates: 12 candidates
solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp: 12 candidates
solveall_robust_confounder_selection_under_imperfect_primary_set_elic: 12 candidates
solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_: 12 candidates
solveall_sharp_minimax_behavior_as_contamination_approaches_the_break: 12 candidates
solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s: 12 candidates
solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr: 12 candidates
solveall_smoothed_complexity_simplex: 12 candidates
solveall_sparsistent_estimation_for_constrained_extremal_graphical_la: 12 candidates
solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s: 12 candidates
solveall_tcr_pmhc_ood_generalization: 12 candidates
solveall_tensor_pca_detection_threshold: 12 candidates
solveall_tfbs_prediction_with_uncertain_negatives: 12 candidates
solveall_theory_for_debiased_pcr_under_general_covariate_models: 12 candidates
solveall_uniform_inference_high_dimensional_linear_models: 12 candidates
solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato: 12 candidates
solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue: 12 candidates
solveall_universality_random_matrices_optimal_moment: 12 candidates
solveall_valid_uncertainty_quantification_for_extremal_graph_structur: 12 candidates
Prior validation complete: completed=77, skipped=0, failed=0
Exported train: balanced=760, all_validated=871, diagnostics=308
Manifest: data/solveall_priors_v2/exports/manifest_train.json
$ /Users/pkumbam/Desktop/AI/autolab/.venv/bin/python3 /Users/pkumbam/Desktop/AI/autolab/scripts/generate_solveall_v2_priors.py --split train --seeds solveall_adaptive_minimax_nonparametric_testing,solveall_asymptotic_normality_of_spectrum_aware_debiasing_beyond_righ,solveall_bernstein_von_mises_validity_for_the_linearized_bayesian_con,solveall_beyond_smooth_finite_dimensional_targets_in_unified_semipara,solveall_capacity_binary_deletion_channel,solveall_characterize_adaptive_distribution_classes_where_two_point_r,solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points,solveall_colt_2019_monotonicity_of_learning,solveall_colt_2020_information_complexity_of_vc_learning,solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_,solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element,solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc,solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim,solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits,solveall_colt_2023_is_there_a_first_order_method_that_only_converges_,solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea,solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex,solveall_colt_2024_anytime_convergence_rate_of_gradient_descent,solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods,solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob,solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi,solveall_colt_2024_direct_sums_in_learning_theory,solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on,solveall_colt_2024_tight_characterization_of_instance_optimal_identit,solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva,solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems,solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f,solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u,solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear,solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener,solveall_complete_optimality_characterization_in_the_independent_vect,solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti,solveall_decision_making_with_prediction_sets_under_group_and_label_c,solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f,solveall_early_stopping_optimality_without_a_u_shape_risk_assumption,solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral,solveall_finite_sample_error_rate_control_and_power_guarantees_under_,solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m,solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha,solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_,solveall_full_minimax_characterization_for_tensor_normal_factor_estim,solveall_full_multiple_break_theory_for_latent_group_structure_and_co,solveall_general_k_threshold_for_testing_correlated_sbms_against_inde,solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo,solveall_higher_dimensional_change_set_interface_estimation_for_disco,solveall_joint_phylogeography_with_recombination,solveall_kls_conjecture,solveall_learned_summary_statistics_systems_biology,solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di,solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian,solveall_minimax_optimal_sparse_pca_computational_gap,solveall_minimax_wasserstein_estimation_high_dimensions,solveall_multiple_change_point_inference_for_piecewise_constant_diffu,solveall_multirisk_graph_structured_multiple_risk_control,solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen,solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators,solveall_optimal_adaptation_beyond_compact_manifolds,solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur,solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb,solveall_phylogenetic_inference_floating_point_stability,solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh,solveall_polynomial_time_warm_initialization_at_statistically_optimal,solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv,solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat,solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional,solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates,solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp,solveall_robust_confounder_selection_under_imperfect_primary_set_elic,solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_,solveall_sharp_dynamic_emergence_thresholds_for_xormultilayer_gmm_cla,solveall_sharp_minimax_behavior_as_contamination_approaches_the_break,solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s,solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr,solveall_smoothed_complexity_simplex,solveall_sparsistent_estimation_for_constrained_extremal_graphical_la,solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s,solveall_tcr_pmhc_ood_generalization,solveall_tensor_pca_detection_threshold,solveall_tfbs_prediction_with_uncertain_negatives,solveall_theory_for_debiased_pcr_under_general_covariate_models,solveall_uniform_inference_high_dimensional_linear_models,solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato,solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue,solveall_universality_random_matrices_optimal_moment,solveall_valid_uncertainty_quantification_for_extremal_graph_structur --model gpt-5.6-luna --concurrency 1
$ /Users/pkumbam/Desktop/AI/autolab/.venv/bin/python3 /Users/pkumbam/Desktop/AI/autolab/scripts/validate_solveall_v2_priors.py --split train --seeds solveall_adaptive_minimax_nonparametric_testing,solveall_asymptotic_normality_of_spectrum_aware_debiasing_beyond_righ,solveall_bernstein_von_mises_validity_for_the_linearized_bayesian_con,solveall_beyond_smooth_finite_dimensional_targets_in_unified_semipara,solveall_capacity_binary_deletion_channel,solveall_characterize_adaptive_distribution_classes_where_two_point_r,solveall_colt_2019_do_good_algorithms_necessarily_query_bad_points,solveall_colt_2019_monotonicity_of_learning,solveall_colt_2020_information_complexity_of_vc_learning,solveall_colt_2021_can_single_shuffle_sgd_be_better_than_reshuffling_,solveall_colt_2021_tight_online_confidence_intervals_for_rkhs_element,solveall_colt_2022_finite_time_instance_dependent_optimality_for_stoc,solveall_colt_2022_properly_learning_decision_trees_in_polynomial_tim,solveall_colt_2022_regret_bounds_for_noise_free_kernel_based_bandits,solveall_colt_2023_is_there_a_first_order_method_that_only_converges_,solveall_colt_2023_learning_sparse_linear_concepts_by_priming_the_fea,solveall_colt_2023_polynomial_linearly_convergent_method_for_g_convex,solveall_colt_2024_anytime_convergence_rate_of_gradient_descent,solveall_colt_2024_black_box_reductions_and_adaptive_gradient_methods,solveall_colt_2024_can_local_regularization_learn_all_multiclass_prob,solveall_colt_2024_convergence_of_single_timescale_mean_field_langevi,solveall_colt_2024_direct_sums_in_learning_theory,solveall_colt_2024_optimal_rates_for_stochastic_decision_theoretic_on,solveall_colt_2024_tight_characterization_of_instance_optimal_identit,solveall_colt_2024_what_is_the_complexity_of_joint_differential_priva,solveall_colt_2025_fixed_parameter_tractability_of_zonotope_problems,solveall_colt_2025_optimal_instance_dependent_sample_complexity_for_f,solveall_colt_2025_regret_minimization_in_heavy_tailed_bandits_with_u,solveall_colt_2025_structure_agnostic_minimax_risk_for_partial_linear,solveall_complete_generic_identifiability_in_cyclic_lingam_with_gener,solveall_complete_optimality_characterization_in_the_independent_vect,solveall_critical_snr_for_outlier_emergence_at_fixed_summary_statisti,solveall_decision_making_with_prediction_sets_under_group_and_label_c,solveall_does_the_score_matched_optimal_convex_estimator_attain_the_f,solveall_early_stopping_optimality_without_a_u_shape_risk_assumption,solveall_exploit_structure_of_the_overlap_matrix_beyond_tracespectral,solveall_finite_sample_error_rate_control_and_power_guarantees_under_,solveall_finite_sample_optimal_fdr_fnr_frontier_under_the_two_group_m,solveall_from_low_degree_hardness_to_unconditional_polynomial_time_ha,solveall_full_causal_graph_recovery_under_arbitrary_nonlinear_latent_,solveall_full_minimax_characterization_for_tensor_normal_factor_estim,solveall_full_multiple_break_theory_for_latent_group_structure_and_co,solveall_general_k_threshold_for_testing_correlated_sbms_against_inde,solveall_general_rank_intrinsic_cramrrao_lower_bound_on_tucker_manifo,solveall_higher_dimensional_change_set_interface_estimation_for_disco,solveall_joint_phylogeography_with_recombination,solveall_kls_conjecture,solveall_learned_summary_statistics_systems_biology,solveall_log_factor_free_adaptive_contraction_on_general_minkowski_di,solveall_lower_bound_the_spanning_tree_polynomial_to_sharpen_gaussian,solveall_minimax_optimal_sparse_pca_computational_gap,solveall_minimax_wasserstein_estimation_high_dimensions,solveall_multiple_change_point_inference_for_piecewise_constant_diffu,solveall_multirisk_graph_structured_multiple_risk_control,solveall_non_asymptotic_oracle_inequalities_for_fully_data_driven_gen,solveall_nonasymptotic_guarantees_for_bagged_regularized_m_estimators,solveall_optimal_adaptation_beyond_compact_manifolds,solveall_optimal_fdr_fnr_tradeoff_beyond_independent_two_group_mixtur,solveall_overparameterized_optimal_subsample_size_for_infinite_ensemb,solveall_phylogenetic_inference_floating_point_stability,solveall_polynomial_time_minimax_robust_mean_estimation_under_star_sh,solveall_polynomial_time_warm_initialization_at_statistically_optimal,solveall_quantify_and_characterize_the_efficiency_gap_induced_by_conv,solveall_remove_logarithmic_gaps_in_minimax_sample_complexity_for_mat,solveall_remove_polylogarithmic_dimension_factors_in_high_dimensional,solveall_remove_polylogarithmic_slack_in_attainable_two_point_rates,solveall_rigorous_tempered_overfitting_guarantees_for_mdl_relu_interp,solveall_robust_confounder_selection_under_imperfect_primary_set_elic,solveall_sharp_computational_lower_bounds_for_valid_inference_in_the_,solveall_sharp_dynamic_emergence_thresholds_for_xormultilayer_gmm_cla,solveall_sharp_minimax_behavior_as_contamination_approaches_the_break,solveall_sharp_minimax_rate_for_central_space_estimation_in_the_low_s,solveall_small_snr_no_outlier_regime_and_monotonicity_in_snr,solveall_smoothed_complexity_simplex,solveall_sparsistent_estimation_for_constrained_extremal_graphical_la,solveall_state_evolution_for_gradient_descent_beyond_the_mean_field_s,solveall_tcr_pmhc_ood_generalization,solveall_tensor_pca_detection_threshold,solveall_tfbs_prediction_with_uncertain_negatives,solveall_theory_for_debiased_pcr_under_general_covariate_models,solveall_uniform_inference_high_dimensional_linear_models,solveall_uniform_risk_dominance_of_transformed_moore_penrose_estimato,solveall_universality_of_exponential_decay_of_the_d_th_sir_eigenvalue,solveall_universality_random_matrices_optimal_moment,solveall_valid_uncertainty_quantification_for_extremal_graph_structur --model gpt-5.6-luna --concurrency 1
$ /Users/pkumbam/Desktop/AI/autolab/.venv/bin/python3 /Users/pkumbam/Desktop/AI/autolab/scripts/export_solveall_v2.py --split train
SolveAll v2 pipeline finished.
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