mHC: Manifold-Constrained Hyper-Connections
Paper
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2512.24880
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Published
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306
Read 2026
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Fantastic Reasoning Behaviors and Where to Find Them: Unsupervised Discovery of the Reasoning Process
Paper • 2512.23988 • Published • 17 -
SpaceTimePilot: Generative Rendering of Dynamic Scenes Across Space and Time
Paper • 2512.25075 • Published • 15 -
Guiding a Diffusion Transformer with the Internal Dynamics of Itself
Paper • 2512.24176 • Published • 8 -
DiffThinker: Towards Generative Multimodal Reasoning with Diffusion Models
Paper • 2512.24165 • Published • 51 -
AdaGaR: Adaptive Gabor Representation for Dynamic Scene Reconstruction
Paper • 2601.00796 • Published • 31 -
Taming Preference Mode Collapse via Directional Decoupling Alignment in Diffusion Reinforcement Learning
Paper • 2512.24146 • Published • 14 -
Deep Delta Learning
Paper • 2601.00417 • Published • 34 -
LTX-2: Efficient Joint Audio-Visual Foundation Model
Paper • 2601.03233 • Published • 151 -
SOP: A Scalable Online Post-Training System for Vision-Language-Action Models
Paper • 2601.03044 • Published • 28 -
GDPO: Group reward-Decoupled Normalization Policy Optimization for Multi-reward RL Optimization
Paper • 2601.05242 • Published • 225 -
The Illusion of Specialization: Unveiling the Domain-Invariant "Standing Committee" in Mixture-of-Experts Models
Paper • 2601.03425 • Published • 16 -
RelayLLM: Efficient Reasoning via Collaborative Decoding
Paper • 2601.05167 • Published • 31 -
AgentOCR: Reimagining Agent History via Optical Self-Compression
Paper • 2601.04786 • Published • 29 -
Over-Searching in Search-Augmented Large Language Models
Paper • 2601.05503 • Published • 7 -
Lost in the Noise: How Reasoning Models Fail with Contextual Distractors
Paper • 2601.07226 • Published • 32 -
Beyond Hard Masks: Progressive Token Evolution for Diffusion Language Models
Paper • 2601.07351 • Published • 26 -
Dr. Zero: Self-Evolving Search Agents without Training Data
Paper • 2601.07055 • Published • 20 -
User-Oriented Multi-Turn Dialogue Generation with Tool Use at scale
Paper • 2601.08225 • Published • 52 -
The Confidence Dichotomy: Analyzing and Mitigating Miscalibration in Tool-Use Agents
Paper • 2601.07264 • Published • 24 -
SnapGen++: Unleashing Diffusion Transformers for Efficient High-Fidelity Image Generation on Edge Devices
Paper • 2601.08303 • Published • 17 -
Fast-ThinkAct: Efficient Vision-Language-Action Reasoning via Verbalizable Latent Planning
Paper • 2601.09708 • Published • 53 -
Flow Equivariant World Models: Memory for Partially Observed Dynamic Environments
Paper • 2601.01075 • Published • 6 -
The AI Hippocampus: How Far are We From Human Memory?
Paper • 2601.09113 • Published • 5 -
Rewarding the Rare: Uniqueness-Aware RL for Creative Problem Solving in LLMs
Paper • 2601.08763 • Published • 147 -
Alterbute: Editing Intrinsic Attributes of Objects in Images
Paper • 2601.10714 • Published • 31 -
Transition Matching Distillation for Fast Video Generation
Paper • 2601.09881 • Published • 33 -
Unlocking Implicit Experience: Synthesizing Tool-Use Trajectories from Text
Paper • 2601.10355 • Published • 39 -
Language of Thought Shapes Output Diversity in Large Language Models
Paper • 2601.11227 • Published • 9 -
More Images, More Problems? A Controlled Analysis of VLM Failure Modes
Paper • 2601.07812 • Published • 6 -
Toward Efficient Agents: Memory, Tool learning, and Planning
Paper • 2601.14192 • Published • 54 -
Agentic Reasoning for Large Language Models
Paper • 2601.12538 • Published • 195 -
Scaling Text-to-Image Diffusion Transformers with Representation Autoencoders
Paper • 2601.16208 • Published • 51 -
PROGRESSLM: Towards Progress Reasoning in Vision-Language Models
Paper • 2601.15224 • Published • 12 -
360Anything: Geometry-Free Lifting of Images and Videos to 360°
Paper • 2601.16192 • Published • 8 -
Agentic Uncertainty Quantification
Paper • 2601.15703 • Published • 8 -
MeepleLM: A Virtual Playtester Simulating Diverse Subjective Experiences
Paper • 2601.07251 • Published • 11 -
C-RADIOv4 (Tech Report)
Paper • 2601.17237 • Published • 10 -
Agentic Very Long Video Understanding
Paper • 2601.18157 • Published • 18 -
Shaping capabilities with token-level data filtering
Paper • 2601.21571 • Published • 26 -
KromHC: Manifold-Constrained Hyper-Connections with Kronecker-Product Residual Matrices
Paper • 2601.21579 • Published • 6 -
Golden Goose: A Simple Trick to Synthesize Unlimited RLVR Tasks from Unverifiable Internet Text
Paper • 2601.22975 • Published • 99 -
MemOCR: Layout-Aware Visual Memory for Efficient Long-Horizon Reasoning
Paper • 2601.21468 • Published • 21 -
LMK > CLS: Landmark Pooling for Dense Embeddings
Paper • 2601.21525 • Published • 4 -
Diversity-Preserved Distribution Matching Distillation for Fast Visual Synthesis
Paper • 2602.03139 • Published • 41 -
Rethinking the Trust Region in LLM Reinforcement Learning
Paper • 2602.04879 • Published • 31 -
Protein Autoregressive Modeling via Multiscale Structure Generation
Paper • 2602.04883 • Published • 3 -
MSign: An Optimizer Preventing Training Instability in Large Language Models via Stable Rank Restoration
Paper • 2602.01734 • Published • 32 -
Weak-Driven Learning: How Weak Agents make Strong Agents Stronger
Paper • 2602.08222 • Published • 252 -
Towards Agentic Intelligence for Materials Science
Paper • 2602.00169 • Published • 45 -
Reliable and Responsible Foundation Models: A Comprehensive Survey
Paper • 2602.08145 • Published • 8 -
Col-Bandit: Zero-Shot Query-Time Pruning for Late-Interaction Retrieval
Paper • 2602.02827 • Published • 2 -
Stable Velocity: A Variance Perspective on Flow Matching
Paper • 2602.05435 • Published • 3 -
The Pensieve Paradigm: Stateful Language Models Mastering Their Own Context
Paper • 2602.12108 • Published • 13 -
Free(): Learning to Forget in Malloc-Only Reasoning Models
Paper • 2602.08030 • Published • 5 -
When the Prompt Becomes Visual: Vision-Centric Jailbreak Attacks for Large Image Editing Models
Paper • 2602.10179 • Published • 6