Dataset Viewer
The dataset viewer is not available for this subset.
Cannot get the split names for the config 'default' of the dataset.
Exception:    SplitsNotFoundError
Message:      The split names could not be parsed from the dataset config.
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 286, in get_dataset_config_info
                  for split_generator in builder._split_generators(
                                         ^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/packaged_modules/webdataset/webdataset.py", line 82, in _split_generators
                  raise ValueError(
              ValueError: The TAR archives of the dataset should be in WebDataset format, but the files in the archive don't share the same prefix or the same types.
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/split_names.py", line 65, in compute_split_names_from_streaming_response
                  for split in get_dataset_split_names(
                               ^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 340, in get_dataset_split_names
                  info = get_dataset_config_info(
                         ^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/inspect.py", line 291, in get_dataset_config_info
                  raise SplitsNotFoundError("The split names could not be parsed from the dataset config.") from err
              datasets.inspect.SplitsNotFoundError: The split names could not be parsed from the dataset config.

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

MultiWorld Dataset

Dataset Summary

MultiWorld is a large-scale multi-agent multi-view video dataset collected for training video world models. It contains two complementary sources of data:

  1. It Takes Two Gameplay Dataset: 100+ hours of real human gameplay from the cooperative action-adventure game It Takes Two, featuring dual-agent synchronized actions with distinct first-person viewpoints.
  2. RoboFactory Manipulation Dataset: Multi-robot manipulation trajectories spanning 4 tasks with 2-4 agents and variable camera viewpoints, including both success and failure episodes.

This dataset is the official release accompanying the paper "MultiWorld: Scalable Multi-Agent Multi-View Video World Models".


Dataset Details

It Takes Two Gameplay

Property Value
Total Duration 100+ hours
Frame Rate 60 FPS
Resolution 480 × 960
Agents 2 players
Viewpoints 2 distinct first-person views per episode
Actions Synchronized keyboard and mouse actions per agent
Modality RGB video + discrete/continuous action vectors

The gameplay videos are captured from real human players cooperating in the game. Each frame is accompanied by per-agent action labels capturing keyboard presses and mouse movements.

RoboFactory Manipulation

Property Value
Tasks 4 multi-robot manipulation tasks
Agents 2–4 robots per task
Viewpoints Variable camera configurations per task
Resolution 256 × 320
Success Episodes 1,000 per task
Failure Episodes 2,000 per task
Modality RGB video + robot proprioception + actions

Tasks include collaborative stacking, pushing, and pick-and-place scenarios. Both successful and failed trajectories are included to support learning robust world models and failure prediction.


Possible Usage

The dataset is intended for research in:

  • Video world models
  • Multi-agent video generation
  • Multi-view consistent video generation.

Contact

For questions about the dataset, please open an issue on the GitHub repository or contact the authors.

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