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+ ---
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+ license: mit
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+ tags:
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+ - robotics
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+ - reinforcement-learning
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+ - imitation-learning
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+ - robomimic
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+ - mujoco
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+ - d4rl
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+ language:
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+ - en
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+ task_categories:
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+ - robotics
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+ size_categories:
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+ - 1M<n<10M
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+ ---
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+
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+ # DMPO Demonstration Datasets
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+
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+ Pre-processed demonstration datasets for **DMPO: Dispersive MeanFlow Policy Optimization**.
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+
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+ [![Paper](https://img.shields.io/badge/arXiv-2601.20701-B31B1B)](http://arxiv.org/abs/2601.20701)
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+ [![Code](https://img.shields.io/badge/GitHub-dmpo--release-blue)](https://github.com/Guowei-Zou/dmpo-release)
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+ [![Project Page](https://img.shields.io/badge/Project-Page-4285F4)](https://guowei-zou.github.io/dmpo-page/)
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+
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+ ## Overview
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+
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+ This repository contains pre-processed demonstration data for pre-training DMPO policies. Each dataset includes trajectory data and normalization statistics.
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+
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+ ## Dataset Structure
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+
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+ ```
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+ gym/
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+ ├── hopper-medium-v2/
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+ ├── walker2d-medium-v2/
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+ ├── ant-medium-expert-v2/
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+ ├── Humanoid-medium-v3/
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+ ├── kitchen-complete-v0/
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+ ├── kitchen-mixed-v0/
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+ └── kitchen-partial-v0/
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+
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+ robomimic/
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+ ├── lift-img/
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+ ├── can-img/
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+ ├── square-img/
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+ └── transport-img/
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+ ```
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+
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+ Each task folder contains:
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+ - `train.npz` - Training trajectories
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+ - `normalization.npz` - Observation and action normalization statistics
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+
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+ ## Usage
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+
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+ Use the `hf://` prefix in config files to auto-download:
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+
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+ ```yaml
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+ train_dataset_path: hf://gym/hopper-medium-v2/train.npz
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+ normalization_path: hf://gym/hopper-medium-v2/normalization.npz
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+ ```
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+
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+ ## Data Sources
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+
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+ - **Gym tasks**: Derived from [D4RL](https://github.com/Farama-Foundation/D4RL) datasets
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+ - **Robomimic tasks**: Derived from [Robomimic](https://github.com/ARISE-Initiative/robomimic) proficient-human demonstrations
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+
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+ ## Citation
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+
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+ ```bibtex
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+ @misc{zou2026stepenoughdispersivemeanflow,
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+ title={One Step Is Enough: Dispersive MeanFlow Policy Optimization},
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+ author={Guowei Zou and Haitao Wang and Hejun Wu and Yukun Qian and Yuhang Wang and Weibing Li},
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+ year={2026},
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+ eprint={2601.20701},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.RO},
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+ url={https://arxiv.org/abs/2601.20701},
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+ }
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+ ```
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+
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+ ## License
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+
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+ MIT License