📝 Publications & Preprints

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Learning an Actionable Discrete Diffusion Policy via Large-Scale Actionless Video Pre-Training

Haoran He, Chenjia Bai, Ling Pan, Weinan Zhang, Bin Zhao, Xuelong Li.

NeurIPS, 2024

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Regularized Conditional Diffusion Model for Multi-Task Preference Alignment

Xudong Yu, Chenjia Bai, Haoran He, Changhong Wang, Xuelong Li.

NeurIPS, 2024

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Bridging the Sim-to-Real Gap from the Information Bottleneck Perspective

Haoran He, Peilin Wu, Chenjia Bai, Hang Lai, Lingxiao Wang, Ling Pan, Xiaolin Hu, Weinan Zhang.

CoRL, 2024, Oral

pdf | webpage

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SAM-E: Leveraging Visual Foundation Model with Sequence Imitation for Embodied Manipulation

Junjie Zhang, Chenjia Bai, Haoran He, Wenke Xia, Zhigang Wang, Bin Zhao, Xiu Li, Xuelong Li.

ICML, 2024

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Robust Quadrupedal Locomotion via Risk-Averse Policy Learning

Jiyuan Shi, Chenjia Bai, Haoran He, Lei Han, Dong Wang, Bin Zhao, Xiu Li, Xuelong Li.

ICRA, 2024

pdf | webpage

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Diffusion Model is an Effective Planner and Data Synthesizer for Multi-Task Reinforcement Learning

Haoran He, Chenjia Bai, Kang Xu, Zhuoran Yang, Weinan Zhang, Dong Wang, Bin Zhao, Xuelong Li.

NeurIPS, 2023

pdf | code

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On the Value of Myopic Behavior in Policy Reuse

Kang Xu, Chenjia Bai, Shuang Qiu, Haoran He, Bin Zhao, Zhen Wang, Wei Li, Xuelong Li.

under review in TPAMI 2024 (major revision)

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Looking Backward: Retrospective Backward Synthesis for Goal-Conditioned GFlowNets

Haoran He, Can Chang, Huazhe Xu, Ling Pan.

preprint, under review, 2024

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Rectifying Reinforcement Learning for Reward Matching

Haoran He, Emmanuel Bengio, Qingpeng Cai, Ling Pan.

preprint, under review, 2024

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Diffusion Models for Reinforcement Learning: A Survey

Zhengbang Zhu, Hanye Zhao, Haoran He, Yichao Zhong, Shenyu Zhang, Yong Yu, Weinan Zhang.

preprint, under review, 2023

pdf | project | media