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Author

Yuxiang Ma

4 papers indexed here

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Preprint Oct 2026

ACTS: Learning Visuo-Tactile World Models from Human Physical Interaction

Abstract Action-conditioned world models for contact-rich manipulation require data that captures how contact forms, slides, and releases under varying force. Such data are slow to collect through robot teleoperation, which often lacks force feedback and is constrained by gripper geometry. We ask whether these dynamics...

Yu-Xiang Ma, Wei-Han Xu, Peng-Fei Ye et al. · 0 citations
Preprint Sep 2026

A Brain-inspired Hierarchical Framework for Zero-Shot Robot Task Reasoning and Execution

Robots that follow open-ended language instructions need to connect semantic intent to visual scene understanding, geometric feasibility, object states, and physical interaction conditions. End-to-end Vision-Language-Action policies have improved cross-task generalization, but they typically map visual and language inp...

Guang-Ming Wang, Peng-Fei Ye, Qi-Zhen Ying et al. · 0 citations
Preprint Aug 2026

RoboEdit: Turning Human Manipulation Videos into Scalable Robot Experience

RoboEdit is presented, a human-to-robot video editing suite that transforms human manipulation videos into action-consistent, physically plausible robot videos with aligned 3D hand states, providing scalable, high-fidelity visual and 3D motion supervision for generalizable robot learning.

Yaowei Guo, Zeng Tao, Yuxin Jiang et al. · 2 citations

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