Author

Yuxiang Ma

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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

Collecting robot hand-object interaction data is costly and embodiment-specific, yet abundant human-object videos remain unusable for robot training. We present RoboEdit, a human-to-robot video editing suite that transforms human manipulation videos into action-consistent, physically plausible robot videos with aligned...

Yaowei Guo, Zeng Tao, Yuxin Jiang et al. · 1 citation