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Author

Jing-Jing Chen

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Preprint Sep 2026

Rethinking Visual Embodiment Dependence in Visuomotor Policies

Visuomotor policies observe both the task scene and the acting embodiment, allowing embodiment-specific visual cues to influence action prediction. We study this phenomenon as visual embodiment dependence (VED) and show, through cue-conflict interventions across representative policies, that visible robot configuration...

Hong-Jie Fang, Yu-Xing Lu, Chen-Xi Wang et al. · 0 citations

TurnOPD: Making On-Policy Distillation Turn-Aware for Efficient Long-Horizon Agent Training

Experiments on ALFWorld, WebShop, and Multi-Hop Search with task-specialized teacher models show that TurnOPD achieves superior validation accuracy under equal wall-clock training budgets and advances the accuracy--time frontier beyond vanilla OPD.

Yuhang Zhou, Kai Zheng, Haoling Li et al. · 8 citations

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