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cs.RO2026
OmniUMI: Towards Physically Grounded Robot Learning via Human-Aligned Multimodal Interaction
Shaqi Luo, Yuanyuan Li, Youhao Hu +7
UMI-style interfaces enable scalable robot learning, but existing systems remain largely visuomotor, relying primarily on RGB observations and trajectory while providing only limit…
cs.RO2025
Code-as-Monitor: Constraint-aware Visual Programming for Reactive and Proactive Robotic Failure Detection
Enshen Zhou, Qi Su, Cheng Chi +5
Automatic detection and prevention of open-set failures are crucial in closed-loop robotic systems. Recent studies often struggle to simultaneously identify unexpected failures rea…