2 papers
cs.RO2026
Beyond Monotonic Progress: Retry-Supervised Value Learning for Robot Imitation
Xinyao Qin, Junjie Lu, Kaixin Wang +7
Human demonstrations for robot imitation learning often contain mistakes and corrective behaviors, such as imprecise grasps, object misalignment, unstable contact, and repeated att…
cs.RO2026
Hierarchical Policies from Verbal and Egocentric Human Signals for Natural Human-Robot Interaction
Dongjun Lee, Juheon Choi, Dong Kyu Shin +2
For natural human-robot interaction, a robot must understand human intent expressed not only through language but also through nonverbal signals such as gestures and gaze. However,…