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cs.RO2026
Adaptation of Generalist Robot Policies with Minimal Data
Shreyas Kowshik, Sreyas Venkataraman, Leo Wang +3
A central goal in robot learning is to move beyond task-specific human data collection toward robots that improve through autonomous interaction. Yet fully autonomous learning rema…
cs.RO2026
FADA: Few-Shot Domain Adaptation via Dynamics Alignment for Humanoid Control
Angchen Xie, Nikhil Sobanbabu, Ishayu Shikhare +3
High-precision humanoid control is limited by target-domain dynamics mismatch, where the same control objective can induce different realized motions under changes in terrain, payl…
cs.RO2026
Turning Video Models into Generalist Robot Policies
Sizhe Lester Li, Evan Kim, Xingjian Bai +4
Video generative models have emerged as a promising robotics backbone, capable of generating videos that depict the completion of complex tasks across embodiments and environments.…