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cs.RO2026
From Hitter to Player: Separating Motor Execution and Strategy in Competitive Humanoid Table Tennis
Fanrong Dong, Ziyi Sun, Ziqi Han +6
Competitive humanoid table tennis requires two distinct abilities: executing a desired return and deciding where to return the ball. We separate these two problems, with the ball l…
cs.RO2026
I-BFM: Reward-Conditioned Robust Humanoid Interaction via Unsupervised Reinforcement Learning
Ziqi Han, Yitang Li, Junhan Sun +8
Behavioral foundation models (BFMs) have recently shown that a single humanoid policy can support diverse whole-body control, but extending such generality to physical interaction…
cs.RO2026
PredActor: Predictive Action Diffusion for Steerable Onboard Humanoid Control
Lei Ye, Haibo Gao, Yitang Li +10
Diffusion models provide a flexible framework for motion generation, but turning this flexibility into closed-loop humanoid control remains challenging. Hierarchical generator-trac…