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Yusong Huang

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Commit While Futures Agree: Consequence-Aware Adaptive Action Chunking for Robot Manipulation

Yuyan Li, Yujia Wang, Yusong Huang وآخرون · 2026

Action-chunking policies predict multi-step control sequences, but a fundamental question remains: how much of a predicted action chunk should be committed before replanning? Existing systems typically execute a fixed-length prefix, implicitly assuming that the same execution horizon remains trustworthy across states. …

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