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Yan-Tai Yang

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Preprint Oct 2026

Exploring the Limits of Combinatorial Generalization in Embodied Manipulation

In embodied manipulation, Vision Language Action (VLA) models can execute atomic skills, but long-horizon manipulation requires recombining these skills without demonstrations for every skill combination. The full instruction route treats skill chaining as long-horizon imitation. In a controlled study, full instruction...

Xu-Peng Zhang, Yan-Tai Yang, Chang Guo et al. · 0 citations

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