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Dongsheng Hou

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نسخة أولية وصول مفتوح

PermVLA: Factorization Order as a Regularizer for VLA Learning

Yanqiao Chen, Yuhan Rui, Dongsheng Hou وآخرون · 2026

Vision-language-action (VLA) policies commonly learn action chunks through a fixed left-to-right (LTR) factorization, although the same expert trajectory distribution admits many valid chain-rule factorizations. We identify factorization order as an overlooked regularization choice and introduce causally anchored permu …

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