الباحثون

Yuhan Rui

المنشورات 2

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 …

نسخة أولية وصول مفتوح

Token-World: World Modeling in Vision-Language Model Token Space for Robot Manipulation

Chuyao Fu, Xiaowei Chi, Yuhan Rui وآخرون · 2026

A common approach to world-model simulation for vision-language-action (VLA) systems is to predict future RGB observations and then re-encode them into policy inputs, introducing an indirect interface between simulation and downstream policy execution. We instead investigate whether world dynamics can be modeled in a c …

المؤلفون المشاركون