Author

Dong Wang

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Preprint Oct 2026

MixVLA: Adaptive Mixing of Non-Invariant Information for Generalizable Vision-Language-Action Models

Vision-Language-Action (VLA) models have achieved remarkable advances in robotic manipulation, yet their zero-shot generalization under out-of-distribution (OOD) conditions remains limited. These models often entangle task-relevant invariant structure with environment-specific non-invariant factors, causing policies to...

Ping-Rui Zhang, Yu Zhang, Peng-Yuan Wu et al. · 0 citations

#artificial intelligence Mar 2026

PhyGile: Physics-Prefix Guided Motion Generation for Agile General Humanoid Motion Tracking

PhyGile performs physics-prefix-guided robot-native motion generation at inference time, directly generating robot-native motions in a 262-dimensional skeletal space with physics-guided prefixes, thereby eliminating inference-time retargeting artifacts and reducing generation-execution discrepancies.

Jiacheng Bao, Hao Yang, Yucheng Xin et al. · arXiv.org · 2 citations