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Quanxin Shou

2 accepted papers

2026

HALO: A Unified Vision-Language-Action Model for Embodied Multimodal Chain-of-Thought Reasoning

ICML 2026poster

Vision–Language–Action (VLA) models have shown strong performance in robotic manipulation, but often struggle in long-horizon or out-of-distribution scenarios due to the lack of explicit mechanisms for multimodal reasoning and anticipating how the world will evolve under action. Recent works introdu…

Cited by 0SourceScholar
2026

WMPO: World Model-based Policy Optimization for Vision-Language-Action Models

ICLR 2026poster

Vision-Language-Action (VLA) models have shown strong potential for general-purpose robotic manipulation, but their reliance on expert demonstrations limits their ability to learn from failures and perform self-corrections. Reinforcement learning (RL) addresses these through self-improving interact…

Cited by 0SourcecodeScholar