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Jia-Wei He

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Preprint Aug 2026

Zeva: In-Context Causal Learning for Generalizable Embodied Manipulation

Zeva is presented, the first framework that enables in-context learning from a robot's own physical interaction experience while keeping the policy model frozen, and achieves the best performance among the compared frontier VLAs and WAMs and enables self-evolution during deployment without gradient updates.

Fu Chen, Xin Ding, Bing-Jia Huang et al. · 3 citations

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