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Tian-Bin Liu

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#artificial intelligence Preprint Sep 2026

CSWAM: Better Causal Semantic Representations for Out-of-Distribution Generalization in World Action Models

The Causal Semantic World Action Model (CSWAM) is presented, which augments FastWAM with a causal semantic expert built on V-JEPA 2.1, which provides temporally grounded representations of semantic state changes and motion with less dependence on appearance-specific details.

Tian-Bin Liu, Jian Zhu, Taiyi Su et al. · 0 citations

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