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Yan-Fu Chen

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#machine learning Preprint Sep 2026

When Instructions Retrieve Trajectories: Diagnosing and Mitigating Generalization Failures in VLA Models

The analysis of the imitation objective shows how narrow conditional action support can leave grounded and instruction-keyed solutions indistinguishable on the demonstrations, and motivates Equivariant Counterfactual Training (ECT), which acts at two levels.

Hung-Jen Chen, Yue-Ling Hou, Yan-Hong Chen et al. · 0 citations

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