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Hanseul Kim

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#artificial intelligence Preprint Sep 2026

Where Predictive Supervision Goes Shapes What VLA Policies Learn

This work studies what determines whether predictive supervision improves the visual representation used by a VLA policy, and finds that different prediction interfaces produce markedly different forecasts and visual representations, including in the spatial, dynamics, and action information that transfers beyond famil...

Hanseul Kim, J. Yeom, Youngjoon Jeong et al. · 0 citations

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