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Preprint Jul 2026

DC-WAM: Dynamic-Centric Visual Supervision and Reasoning for World-Action Models

This work proposes DC-WAM, a dynamic-centric WAM framework that redistributes supervision and computation in the RGB video branch that consistently improves policy performance, especially under out-of-distribution perturbations in lighting, object appearance, and background texture.

Haoyuan Ji, Lingxiang Fan, Shang Su et al. · 0 citations