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Wu-Di Chen

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Preprint Oct 2026

PLaW-VLA: Predictive Latent World Modeling for Vision-Language-Action Policies

Learning to predict how the world evolves can provide vision-language-action (VLA) policies with predictive context for long-horizon control, but its effectiveness depends on what future representation is modeled and how it conditions action generation. We introduce PLaW-VLA, which models task-relevant future states in...

Yu Liu, He-Tian Guo, Tianlv Huang et al. · 0 citations

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