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Jin-Guang Tong

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#robotics Preprint Aug 2026

Keep the Future, Drop the Rollout: RIFT for World Action Models

World action models (WAMs) condition robot actions on predicted futures, but iterative video rollout increases deployment latency. We ask whether action generation requires the evolving rollout trajectory or only its future representation. Across four WAMs on 40 simulated robotic manipulation tasks, paired closed-loop...

Chu-Shan Zhang, Jinguang Tong, Xuesong Li et al. · 1 citation

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