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Shuqi Zhao

المنشورات 2

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One from Infinity: Actualizing Futures from Pretrained World Models into Robot Actions

Bang Du, Yichen Xie, Shuqi Zhao وآخرون · 2026

A pretrained video world model admits many plausible futures for a scene, but a robot must realize the exact task-conditioned one. To turn world models into executable robot policies, existing methods fine-tune the heavy world model backbone using large-scale robot data and computational resources. Challenging this sta …

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CARF: Contrastive Attraction-Repulsion of Failure-Guided Flow Matching

Shuqi Zhao, Bang Du, Cheng-En Wu وآخرون · 2026

Robot demonstration collection often produces imperfect or failed trajectories in addition to successful demonstrations. Existing methods typically exploit failed trajectories by identifying segments that still make progress toward task completion, but largely overlook \textit{failure-critical behaviors} that directly …

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