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Author

Guowei Huang

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Jul 2026

KAM-WM: Kinematic Affordance Maps from Latent World Models for Robot Manipulation

KAM-WM is presented, a framework that extracts a coarse directional interaction cue from a frozen latent video world model without rollout or world-model fine-tuning and indicates that a frozen video model can provide a useful first-order visual prior for control without the test-time cost of future rollout.

Xinyu Shao, Keru Zhou, Guowei Huang et al. · 1 citation

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