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    Robot skills learned in a world model transfer to a real robot, project says

    The research pairs a large global model with a local one to learn humanoid manipulation involving physical contact, according to a post highlighting the work.

    CP
    1 Source, 26d ago, first seen 26d ago

    TLDR

    The project describes a reinforcement-learning method that trains robot control policies from scratch entirely inside a large world model—a learned model of how the environment behaves. It says the world model is itself learned from scratch using real-world data, and the policies are then deployed “zero-shot” on a real robot, without additional training.

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    1 Source, first seen 26d ago

    Combined views

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    1 Source, first seen 26d ago

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    1 Source

    @chris_j_paxton@Jsphamigo @Rk4342R Learn more Project page: https://coupled-global-local-wm-rl.pages.dev/ ArXiV: https://arxiv.org/abs/2602.06219 This on substack: https://robopapers.substack.com/p/ep101-coupled-local-and-global-world?r=3uj5js&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true

    1 Source

    @chris_j_paxton@Jsphamigo @Rk4342R Learn more Project page: https://coupled-global-local-wm-rl.pages.dev/ ArXiV: https://arxiv.org/abs/2602.06219 This on substack: https://robopapers.substack.com/p/ep101-coupled-local-and-global-world?r=3uj5js&utm_campaign=post&utm_medium=web&showWelcomeOnShare=true