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Reproduction of SONIC humanoid robot control method with G1 closed-loop validation in MuJoCo

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Guyuehome released a reproduction of general humanoid robot control based on the SONIC method, performing deterministic closed-loop runs in MuJoCo simulation on released checkpoints of the G1 humanoid robot, reproducing a control policy whose base task is whole-body motion tracking. The method unifies motion representation and adopts a tokenized conditional policy and Gaussian kernel rewards; the reproduction presents real footage and error metrics for multiple skill entries.

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  1. A General Control Policy for Humanoid Robots Based on Whole-Body Motion Tracking: Closed-Loop Validation of the SONIC Method on G1 in MuJoCo

    The SONIC method performs deterministic closed-loop runs in MuJoCo simulation on released checkpoints for the G1 humanoid robot, reproducing general control with whole-body motion tracking as the base task. The method unifies motion representation, adopts a tokenized conditional policy and Gaussian kernel rewards, and presents real footage and error metrics for multiple skill entries.

    Guyuehome ·

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