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#artificial intelligence Preprint Oct 2026

MimicX: Policy-in-the-Loop Supervision Refinement for Video-Driven Humanoid Motion Tracking

Human videos provide rich motion targets for humanoid learning, yet visually plausible references can still produce persistent failures under physics-based execution. These failures reveal where training supervision should change. We present MimicX, a policy-in-the-loop framework that uses execution feedback to refine...

Shuai-Jun Liu, Cheng-Long Zhang, Xu-Hao Liu et al. · 0 citations

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