Yi-Yang Shao

SuperMimic: Scaling Humanoid Whole-Body Control with One Differentiable World Model

Tracking large human-motion datasets has become the dominant route to general, expressive humanoid whole-body control, but scaling across many motions is expensive. Current pipelines use model-free reinforcement learning, either merging per-motion specialists through lossy distillation, or brute-forcing a single policy...