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Foundation Models for Whole-Body Humanoid Control

arXiv:2504.11002

Robotics Foundation Lab

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Transformer policies trained across morphologies and terrains hint that general-purpose robot brains may arrive the same way general-purpose language models did — by scaling data and architectures together.

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We train a large-scale transformer policy on heterogeneous humanoid datasets that zero-shot adapts to new morphologies and terrains, combining imitation, reinforcement learning, and sim-to-real residual learning.