“… very good RL controllers that are probably trained from motion imitation, and then fine-tuned with good RL that suits the robot's body… for the specific task of running really fast.”

Google DeepMind, Kirthana Gopalakrishnan · "The Cognitive Revolution" · One Brain, Any Body: Google DeepMind's Keerthana on Gemini Robotics 2, Cross-Embodiment & Humanoids

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What was described

Train humanoid locomotion controllers in simulation then fine-tune with reinforcement learning for fast running

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