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Humanoid robots can now traverse extreme slopes blindfolded, thanks to a novel physics-guided approach that prevents posture degeneration.
LiMoDE enables robots to adaptively combine learned skills for new tasks without catastrophic forgetting, significantly enhancing their manipulation capabilities.
Achieve more efficient and physically plausible robot control by baking differentiable Lagrangian mechanics directly into your RL policy optimization.