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Hai-Bo Zhao

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#machine learning Preprint Sep 2026

Sample Complexity of Equivariant Reinforcement Learning

Reinforcement learning (RL) is a powerful framework for robotic control, yet its practical application is often hindered by high sample complexity. This is particularly restrictive in physical domains where interaction data is costly. While the world often exhibits geometric and physical symmetries, standard RL algorit...

Rayan Mazouz, Hai-Bo Zhao, Christopher J. Hillar et al. · 0 citations

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