AINeutralarXiv – CS AI · 6h ago6/10
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Operator-Guided Invariance Learning for Continuous Reinforcement Learning
Researchers propose VPSD-RL, a reinforcement learning framework that discovers value-preserving structures in continuous control tasks using Lie-group operators and diffusion models. The method improves data efficiency and robustness by identifying nonlinear transformations that preserve optimal value functions, addressing brittleness in RL systems under environmental variability.