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most citedDistillation of RL Policies with Formal Guarantees via Variational Abstraction of Markov Decision Processes (Technical Report)

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cs.LG2025

Deep SPI: Safe Policy Improvement via World Models

Florent Delgrange, Raphael Avalos, Willem Röpke

Safe policy improvement (SPI) offers theoretical control over policy updates, yet existing guarantees largely concern offline, tabular reinforcement learning (RL). We study SPI in…