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Exact Reduction of Huge Action Spaces in General Reinforcement Learning
In this work we show how action-binarization in the non-MDP case can significantly improve Extreme State Aggregation (ESA) bounds.
Performance Guarantees for Homomorphisms Beyond Markov Decision Processes
However, we show that near-optimal performance is sometimes guaranteed even if the homomorphism is non-Markovian.
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