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• W3034608738 abstract "We propose an algorithm for tabular episodic reinforcement learning with constraints. We provide a modular analysis with strong theoretical guarantees for settings with concave rewards and convex constraints, and for settings with hard constraints (knapsacks). Most of the previous work in constrained reinforcement learning is limited to linear constraints, and the remaining work focuses on either the feasibility question or settings with a single episode. Our experiments demonstrate that the proposed algorithm significantly outperforms these approaches in existing constrained episodic environments." @default.
• W3034608738 created "2020-06-19" @default.
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• W3034608738 date "2020-06-09" @default.
• W3034608738 modified "2023-09-27" @default.
• W3034608738 title "Constrained episodic reinforcement learning in concave-convex and knapsack settings" @default.
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• W3034608738 hasPublicationYear "2020" @default.
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