Constrained reinforcement learning in hard exploration problems

One approach to guaranteeing safety in Reinforcement Learning is through cost constraints that are imposed on trajectories. Recent works in constrained RL have developed methods that ensure constraints can be enforced even at learning time while maximizing the overall value of the policy. Unfortunat...

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Bibliographic Details
Main Authors: PATHMANATHAN, Pankayaraj, VARAKANTHAM, Pradeep
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2023
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Online Access:https://ink.library.smu.edu.sg/sis_research/8590
https://ink.library.smu.edu.sg/context/sis_research/article/9593/viewcontent/26757_Article_Text_30820_1_2_20230626.pdf
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Institution: Singapore Management University
Language: English

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