FlowPG: Action-constrained policy gradient with normalizing flows
Action-constrained reinforcement learning (ACRL) is a popular approach for solving safety-critical and resource-allocation related decision making problems. A major challenge in ACRL is to ensure agent taking a valid action satisfying constraints in each RL step. Commonly used approach of using a pr...
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| Main Authors: | , , |
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| Format: | text |
| Language: | English |
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Institutional Knowledge at Singapore Management University
2023
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| Online Access: | https://ink.library.smu.edu.sg/sis_research/8551 https://ink.library.smu.edu.sg/context/sis_research/article/9554/viewcontent/11351_flowpg_action_constrained_poli.pdf |
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| Institution: | Singapore Management University |
| Language: | English |