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Reinforcement Learning: An Overview


This manuscript gives a big-picture, up-to-date overview of the field of (deep) reinforcement learning and sequential decision making, covering value-based RL, policy-gradient methods, model-based methods, and various other topics (including a very brief discussion of RL+LLMs).

View a PDF of the paper titled Reinforcement Learning: An Overview, by Kevin Murphy View PDFHTML (experimental) Abstract:This manuscript gives a big-picture, up-to-date overview of the field of (deep) reinforcement learning and sequential decision making, covering value-based RL, policy-gradient methods, model-based methods, and various other topics (including a very brief discussion of RL+LLMs). From: Kevin Murphy [ view email][v1] Fri, 6 Dec 2024 18:53:49 UTC (6,099 KB)

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