Paper ID: 2412.05265

Reinforcement Learning: An Overview

Kevin Murphy

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).

Submitted: Dec 6, 2024