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Bibliographic Details
Main Author: Murphy, Kevin
Format: Preprint
Published: 2024
Subjects:
Online Access:https://arxiv.org/abs/2412.05265
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author Murphy, Kevin
author_facet Murphy, Kevin
contents This manuscript gives a big-picture, up-to-date overview of the field of (deep) reinforcement learning and sequential decision making, covering value-based methods, policy-based methods, model-based methods, multi-agent RL, LLMs and RL, and various other topics (e.g., offline RL, hierarchical RL, intrinsic reward). It also includes some code snippets for training LLMs with RL.
format Preprint
id arxiv_https___arxiv_org_abs_2412_05265
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Reinforcement Learning: An Overview
Murphy, Kevin
Artificial Intelligence
Machine Learning
This manuscript gives a big-picture, up-to-date overview of the field of (deep) reinforcement learning and sequential decision making, covering value-based methods, policy-based methods, model-based methods, multi-agent RL, LLMs and RL, and various other topics (e.g., offline RL, hierarchical RL, intrinsic reward). It also includes some code snippets for training LLMs with RL.
title Reinforcement Learning: An Overview
topic Artificial Intelligence
Machine Learning
url https://arxiv.org/abs/2412.05265