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Mar, 2020
组合优化的强化学习:一项调查研究
Reinforcement Learning for Combinatorial Optimization: A Survey
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Nina Mazyavkina, Sergey Sviridov, Sergei Ivanov, Evgeny Burnaev
TL;DR
本文综述了近期在强化学习领域中在解决组合优化问题方面的进展,包含了RL框架与传统算法的比较以及各方法解决不同问题的时间线,结果表明基于RL的模型成为解决组合问题的方向值得期待。
Abstract
combinatorial optimization
(CO) is the workhorse of numerous important applications in
operations research
, engineering and other fields and, thus, has been attracting enormous attention from the research communi
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