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Mar, 2021
多目标强化学习与规划实用指南
A Practical Guide to Multi-Objective Reinforcement Learning and Planning
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Conor F. Hayes, Roxana Rădulescu, Eugenio Bargiacchi, Johan Källström, Matthew Macfarlane...
TL;DR
本文为那些希望将多目标方法引入其研究的已经熟悉单目标强化学习和计划方法的研究人员以及在实践中遇到多目标决策问题的从业人员提供了一个解决复杂问题的指南,阐述了影响所需解决方案性质的因素,并通过示例说明了这些因素如何影响复杂问题的多目标决策系统的设计。
Abstract
Real-world decision-making tasks are generally complex, requiring
trade-offs
between multiple, often conflicting, objectives. Despite this, the majority of research in
reinforcement learning
and decision-theoreti
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