Generative modelling of stochastic actions with arbitrary constraints in reinforcement learning

• Main Authors: CHEN, Changyu, KARUNASENA, Ramesha, NGUYEN, Thanh Hong, SINHA, Arunesh, VARAKANTHAM, Pradeep
• 格式: text
• 語言: English
• 出版: Institutional Knowledge at Singapore Management University 2023
• 主題: Databases and Information Systems
• 在線閱讀: https://ink.library.smu.edu.sg/sis_research/8589; https://ink.library.smu.edu.sg/context/sis_research/article/9592/viewcontent/Generative.pdf

Many problems in Reinforcement Learning (RL) seek an optimal policy with large discrete multidimensional yet unordered action spaces; these include problems in randomized allocation of resources such as placements of multiple security resources and emergency response units, etc. A challenge in this...