Generative modelling of stochastic actions with arbitrary constraints in reinforcement learning

• Main Authors: CHEN, Changyu, KARUNASENA, Ramesha, NGUYEN, Thanh Hong, SINHA, Arunesh, VARAKANTHAM, Pradeep
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2023
• Subjects: Databases and Information Systems
• Online Access: https://ink.library.smu.edu.sg/sis_research/8589; https://ink.library.smu.edu.sg/context/sis_research/article/9592/viewcontent/Generative.pdf
• Institution: Singapore Management University

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...