Imitate the good and avoid the bad: An incremental approach to safe reinforcement learning

• المؤلفون الرئيسيون: HOANG, Minh Huy, TIEN, Mai Anh, VARAKANTHAM, Pradeep
• التنسيق: text
• اللغة: English
• منشور في: Institutional Knowledge at Singapore Management University 2024
• الموضوعات: Databases and Information Systems; Theory and Algorithms
• الوصول للمادة أونلاين: https://ink.library.smu.edu.sg/sis_research/8594; https://ink.library.smu.edu.sg/context/sis_research/article/9597/viewcontent/imitate_the_good.pdf
• المؤسسة: Singapore Management University

A popular framework for enforcing safe actions in Reinforcement Learning (RL) is Constrained RL, where trajectory based constraints on expected cost (or other cost measures) are employed to enforce safety and more importantly these constraints are enforced while maximizing expected reward. Most rece...