Time-inconsistency in reinforcement learning: an equilibrium control paradigm

• المؤلف الرئيسي: Lesmana, Nixie Sapphira
• مؤلفون آخرون: Patrick Pun Chi Seng
• التنسيق: Thesis-Doctor of Philosophy
• اللغة: English
• منشور في: Nanyang Technological University 2024
• الموضوعات: Science::Mathematics::Applied mathematics; Engineering::Computer science and engineering::Computing methodologies
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/173187
• المؤسسة: Nanyang Technological University

Time inconsistency (TIC) describes a situation in which a plan, consisting of current and future actions, that is optimal today may no longer be optimal in the future. In reinforcement learning (RL), TIC often arises as we encode realistic human preferences or specific behaviors into an agent's...