Time-inconsistency in reinforcement learning: an equilibrium control paradigm

• 主要作者: Lesmana, Nixie Sapphira
• 其他作者: Patrick Pun Chi Seng
• 格式: Thesis-Doctor of Philosophy
• 語言: English
• 出版: Nanyang Technological University 2024
• 主題: Science::Mathematics::Applied mathematics; Engineering::Computer science and engineering::Computing methodologies
• 在線閱讀: https://hdl.handle.net/10356/173187
• 機構: 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...