Imitating cost-constrained behaviors in reinforcement learning

• Main Authors: SHAO, Qian, VARAKANTHAM, Pradeep, CHENG, Shih-Fen
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2024
• Subjects: Artificial Intelligence and Robotics; Operations Research, Systems Engineering and Industrial Engineering
• Online Access: https://ink.library.smu.edu.sg/sis_research/9496; https://ink.library.smu.edu.sg/context/sis_research/article/10496/viewcontent/31512_Article_Text_35569_1_2_20240530_pvoa.pdf
• Institution: Singapore Management University

Complex planning and scheduling problems have long been solved using various optimization or heuristic approaches. In recent years, imitation learning that aims to learn from expert demonstrations has been proposed as a viable alternative to solving these problems. Generally speaking, imitation lear...