Efficient meta neural heuristic for multi-objective combinatorial optimization

• Main Authors: CHEN, Jinbiao, ZHANG, Zizhen, YE, Te, CAO, Zhiguang, CHEN, Siyuan, WANG, Jiahai
• 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/8403; https://ink.library.smu.edu.sg/context/sis_research/article/9406/viewcontent/2310.15196.pdf
• Institution: Singapore Management University

Recently, neural heuristics based on deep reinforcement learning have exhibited promise in solving multi-objective combinatorial optimization problems (MOCOPs). However, they are still struggling to achieve high learning efficiency and solution quality. To tackle this issue, we propose an efficient...