Large Language Model for Multi-objective Evolutionary Optimization. - Fei Liu 044; Xi Lin 001; Zhenkun Wang 001; Shunyu Yao 002; Xialiang Tong; Mingxuan Yuan; Qingfu Zhang 001 (CoRR, 2023)

Choose Appropriate Subproblems for Collaborative Modeling in Expensive Multiobjective Optimization. - Zhenkun Wang 001; Qingfu Zhang 001; Yew-Soon Ong; Shunyu Yao 002; Haitao Liu 002; Jianping Luo (IEEE Trans. Cybern., 2023)

DPN: Decoupling Partition and Navigation for Neural Solvers of Min-max Vehicle Routing Problems. - Zhi Zheng 009; Shunyu Yao 002; Zhenkun Wang 001; Xialiang Tong; Mingxuan Yuan; Ke Tang (ICML, 2024)

Pareto Improver: Learning Improvement Heuristics for Multi-Objective Route Planning. - Zhi Zheng 009; Shunyu Yao 002; Genghui Li; Linxi Han; Zhenkun Wang 001 (IEEE Trans. Intell. Transp. Syst., 2024)

Multiobjective Combinatorial Optimization Using a Single Deep Reinforcement Learning Model. - Zhenkun Wang 001; Shunyu Yao 002; Genghui Li; Qingfu Zhang 001 (IEEE Trans. Cybern., 2024)

Multi-Objective Evolution of Heuristic Using Large Language Model. - Shunyu Yao 002; Fei Liu 044; Xi Lin 001; Zhichao Lu; Zhenkun Wang 001; Qingfu Zhang 001 (AAAI, 2025)

Large Language Model for Multiobjective Evolutionary Optimization. - Fei Liu 044; Xi Lin 001; Shunyu Yao 002; Zhenkun Wang 001; Xialiang Tong; Mingxuan Yuan; Qingfu Zhang 001 (EMO (2), 2025)