A Bi-Level Framework for Learning to Solve Combinatorial Optimization on Graphs. - Runzhong Wang; Zhigang Hua; Gan Liu; Jiayi Zhang 003; Junchi Yan; Feng Qi 005; Shuang Yang; Jun Zhou 011; Xiaokang Yang 001 (NeurIPS, 2021)

A Survey for Solving Mixed Integer Programming via Machine Learning. - Jiayi Zhang 003; Chang Liu 021; Junchi Yan; Xijun Li; Hui-Ling Zhen; Mingxuan Yuan (CoRR, 2022)

Towards Variance Reduction for Reinforcement Learning of Industrial Decision-making Tasks: A Bi-Critic based Demand-Constraint Decoupling Approach. - Jianyong Yuan; Jiayi Zhang 003; Zinuo Cai; Junchi Yan (KDD, 2023)

A survey for solving mixed integer programming via machine learning. - Jiayi Zhang 003; Chang Liu 021; Xijun Li; Hui-Ling Zhen; Mingxuan Yuan; Yawen Li 001; Junchi Yan (Neurocomputing, 2023)