HGCN2SP: Hierarchical Graph Convolutional Network for Two-Stage Stochastic ProgrammingInternational Conference on Machine Learning (ICML), 2025 |
Accelerate Presolve in Large-Scale Linear Programming via Reinforcement
LearningIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2023 |
Exploring the Power of Graph Neural Networks in Solving Linear
Optimization ProblemsInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2023 |
Taking the human out of decomposition-based optimization via artificial
intelligence: Part I. Learning when to decomposeComputers and Chemical Engineering (Comput. Chem. Eng.), 2023 |
Learning Cut Selection for Mixed-Integer Linear Programming via
Hierarchical Sequence ModelInternational Conference on Learning Representations (ICLR), 2023 |
On Representing Linear Programs by Graph Neural NetworksInternational Conference on Learning Representations (ICLR), 2022 |