Publications
2024
- ICLRGenerative Learning for Solving Non-Convex Problem with Multi-Valued Input-Solution MappingIn Proceedings of the Twelfth International Conference on Learning Representations. 2024.
2023
- ICMLLow Complexity Homeomorphic Projection to Ensure Neural-Network Solution Feasibility for Optimization over (Non-)Convex SetIn Proceedings of the Fortieth International Conference on Machine Learning. 2023.
2023
- TRBHierarchical Control for Stochastic Network Traffic with Reinforcement LearningTransportation Research Part B: Methodological. 2023.
2022
- AAAIOAM: An Option-Action Reinforcement Learning Framework for Universal Multi-Intersection ControlIn Proceedings of the AAAI Conference on Artificial Intelligence. 2022.
2021
- TNNLSAn Integrated Reinforcement Learning and Centralized Programming Approach for Online Taxi DispatchingIEEE Transactions on Neural Networks and Learning Systems. 2021.