Liang, Enming

9 publications

AAAI 2025 DFF: Decision-Focused Fine-Tuning for Smarter Predict-Then-Optimize with Limited Data Jiaqi Yang, Enming Liang, Zicheng Su, Zhichao Zou, Peng Zhen, Jiecheng Guo, Wanjing Ma, Kun An
ICML 2025 Efficient Bisection Projection to Ensure Neural-Network Solution Feasibility for Optimization over General Set Enming Liang, Minghua Chen
NeurIPS 2025 Fast Projection-Free Approach (without Optimization Oracle) for Optimization over Compact Convex Set Chenghao Liu, Enming Liang, Minghua Chen
ICLRW 2025 Gauge Flow Matching for Efficient Constrained Generative Modeling over General Convex Set Xinpeng Li, Enming Liang, Minghua Chen
ICML 2024 Characterizing ResNet’s Universal Approximation Capability Chenghao Liu, Enming Liang, Minghua Chen
ICLR 2024 Generative Learning for Solving Non-Convex Problem with Multi-Valued Input-Solution Mapping Enming Liang, Minghua Chen
JMLR 2024 Homeomorphic Projection to Ensure Neural-Network Solution Feasibility for Constrained Optimization Enming Liang, Minghua Chen, Steven H. Low
ICML 2023 Low Complexity Homeomorphic Projection to Ensure Neural-Network Solution Feasibility for Optimization over (Non-)Convex Set Enming Liang, Minghua Chen, Steven Low
AAAI 2022 OAM: An Option-Action Reinforcement Learning Framework for Universal Multi-Intersection Control Enming Liang, Zicheng Su, Chilin Fang, Renxin Zhong