Enming Liang



This is Enming Liang (梁恩明). Currently, I am a Research Assistant Professor at City University of Hong Kong.
I received Ph.D. (2021-2024) at Department of Data Science, City University of Hong Kong, supervised by Prof. Minghua Chen. I received bachelor degree (2016-2020) at School of Intelligent Systems Engineering, Sun Yat-sen University. supervised by Prof. Renxin Zhong.
I had worked as a research intern in MSRA (Beijing), Huawei Noah's Ark Lab (Shenzhen), and DiDi-SYSU Research Project (Guangzhou).
My research interests include Machine Learning for Constrained Optimization, and its application for Mobility, Energy, and Climate.

We have 25/26 PhD/RA positions, please mail your CV if interested.


Research & Tutorials & Competitions


ML for Constrained Optimization

Decision-Focused Learning
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, Kun An, Wanjing Ma. AAAI 2025 (Oral)
NN Approximation Capability

AI for Mobility, Energy, and Climate

Ride-Sourcing Optimization
Power Grid Operation
AI for Optimal Power Flow Tutorial
Enming Liang, Priya L. Donti, and Minghua Chen. Climate Change AI Summer School 2024

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