Publication

2027

1. EPSR

   

   Machine Learning Guided Optimal Transmission Switching to Mitigate Wildfire Ignition Risk

   Weimin Huang, Ryan Piansky, Bistra Dilkina, and Daniel K. Molzahn

   Electric Power Systems Research, 2027

   Presented at the Power Systems Computation Conference (PSCC 2026)

   DOI Bib HTML

   @article{huang2026wildfire,
     title = {Machine Learning Guided Optimal Transmission Switching to Mitigate Wildfire Ignition Risk},
     author = {Huang, Weimin and Piansky, Ryan and Dilkina, Bistra and Molzahn, Daniel K.},
     journal = {Electric Power Systems Research},
     volume = {262},
     pages = {113687},
     year = {2027},
     note = {Presented at the Power Systems Computation Conference (PSCC 2026)},
     doi = {10.1016/j.epsr.2026.113687},
   }

2026

1. arXiv

   

   Machine learning-guided real-time AC optimal transmission switching

   Weimin Huang^*, Weiwei Yang^*, Bistra Dilkina, Konstantina Mellou, Ishai Menache, Marco Molinaro, Chris White, and Baosen Zhang

   arXiv preprint arXiv:2610.38180, 2026

   DOI Bib HTML PDF

   @article{huang2026acots,
     title = {Machine learning-guided real-time AC optimal transmission switching},
     author = {Huang, Weimin and Yang, Weiwei and Dilkina, Bistra and Mellou, Konstantina and Menache, Ishai and Molinaro, Marco and White, Chris and Zhang, Baosen},
     journal = {arXiv preprint arXiv:2610.38180},
     year = {2026},
     doi = {10.48550/arXiv.2610.38180},
   }

2. SoCS

   

   ML-Guided Primal Heuristics for Mixed Binary Quadratic Programs

   Weimin Huang, Natalie M. Isenberg, Ján Drgoňa, Draguna L. Vrabie, and Bistra Dilkina

   In Proceedings of the International Symposium on Combinatorial Search, 2026

   Presented at the NeurIPS 2025 Workshop on Differentiable Learning of Combinatorial Algorithms

   DOI Bib HTML PDF

   @inproceedings{huang2026mlmbqp,
     title = {ML-Guided Primal Heuristics for Mixed Binary Quadratic Programs},
     author = {Huang, Weimin and Isenberg, Natalie M. and Drgo{\v{n}}a, J{\'a}n and Vrabie, Draguna L. and Dilkina, Bistra},
     booktitle = {Proceedings of the International Symposium on Combinatorial Search},
     volume = {19},
     number = {1},
     pages = {74--83},
     year = {2026},
     doi = {10.1609/socs.v19i1.43075},
     note = {Presented at the NeurIPS 2025 Workshop on Differentiable Learning of Combinatorial Algorithms}
   }

2025

1. arXiv

   

   Domain-Aware Machine Learning for Accelerating MILP-Based Motion Planning with Temporal Logic and Chance Constraints

   Junyang Cai, Weimin Huang, Brendan Long, Matthew Cleaveland, Jyotirmoy V. Deshmukh, Lars Lindemann, and Bistra Dilkina

   arXiv preprint arXiv:2508.07515, 2025

   DOI Bib HTML PDF

   @article{cai2025motionplanning,
     title = {Domain-Aware Machine Learning for Accelerating MILP-Based Motion Planning with Temporal Logic and Chance Constraints},
     author = {Cai, Junyang and Huang, Weimin and Long, Brendan and Cleaveland, Matthew and Deshmukh, Jyotirmoy V. and Lindemann, Lars and Dilkina, Bistra},
     journal = {arXiv preprint arXiv:2508.07515},
     year = {2025},
     doi = {10.48550/arXiv.2508.07515},
   }

2. SoCS

   

   Efficient Primal Heuristics for Mixed Binary Quadratic Programs Using Suboptimal Rounding Guidance

   Weimin Huang, Natalie M. Isenberg, Ján Drgoňa, Draguna L. Vrabie, and Bistra Dilkina

   In Proceedings of the International Symposium on Combinatorial Search, 2025

   DOI Bib HTML PDF

   @inproceedings{huang2025mbqp,
     title = {Efficient Primal Heuristics for Mixed Binary Quadratic Programs Using Suboptimal Rounding Guidance},
     author = {Huang, Weimin and Isenberg, Natalie M. and Drgo{\v{n}}a, J{\'a}n and Vrabie, Draguna L. and Dilkina, Bistra},
     booktitle = {Proceedings of the International Symposium on Combinatorial Search},
     volume = {18},
     number = {1},
     pages = {74--82},
     year = {2025},
     doi = {10.1609/socs.v18i1.35978},
   }

2024

1. arXiv

   

   Distributional MIPLIB: a Multi-Domain Library for Advancing ML-Guided MILP Methods

   Weimin Huang, Taoan Huang, Aaron M. Ferber, and Bistra Dilkina

   arXiv preprint arXiv:2406.06954, 2024

   DOI Bib HTML PDF Website

   @article{huang2024dmiplib,
     title = {Distributional MIPLIB: a Multi-Domain Library for Advancing ML-Guided MILP Methods},
     author = {Huang, Weimin and Huang, Taoan and Ferber, Aaron M. and Dilkina, Bistra},
     journal = {arXiv preprint arXiv:2406.06954},
     year = {2024},
     doi = {10.48550/arXiv.2406.06954},
   }

2023

1. AAAI

   

   Walkability Optimization: Formulations, Algorithms, and a Case Study of Toronto

   Weimin Huang and Elias B. Khalil

   In Proceedings of the AAAI Conference on Artificial Intelligence, 2023

   DOI Bib HTML PDF

   @inproceedings{huang2023walkability,
     title = {Walkability Optimization: Formulations, Algorithms, and a Case Study of Toronto},
     author = {Huang, Weimin and Khalil, Elias B.},
     booktitle = {Proceedings of the AAAI Conference on Artificial Intelligence},
     volume = {37},
     number = {12},
     pages = {14249--14258},
     year = {2023},
     doi = {10.1609/aaai.v37i12.26667},
   }

2020

1. ECCV

   

   On Transferability of Histological Tissue Labels in Computational Pathology

   Mahdi S. Hosseini, Lyndon Chan, Weimin Huang, Yichen Wang, Danial Hasan, Corwyn Rowsell, Savvas Damaskinos, and Konstantinos N. Plataniotis

   In Computer Vision – ECCV 2020, 2020

   DOI Bib HTML

   @inproceedings{hosseini2020transferability,
     title = {On Transferability of Histological Tissue Labels in Computational Pathology},
     author = {Hosseini, Mahdi S. and Chan, Lyndon and Huang, Weimin and Wang, Yichen and Hasan, Danial and Rowsell, Corwyn and Damaskinos, Savvas and Plataniotis, Konstantinos N.},
     booktitle = {Computer Vision -- ECCV 2020},
     series = {Lecture Notes in Computer Science},
     pages = {453--469},
     year = {2020},
     publisher = {Springer International Publishing},
     doi = {10.1007/978-3-030-58526-6_27},
   }