publications

2025

1. NeurIPS

   ML4CO-Bench-101: Benchmark Machine Learning for Classic Combinatorial Problems on Graphs

   Jiale Ma, Wenzheng Pan, Yang Li, and 1 more author

   In Advances in Neural Information Processing Systems, 2025

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   @inproceedings{ma2025mlcobench,
     title = {ML4CO-Bench-101: Benchmark Machine Learning for Classic Combinatorial Problems on Graphs},
     author = {Ma, Jiale and Pan, Wenzheng and Li, Yang and Yan, Junchi},
     booktitle = {Advances in Neural Information Processing Systems},
     year = {2025}
   }

2. ICML

   COExpander: Adaptive Solution Expansion for Combinatorial Optimization

   Jiale Ma, Wenzheng Pan, Yang Li, and 1 more author

   In International Conference on Machine Learning, 2025

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   @inproceedings{macoexpander,
     title = {COExpander: Adaptive Solution Expansion for Combinatorial Optimization},
     author = {Ma, Jiale and Pan, Wenzheng and Li, Yang and Yan, Junchi},
     booktitle = {International Conference on Machine Learning},
     year = {2025}
   }

3. ICML

   Generative Modeling Reinvents Supervised Learning: Label Repurposing with Predictive Consistency Learning

   Yang Li, Jiale Ma, Yebin Yang, and 3 more authors

   In International Conference on Machine Learning, 2025

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   @inproceedings{ligenerative,
     title = {Generative Modeling Reinvents Supervised Learning: Label Repurposing with Predictive Consistency Learning},
     author = {Li, Yang and Ma, Jiale and Yang, Yebin and Wu, Qitian and Zha, Hongyuan and Yan, Junchi},
     booktitle = {International Conference on Machine Learning},
     year = {2025}
   }

4. ICLR

   ML4TSPBench: Streamlining the Design Space of ML4TSP Suggests Principles for Learning and Search

   Yang Li, Jiale Ma, Wenzheng Pan, and 4 more authors

   In International Conference on Learning Representations, 2025

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   @inproceedings{li2025ml4tsp,
     title = {ML4TSPBench: Streamlining the Design Space of ML4TSP Suggests Principles for Learning and Search},
     author = {Li, Yang and Ma, Jiale and Pan, Wenzheng and Wang, Runzhong and Geng, Haoyu and Yang, Nianzu and Yan, Junchi},
     booktitle = {International Conference on Learning Representations},
     year = {2025}
   }

5. ICLR

   UniCO: On Unified Combinatorial Optimization via Problem Reduction to Matrix-Encoded General TSP

   Wenzheng Pan, Hao Xiong, Jiale Ma, and 3 more authors

   In International Conference on Learning Representations, 2025

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   @inproceedings{pan2025unico,
     title = {UniCO: On Unified Combinatorial Optimization via Problem Reduction to Matrix-Encoded General TSP},
     author = {Pan, Wenzheng and Xiong, Hao and Ma, Jiale and Zhao, Wentao and Li, Yang and Yan, Junchi},
     booktitle = {International Conference on Learning Representations},
     year = {2025}
   }

2024

1. JMLR

   Pygmtools: A Python Graph Matching Toolkit

   Runzhong Wang, Ziao Guo, Wenzheng Pan, and 10 more authors

   Journal of Machine Learning Research, 2024

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   @article{wang2024pygm,
     title = {Pygmtools: A Python Graph Matching Toolkit},
     author = {Wang, Runzhong and Guo, Ziao and Pan, Wenzheng and Ma, Jiale and Zhang, Yikai and Yang, Nan and Liu, Qi and Wei, Longxuan and Zhang, Hanxue and Liu, Chang and Jiang, Zetian and Yang, Xiaokang and Yan, Junchi},
     journal = {Journal of Machine Learning Research},
     year = {2024}
   }