publications

2025

1. ICLR

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

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

   International Conference on Learning Representations, 2025

   Bib HTML PDF

   @article{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},
     journal = {International Conference on Learning Representations},
     year = {2025}
   }

2. ICLR

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

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

   International Conference on Learning Representations, 2025

   Bib HTML PDF

   @article{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},
     journal = {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

   Bib HTML PDF

   @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}
   }