Publications

You can also find my articles on my Google Scholar profile.

* denotes equal contributions.

• TTrace: Lightweight Error Checking and Diagnosis for Distributed Training

  Haitian Jiang, Shaowei Zhu, Zhen Zhang, Zhenyu Song, Xinwei Fu, Zhen Jia, Yida Wang, Jinyang Li

  preprint, [paper]

• DiskGNN: Bridging I/O Efficiency and Model Accuracy for Out-of-Core GNN Training

  Renjie Liu, Yichuan Wang, Xiao Yan, Haitian Jiang, Zhenkun Cai, Minjie Wang, Bo Tang, Jinyang Li

  SIGMOD 2025, [paper], [code]

• MuseGNN: Forming Scalable, Convergent GNN Layers that Minimize a Sampling-Based Energy

  Haitian Jiang, Renjie Liu, Zengfeng Huang, Yichuan Wang, Xiao Yan, Zhenkun Cai, Minjie Wang, David Wipf

  ICLR 2025, [paper]

• FreshGNN: Reducing Memory Access via Stable Historical Embeddings for Graph Neural Network Training

  Kezhao Huang*, Haitian Jiang*, Minjie Wang, Guangxuan Xiao, David Wipf, Xiang Song, Quan Gan, Zengfeng Huang, Jidong Zhai, Zheng Zhang

  VLDB 2024, [paper], [code]

• SGFormer: Simplifying and Empowering Transformers for Large-Graph Representations

  Qitian Wu, Wentao Zhao, Chenxiao Yang, Hengrui Zhang, Fan Nie, Haitian Jiang, Yatao Bian, Junchi Yan

  NeurIPS 2023, [paper], [code]