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šŸ’šŸ»ā€ā™‚ļø About Me

ā­ Research Interests

šŸ“š Selected Recent Works

$^1$: co-first authors      $^\ast$: corresponding author

  • Data Augmentation on Graphs: A Technical Survey
  • Arxiv (Under Review)
  • Jiajun Zhou$^1$, Chenxuan Xie$^1$, Zhenyu Wen, Xiangyu Zhao, Qi Xuan$^\ast$.
  • [Paper] [Github] [Bibtex]
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  • PathMLP: Smooth Path Towards High-order Homophily
  • Arxiv (Under Review)
  • Jiajun Zhou$^1$, Chenxuan Xie$^1$, Shengbo Gong, Jiaxu Qian, Shanqing Yu$^\ast$, Qi Xuan.
  • [Paper] [Bibtex]
  • Neighborhood Homophily-based Graph Convolutional Network
  • ACM International Conference on Information and Knowledge Management (CIKM 2023, CCF B)
  • Shengbo Gong, Jiajun Zhou$^\ast$, Chenxuan Xie, Qi Xuan.
  • [Paper] [Code] [Talk] [Bibtex]
  • Behavior-aware Account De-anonymization on Ethereum Interaction Graph
  • IEEE Transactions on Information Forensics and Security (IEEE TIFS 2022, CCF A, SCI Q1)
  • Jiajun Zhou, Chenkai Hu, Jianlei Chi, Jiajing Wu, Meng Shen, Qi Xuan$^\ast$.
  • [Paper] [Code] [Bibtex]
  • RobustECD: Enhancement of Network Structure for Robust Community Detection
  • IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE 2021, CCF A, SCI Q1)
  • Jiajun Zhou, Zhi Chen, Min Du, Lihong Chen, Shanqing Yu, Guanrong Chen, Qi Xuan$^\ast$.
  • [Paper] [Code] [+Appendix] [Bibtex]
  • Data Augmentation for Graph Classification
  • ACM International Conference on Information and Knowledge Management (CIKM 2020, CCF B)
  • Jiajun Zhou, Jie Shen, Qi Xuan*.
  • [Paper] [Talk] [Bibtex]
  • M-Evolve: Structural-Mapping-Based Data Augmentation for Graph Classification
  • IEEE Transactions on Network Science and Engineering (IEEE TNSE 2020, SCI Q1)
  • Jiajun Zhou, Jie Shen, Shanqing Yu, Guanrong Chen, Qi Xuan$^\ast$.
  • [Paper] [Bibtex]
  • Identity Inference on Blockchain using Graph Neural Network
  • International Conference on Blockchain and Trustworthy Systems (BlockSys 2021, EI)
  • Jie Shen, Jiajun Zhou, Yunyi Xie, Shanqing Yu, Qi Xuan$^\ast$.
  • [Paper] [Code] [Bibtex]
  • Subgraph Augmentation with Application to Graph Mining
  • In Book Chapter of Graph Data Mining: Algorithm, Security and Application (Springer 2021)
  • Jiajun Zhou, Jie Shen, Yalu Shan, Qi Xuan, Guanrong Chen.
  • [Paper] [Bibtex]