Jingwei Guo (郭经纬)

Algorithm Engineer @ Alibaba Group
PhD @ University of Liverpool
Bsc @ Xi’an Jiaotong-Liverpool University

jingwei_profile.jpg

I am currently an Algorithm Engineer at Alibaba Group. I obtained PhD in Computer Science from the University of Liverpool in 2024, under the supervision of Prof. Kaizhu Huang, Prof. Xinping Yi, and Prof. Rui Zhang. My PhD study is on the modeling and analysis of structured data using Graph Neural Networks (GNNs), specifically including 1) identifying and analyzing the inherent limitations of GNNs due to often inappropriate assumptions in complex graph environments; 2) discovering and leveraging latent patterns within these environments to improve the real-world applicability of GNNs. Previously, I received Bsc in Applied Math from Xi’an Jiaotong-Liverpool University in 2018.

Contact: jingweiguo19@outlook.com; jingweiguo19@gmail.com

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selected papers

    1. TPAMI
      ES-GNN: Generalizing graph neural networks beyond homophily with edge splitting
      Jingwei Guo, Kaizhu Huang, Xinping Yi, and Rui Zhang
      IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024
    2. WWW
      Graph Neural Networks with Diverse Spectral Filtering
      Jingwei Guo, Kaizhu Huang, Xinping Yi, and Rui Zhang
      In Proceedings of the ACM Web Conference, 2023
    3. TNNLS
      Learning disentangled graph convolutional networks locally and globally
      Jingwei Guo, Kaizhu Huang, Xinping Yi, and Rui Zhang
      IEEE Transactions on Neural Networks and Learning Systems, 2022