Jiangnan Xia - 夏江南

I am a first-year Ph.D. student at the University of Georgia, under the mentorship of Prof. Ninghao Liu. I obtained my bachelor’s degree in Software Engineering at Nanchang University. And I received Master's degree from the School of Computer Science at Central South University, under the mentorship of Prof. Senzhang Wang. My current research interests include:

  • Graph Foundation Model
  • Trustworthiness in LLM
  • Spatio-temporal data Mining

UGA / Gmail   |   Google Scholar   |   GitHub

info photo

News

2024/08 - I joined the DLGA lab at the University of Georgia as a research assistant.


Selected Papers

*Equal contribution.

Spatio-temporal data Mining

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Multi-view Bayesian spatio-temporal graph neural networks for reliable traffic flow prediction.

Jiangnan Xia, Senzhang Wang, Xiang Wang, Min Xia, Kun Xie, Jiannong Cao.
(JMLC), International Journal of Machine Learning and Cybernetics, 2022.
[Paper]
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MBA-STNet: Bayes-enhanced Discriminative Multi-task Learning for Flow Prediction

Hao Miao, Jiaxing Shen, Jiannong Cao, Jiangnan Xia, Senzhang Wang.
(TKDE), IEEE Transactions on Knowledge and Data Engineering, 2022.
[Paper]
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STS2ANet: Spatio-temporal Synchronized Sliding Attention Network for Accurate Cross-day Origin-Destination Prediction.

Haoli Wang*, Jiangnan Xia*, Yu Yang, Jiannong Cao.
(DASFAA), Database Systems for Advanced Applications, 2024.

Recommendation System

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Bayes-enhanced Multi-view Attention Networks for Robust POI Recommendation

Jiangnan Xia, Yu Yang, Senzhang Wang, Hongzhi Yin, Jiannong Cao, Philip S. Yu.
(TKDE), IEEE Transactions on Knowledge and Data Engineering, 2023.
[Paper]

Work Experience and Internships

Nov 2022 - Apr 2023, Research Assistant, The Hong Kong Polytechnic University (Applied Biology and Chemical Technology).
May 2023 – Jan 2024, Research Assistant, The Hong Kong Polytechnic University (PolyU Academy for Interdisciplinary Research).