I am a final-year Ph.D. student at Zhejiang University under the supervision of Prof. Siliang Tang (汤斯亮), and a research intern at AntGroup, mentored by YongChao Liu (刘永超). My research focuses on Self-Supervised Graph Representation Learning, Graph Transfer Learning, Large Language Models, and Graph Foundation Models.

We recently released the first comprehensive survey on GraphRAG, which formalizes the GraphRAG workflow, covering Graph-Based Indexing, Graph-Guided Retrieval, and Graph-Enhanced Generation. Additionally, we introduced a novel Graph Foundation Model that demonstrates strong cross-domain and cross-task transferability.

I expect to graduate in June 2025 and am actively seeking postdoctoral opportunities. If interested, please feel free to contact me.

🔥 News

  • 2024.11: 🎉 One paper is accepted by KDD 2025
  • 2024.10: 📘 Our Graph Foundation Model is available
  • 2024.09: 🎉 One paper is accepted by EMNLP 2024 (Main)
  • 2024.08: 📘 The first survey of GraphRAG is available!
  • 2024.07: 📘 First time as corresponding author for two papers: UniGAP and DeGTA
  • 2024.07: 🚩 Our team ranked the 3-rd position (3/508) in the KDD CUP 2024
  • 2024.04: 🎉 One paper is accepted by IJCAI 2024
  • 2024.01: 🎉 Two papers are accepted by WWW 2024
  • 2023.07: 🎉 One paper is accepted by ECAI 2023
  • 2023.04: 🎉 One paper is accepted by IJCAI 2023
  • 2022.04: 🎉 One paper is accepted by IJCAI 2022

🗃️ Publications

“*” denotes equal contribution, “†” denotes corresponding author

🕸 Graph Generalization

Under Review
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GraphCLIP: Enhancing Transferability in Graph Foundation Models for Text-Attributed Graphs
Yun Zhu, Haizhou Shi, Xiaotang Wang, Yongchao Liu, Yaoke Wang, Boci Peng, Chuntao Hong, Siliang Tang†

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Under Review
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Graph Triple Attention Network: A Decoupled Perspective
Xiaotang Wang*, Yun Zhu*†, Haizhou Shi, Yongchao Liu, Chuntao Hong

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IJCAI-22
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🔧 Graph Adaption

Under Review
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EMNLP-24 (Main)
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Bridging Local Details and Global Context in Text-Attributed Graphs
Yaoke Wang*, Yun Zhu*, Wenqiao Zhang, Yueting Zhuang, Yunfei Li, Siliang Tang† Static Badge Static Badge

IJCAI-24
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Efficient Tuning and Inference for Large Language Models on Textual Graphs
Yun Zhu*, Yaoke Wang*, Haizhou Shi, Siliang Tang†

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WWW-24 (Oral)
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ArXiv2302
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SGL-PT: A Strong Graph Learner with Graph Prompt Tuning
Yun Zhu, Jianhao Guo, Siliang Tang†

📚 Survey

Under Review
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Graph Retrieval-Augmented Generation: A Survey
Boci Peng*, Yun Zhu*, Yongchao Liu, Xiaohe Bo, Haizhou Shi, Chuntao Hong, Yan Zhang†, Siliang Tang

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Others

🎖 Honors and Awards

  • 2022-2023 Honor for Graduates-Excellence in Academic (Practice) Innovation
  • 2021-2022 Award of Honor for Graduate
  • 2020-2021 Award of Honor for Graduate
  • 2019-2020 Outstanding Graduates in Zhejiang Province, Provincial Government Scholarship, The First Prize Scholarship
  • 2018-2019 Provincial Government Scholarship, The First Prize Scholarship
  • 2017-2018 Provincial Government Scholarship, The First Prize Scholarship
  • 2016-2017 Provincial Government Scholarship, The First Prize Scholarship

🎓 Educations

  • 2020.09 - 2025.06, Ph.D., Zhejiang University, Hangzhou.
  • 2016.09 - 2020.06, Undergraduate, Software Engineering, Zhejiang Univeristy of Technology, Hangzhou.
  • 2013.09 - 2016.06, Xin’anjiang High School, Jiande, Hangzhou, Zhejiang.

📝 Blogs

📚 Collections