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I am Shengyuan CHEN, a Postdoctoral Fellow under the guidance of Prof. Jiannong CAO (since 2024) at the Hong Kong Polytechnic University, Department of Computing. I earned my Ph.D. degree from the same department under the supervision of Prof. Xiao HUANG (2021–2024). Prior to that, I obtained my bachelor’s degree from Fudan University, Department of Electronic Information Science and Engineering.
My research interests include graph representation learning, reasoning, and Large Language Models, with latest research presented at NeurIPS, ICML, TKDE, CIKM, etc.. Currently, I am working on Graph-based Retrieval-Augmented Generation for LLMs.
[2025/02] Invited to serve as PC member in NeurIPS 2025
[2025/01] 🔥🔥🔥 Our survey on GraphRAG is released! Checkout the Awesome-list .
[2024/12] Invited to serve as PC member in ICML 2025
[2024/12] One paper accepted to TKDE
[2024/10] Invited to serve as PC member in AISTATS 2025
[2024/09] Our work LLM4EA is accepted to NeurIPS
[2024/08] Invited to serve as PC member in ICLR 2025
[2024/05] Invited to serve as PC member in NeurIPS 2024
[2024/04] Invited to serve as reviewer in TNNLS 2024
[2023/12] Invited to serve as reviewer in TKDD 2024
[2023/09] Our work DiffLogic is accepted to NeurIPS