Shengyuan Chen

Postdoc, Hong Kong Polytechnic University

Joined

January 2023

Names

Shengyuan Chen (Preferred)

CHEN SHENGYUAN

SHENGYUAN CHEN

Emails

****@connect.polyu.hk (Confirmed)

****@polyu.edu.hk (Confirmed)

Personal Links

Homepage

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ORCID

Career & Education History

Postdoc

Hong Kong Polytechnic University (polyu.edu.hk)

2024 – Present

PhD student

Hong Kong Polytechnic University (polyu.edu.hk)

2019 – 2024

Undergrad student

Fudan University (fudan.edu.cn)

2015 – 2019

Advisors, Relations & Conflicts

Postdoc Advisor

Jiannong Cao

2024 – Present

PhD Advisor

Xiao Huang

2021 – 2024

Expertise

No areas of expertise listed

Publications

When to use Graphs in RAG: A Comprehensive Analysis for Graph Retrieval-Augmented Generation
Zhishang Xiang, Chuanjie Wu, Qinggang Zhang, Shengyuan Chen, Zijin Hong, Xiao Huang, Jinsong Su
- ICLR 2026 Poster
- Readers: Everyone
LinearRAG: Linear Graph Retrieval Augmented Generation on Large-scale Corpora
Luyao Zhuang, Shengyuan Chen, Yilin Xiao, Huachi Zhou, Yujing Zhang, Hao Chen, Qinggang Zhang, Xiao Huang
- ICLR 2026 Poster
- Readers: Everyone
HyperRAG: Query-Centric Retrieval Augmented Generation with Hyperbolic Structuring
Chuang Zhou, Junnan Dong, Yilin Xiao, Shengyuan Chen, Su Dong, di yin, Zhaozhuo Xu, Xiao Huang
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models
Qinggang Zhang, Shengyuan Chen, Yuanchen Bei, Zheng Yuan, Huachi Zhou, Zijin Hong, Junnan Dong, Hao Chen, Yi Chang, Xiao Huang
- OpenReview Archive Direct Upload
- Readers: Everyone
NeuSymEA: Neuro-symbolic Entity Alignment via Variational Inference
Shengyuan Chen, Zheng Yuan, Qinggang Zhang, Wen Hua, Jiannong Cao, Xiao Huang
- NeurIPS 2025 poster
- Readers: Everyone
Structure-Guided Large Language Models for Text-to-SQL Generation
Qinggang Zhang, Hao Chen, Junnan Dong, Shengyuan Chen, Feiran Huang, Xiao Huang
- ICML 2025 poster
- Readers: Everyone
Neuro-symbolic Entity Alignment via Variational Inference
Shengyuan Chen, Qinggang Zhang, Junnan Dong, Wen Hua, Jiannong Cao, Xiao Huang
- Submitted to ICLR 2025
- Readers: Everyone
Large Language Models based Graph Convolution for Text-Attributed Networks
Chuang Zhou, Zhu Wang, Shengyuan Chen, Jiahe Du, Qiyuan Zheng, Zhaozhuo Xu, Xiao Huang
- Submitted to ICLR 2025
- Readers: Everyone
Entity Alignment with Noisy Annotations from Large Language Models
Shengyuan Chen, Qinggang Zhang, Junnan Dong, Wen Hua, Qing Li, Xiao Huang
- NeurIPS 2024 poster
- Readers: Everyone
Differentiable Neuro-Symbolic Reasoning on Large-Scale Knowledge Graphs
CHEN SHENGYUAN, YUNFENG CAI, Huang Fang, Xiao Huang, Mingming Sun
- NeurIPS 2023 poster
- Readers: Everyone

View all 11 publications

Co-Authors

View all 33 co-authors