Shengyuan Chen

1. A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models
   2025/01/21 by Qinggang Zhang, Shengyuan Chen, Zhang, Qinggang +18 · 19 citations
   Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Natural Language Processing Techniques #Topic Modeling
2. RSC: Accelerating Graph Neural Networks Training via Randomized Sparse Computations
   2022/10/19 by Zirui Liu, Liu, Zirui, Shengyuan Chen +9 · 4 citations
   Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM #Stochastic Gradient Optimization Techniques
3. When to use Graphs in RAG: A Comprehensive Analysis for Graph Retrieval-Augmented Generation
   2025/06/06 by Zhiyi Xiang, Xiang, Zhishang, Chuanjie Wu +10 · 10 citations
   Computer Science · #Advanced Graph Neural Networks #Topic Modeling #Multimodal Machine Learning Applications
4. Neuro-Symbolic Entity Alignment via Variational Inference
   2024/10/05 by Shengyuan Chen, Chen, Shengyuan, Yuan, Zheng +8 · 5 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Topic Modeling
5. LinearRAG: Linear Graph Retrieval Augmented Generation on Large-scale Corpora
   2025/10/11 by Zhuang, Luyao, Shengyuan Chen, Chen, Shengyuan +12 · 4 citations
   Computer Science · #Topic Modeling #Advanced Graph Neural Networks #Multimodal Machine Learning Applications
6. You Don't Need Pre-built Graphs for RAG: Retrieval Augmented Generation with Adaptive Reasoning Structures
   2025/08/08 by Shengyuan Chen, Chuang Zhou, Chen, Shengyuan +14 · 4 citations
   Computer Science · #Topic Modeling #Intelligent Tutoring Systems and Adaptive Learning #Natural Language Processing Techniques
7. Graph Cross-Correlated Network for Recommendation
   2024/11/02 by Hao Chen, Yuanchen Bei, Chen, Hao +9 · 2 citations
   Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Recommender Systems and Techniques