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2020 – today
- 2026
[c11]Shengyuan Chen, Chuang Zhou, Zheng Yuan, Qinggang Zhang
, Zeyang Cui, Hao Chen, Yilin Xiao, Jiannong Cao, Xiao Huang:
You Don't Need Pre-Built Graphs for RAG: Retrieval Augmented Generation with Adaptive Reasoning Structures. AAAI 2026: 30270-30278- [c10]Chuang Zhou, Junnan Dong, Yilin Xiao, Shengyuan Chen, Su Dong, Di Yin, Xing Sun, Zhaozhuo Xu, Xiao Huang:
Query-Aware Knowledge Retrieval via Hyperbolic Structuring. ACL (1) 2026: 21601-21614 - [i15]Su Dong, Qinggang Zhang, Yilin Xiao, Shengyuan Chen, Chuang Zhou, Xiao Huang:
Use Graph When It Needs: Efficiently and Adaptively Integrating Retrieval-Augmented Generation with Graphs. CoRR abs/2602.03578 (2026) - [i14]Chang Yang, Chuang Zhou, Yilin Xiao, Su Dong, Luyao Zhuang, Yujing Zhang, Zhu Wang, Zijin Hong, Zheng Yuan, Zhishang Xiang, Shengyuan Chen, Huachi Zhou, Qinggang Zhang, Ninghao Liu, Jinsong Su, Xinrun Wang, Yi Chang, Xiao Huang:
Graph-based Agent Memory: Taxonomy, Techniques, and Applications. CoRR abs/2602.05665 (2026) - [i13]Yilin Xiao, Zhehan Zhu, Yujing Zhang, Jin Chen, Zijin Hong, Luyao Zhuang, Qinggang Zhang, Shengyuan Chen, Xiaocao Ouyang, Lingfei Ren, Xiao Huang:
Zero-Mem: Zero-Token Memory Operations for LLM Agents. CoRR abs/2607.29377 (2026) - 2025
- [j6]Hao Chen, Yuanchen Bei, Wenbing Huang, Shengyuan Chen, Feiran Huang, Xiao Huang:
Graph Cross-Correlated Network for Recommendation. IEEE Trans. Knowl. Data Eng. 37(2): 710-723 (2025) - [c9]Chuang Zhou, Zhu Wang, Shengyuan Chen, Jiahe Du, Qiyuan Zheng, Zhaozhuo Xu, Xiao Huang:
Taming Language Models for Text-attributed Graph Learning with Decoupled Aggregation. ACL (1) 2025: 3463-3474 - [c8]Qinggang Zhang, Hao Chen, Junnan Dong, Shengyuan Chen, Feiran Huang, Xiao Huang:
Structure-Guided Large Language Models for Text-to-SQL Generation. ICML 2025 - [c7]Shengyuan Chen, Zheng Yuan, Qinggang Zhang, Wen Hua, Jiannong Cao, Xiao Huang:
NeuSymEA: Neuro-symbolic Entity Alignment via Variational Inference. NeurIPS 2025 - [i12]Zhaoqing Li, Maiqi Jiang, Shengyuan Chen, Bo Li, Guorong Chen, Xiao Huang:
Automated Heterogeneous Network learning with Non-Recursive Message Passing. CoRR abs/2501.07598 (2025) - [i11]Qinggang Zhang, Shengyuan Chen, Yuanchen Bei, Zheng Yuan, Huachi Zhou, Zijin Hong, Junnan Dong, Hao Chen, Yi Chang, Xiao Huang:
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models. CoRR abs/2501.13958 (2025) - [i10]Zhishang Xiang, Chuanjie Wu, Qinggang Zhang, Shengyuan Chen, Zijin Hong, Xiao Huang, Jinsong Su:
When to use Graphs in RAG: A Comprehensive Analysis for Graph Retrieval-Augmented Generation. CoRR abs/2506.05690 (2025) - [i9]Yilin Xiao, Chuang Zhou, Qinggang Zhang, Su Dong, Shengyuan Chen, Xiao Huang:
LAG: Logic-Augmented Generation from a Cartesian Perspective. CoRR abs/2508.05509 (2025) - [i8]Shengyuan Chen, Chuang Zhou, Zheng Yuan, Qinggang Zhang, Zeyang Cui, Hao Chen, Yilin Xiao, Jiannong Cao, Xiao Huang:
You Don't Need Pre-built Graphs for RAG: Retrieval Augmented Generation with Adaptive Reasoning Structures. CoRR abs/2508.06105 (2025) - [i7]Luyao Zhuang, Shengyuan Chen, Yilin Xiao, Huachi Zhou, Yujing Zhang, Hao Chen, Qinggang Zhang, Xiao Huang:
LinearRAG: Linear Graph Retrieval Augmented Generation on Large-scale Corpora. CoRR abs/2510.10114 (2025) - 2024
- [c6]Shengyuan Chen, Qinggang Zhang, Junnan Dong, Wen Hua, Qing Li, Xiao Huang:
Entity Alignment with Noisy Annotations from Large Language Models. NeurIPS 2024 - [i6]Shengyuan Chen, Qinggang Zhang, Junnan Dong, Wen Hua, Qing Li, Xiao Huang:
Entity Alignment with Noisy Annotations from Large Language Models. CoRR abs/2405.16806 (2024) - [i5]Shengyuan Chen, Qinggang Zhang, Junnan Dong, Wen Hua, Jiannong Cao, Xiao Huang:
Neuro-Symbolic Entity Alignment via Variational Inference. CoRR abs/2410.04153 (2024) - [i4]Hao Chen, Yuanchen Bei, Wenbing Huang, Shengyuan Chen, Feiran Huang, Xiao Huang:
Graph Cross-Correlated Network for Recommendation. CoRR abs/2411.01182 (2024) - 2023
- [j5]Zecheng Li, Shengyuan Chen, Hongshu Dai, Dunyuan Xu, Cheng-Kang Chu, Bin Xiao:
Abnormal Traffic Detection: Traffic Feature Extraction and DAE-GAN With Efficient Data Augmentation. IEEE Trans. Reliab. 72(2): 498-510 (2023) - [c5]Yuanchen Bei, Hao Chen, Shengyuan Chen, Xiao Huang, Sheng Zhou, Feiran Huang:
Non-Recursive Cluster-Scale Graph Interacted Model for Click-Through Rate Prediction. CIKM 2023: 3748-3752 - [c4]Zirui Liu, Shengyuan Chen, Kaixiong Zhou, Daochen Zha, Xiao Huang, Xia Hu:
RSC: Accelerate Graph Neural Networks Training via Randomized Sparse Computations. ICML 2023: 21951-21968 - [c3]Shengyuan Chen, Yunfeng Cai, Huang Fang, Xiao Huang, Mingming Sun:
Differentiable Neuro-Symbolic Reasoning on Large-Scale Knowledge Graphs. NeurIPS 2023 - 2022
- [j4]Zhihao Guo, Shengyuan Chen, Xiao Huang, Zhiqiang Qian, Chunsing Yu, Yan Xu, Fang Ding:
Fair Benchmark for Unsupervised Node Representation Learning. Algorithms 15(10): 379 (2022) - [j3]Rui Liang, Hongmei Zhu, Grant Lawson, Zhao Lian, Yuqi Huang, Shengyuan Chen:
Early childhood learning analytics: A case study of Learning Jungle. Frontiers Appl. Math. Stat. 8 (2022) - [i3]Zirui Liu, Shengyuan Chen, Kaixiong Zhou, Daochen Zha, Xiao Huang, Xia Hu:
RSC: Accelerating Graph Neural Networks Training via Randomized Sparse Computations. CoRR abs/2210.10737 (2022) - [i2]Kaixiong Zhou, Zhenyu Zhang, Shengyuan Chen, Tianlong Chen, Xiao Huang, Zhangyang Wang, Xia Hu:
QuanGCN: Noise-Adaptive Training for Robust Quantum Graph Convolutional Networks. CoRR abs/2211.07379 (2022) - 2020
- [j2]Masoud Ataei, Shengyuan Chen, Zijiang Yang, M. Reza Peyghami:
Time-homogeneous top-K ranking using tensor decompositions. Optim. Methods Softw. 35(6): 1119-1143 (2020)
2010 – 2019
- 2018
- [j1]Sajad Fathi Hafshejani, Alireza Fakharzadeh Jahromi, Mohammad Reza Peyghami, Shengyuan Chen:
Complexity of Interior Point Methods for a Class of Linear Complementarity Problems Using a Kernel Function with Trigonometric Growth Term. J. Optim. Theory Appl. 178(3): 935-949 (2018) - [c2]M. Reza Peyghami, Kevin Yang, Shengyuan Chen, Zijiang Yang, Masoud Ataei:
Accelerated Gradient and Block-Wise Gradient Methods for Big Data Factorization. Canadian AI 2018: 231-238 - [i1]Masoud Ataei, Shengyuan Chen, Xiaogang Wang:
Lehmer Transform and its Theoretical Properties. CoRR abs/1805.04927 (2018)
2000 – 2009
- 2009
- [c1]Bing Zhao, Shengyuan Chen:
A Simplex Armijo Downhill Algorithm for Optimizing Statistical Machine Translation Decoding Parameters. HLT-NAACL (Short Papers) 2009: 21-24
Coauthor Index
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