| 2026 | AAAI | You Don't Need Pre-Built Graphs for RAG: Retrieval Augmented Generation with Adaptive Reasoning Structures. | Shengyuan Chen, Chuang Zhou, Zheng Yuan, Qinggang Zhang, Zeyang Cui, Hao Chen, Yilin Xiao, Jiannong Cao, Xiao Huang |
| 2026 | ACL | Query-Aware Knowledge Retrieval via Hyperbolic Structuring. | Chuang Zhou, Junnan Dong, Yilin Xiao, Shengyuan Chen, Su Dong, Di Yin, Xing Sun, Zhaozhuo Xu, Xiao Huang |
| 2025 | ACL | Taming Language Models for Text-attributed Graph Learning with Decoupled Aggregation. | Chuang Zhou, Zhu Wang, Shengyuan Chen, Jiahe Du, Qiyuan Zheng, Zhaozhuo Xu, Xiao Huang |
| 2025 | ICML | Structure-Guided Large Language Models for Text-to-SQL Generation. | Qinggang Zhang, Hao Chen, Junnan Dong, Shengyuan Chen, Feiran Huang, Xiao Huang |
| 2023 | CIKM | Non-Recursive Cluster-Scale Graph Interacted Model for Click-Through Rate Prediction. | Yuanchen Bei, Hao Chen, Shengyuan Chen, Xiao Huang, Sheng Zhou, Feiran Huang |
| 2023 | ICML | RSC: Accelerate Graph Neural Networks Training via Randomized Sparse Computations. | Zirui Liu, Shengyuan Chen, Kaixiong Zhou, Daochen Zha, Xiao Huang, Xia Hu |
| 2018 | AI | Accelerated Gradient and Block-Wise Gradient Methods for Big Data Factorization. | M. Reza Peyghami, Kevin Yang, Shengyuan Chen, Zijiang Yang, Masoud Ataei |
| 2009 | NAACL | A Simplex Armijo Downhill Algorithm for Optimizing Statistical Machine Translation Decoding Parameters. | Bing Zhao, Shengyuan Chen |