Where to Go Next for Recommender Systems? ID- vs. Modality-based Recommender Models Revisited. - Zheng Yuan 013; Fajie Yuan; Yu Song 007; Youhua Li; Junchen Fu; Fei Yang 007; Yunzhu Pan; Yongxin Ni (SIGIR, 2023)

Knowledge-to-SQL: Enhancing SQL Generation with Data Expert LLM. - Zijin Hong; Zheng Yuan 013; Hao Chen 062; Qinggang Zhang; Feiran Huang; Xiao Huang 001 (ACL (Findings), 2024)

Multi-Behavior Collaborative Filtering with Partial Order Graph Convolutional Networks. - Yijie Zhang; Yuanchen Bei; Hao Chen 062; Qijie Shen; Zheng Yuan 013; Huan Gong; Senzhang Wang; Feiran Huang; Xiao Huang 001 (KDD, 2024)

Exploring Adapter-based Transfer Learning for Recommender Systems: Empirical Studies and Practical Insights. - Junchen Fu; Fajie Yuan; Yu Song 007; Zheng Yuan 013; Mingyue Cheng 004; Shenghui Cheng; Jiaqi Zhang; Jie Wang 072; Yunzhu Pan (WSDM, 2024)

Exploring the Upper Limits of Text-Based Collaborative Filtering Using Large Language Models: Discoveries and Insights. - Ruyu Li; Wenhao Deng 001; Yu Cheng 011; Zheng Yuan 013; Jiaqi Zhang; Fajie Yuan (CIKM, 2025)

NeuSymEA: Neuro-symbolic Entity Alignment via Variational Inference. - Shengyuan Chen; Zheng Yuan 013; Qinggang Zhang; Wen Hua; Jiannong Cao 001; Xiao Huang 001 (NeurIPS, 2025)

A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models. - Qinggang Zhang; Shengyuan Chen; Yuanchen Bei; Zheng Yuan 013; Huachi Zhou; Zijin Hong; Junnan Dong; Hao Chen 062; Yi Chang; Xiao Huang 001 (CoRR, 2025)

Knapsack Optimization-based Schema Linking for LLM-based Text-to-SQL Generation. - Zheng Yuan 013; Hao Chen 062; Zijin Hong; Qinggang Zhang; Feiran Huang; Xiao Huang 001 (CoRR, 2025)

NineRec: A Benchmark Dataset Suite for Evaluating Transferable Recommendation. - Jiaqi Zhang; Yu Cheng 011; Yongxin Ni; Yunzhu Pan; Zheng Yuan 013; Junchen Fu; Youhua Li; Jie Wang 072; Fajie Yuan (IEEE Trans. Pattern Anal. Mach. Intell., 2025)

Next-Generation Database Interfaces: A Survey of LLM-Based Text-to-SQL. - Zijin Hong; Zheng Yuan 013; Qinggang Zhang; Hao Chen 062; Junnan Dong; Feiran Huang; Xiao Huang 001 (IEEE Trans. Knowl. Data Eng., 2025)

You Don't Need Pre-Built Graphs for RAG: Retrieval Augmented Generation with Adaptive Reasoning Structures. - Shengyuan Chen; Chuang Zhou 002; Zheng Yuan 013; Qinggang Zhang; Zeyang Cui; Hao Chen 062; Yilin Xiao 002; Jiannong Cao 001; Xiao Huang 001 (AAAI, 2026)

Collision to Cognition: Hash-Driven Graph Construction for Efficient RAG. - Chuang Zhou 002; Zheng Yuan 013; Linhao Luo; Zhaozhuo Xu; Yilin Xiao 002; Junnan Dong; Siyu An; Di Yin; Xing Sun 001; Xiao Huang 001 (ACL (1), 2026)

Graph-based Agent Memory: Taxonomy, Techniques, and Applications. - Chang Yang; Chuang Zhou 002; Yilin Xiao 002; Su Dong 002; Luyao Zhuang; Yujing Zhang; Zhu Wang 016; Zijin Hong; Zheng Yuan 013; Zhishang Xiang; Shengyuan Chen; Huachi Zhou; et al. (CoRR, 2026)

ErrorLLM: Modeling SQL Errors for Text-to-SQL Refinement. - Zijin Hong; Hao Chen 062; Zheng Yuan 013; Qinggang Zhang; Luyao Zhuang; Qing Li 001; Feiran Huang; Yangqiu Song; Xiao Huang 001 (CoRR, 2026)

Deep Tabular Research via Continual Experience-Driven Execution. - Junnan Dong; Chuang Zhou 002; Zheng Yuan 013; Yifei Yu; Qiufeng Wang; Yinghui Li; Siyu An; Di Yin; Xing Sun 001; Feiyue Huang (CoRR, 2026)

Toward Native Multimodal Modeling: A Roadmap. - Siyu An; Junru Lu; Junnan Dong; Qiufeng Wang; Yinghui Li; Weizhi Fei; Zichao Yu; Zheng Yuan 013; Biao Liu; Haopeng Wang; Renzhao Liang; Yixuan Yang; et al. (CoRR, 2026)

MoG: Mixture of Experts for Graph-based Retrieval-Augmented Generation. - Zheng Yuan 013; Chuang Zhou 002; Linhao Luo; Siyu An; Di Yin; Xing Sun 001; Xiao Huang 001 (CoRR, 2026)