Robust kernel principal component analysis with optimal mean. - Pei Li; Wenlin Zhang 001; Chengjun Lu; Rui Zhang 017; Xuelong Li 001 (Neural Networks, 2022)

Graph Convolution RPCA With Adaptive Graph. - Rui Zhang 017; Wenlin Zhang 001; Pei Li; Xuelong Li 001 (IEEE Trans. Image Process., 2022)

Tired of Plugins? Large Language Models Can Be End-To-End Recommenders. - Wenlin Zhang 001; Chuhan Wu; Xiangyang Li 004; Yuhao Wang 006; Kuicai Dong; Yichao Wang 002; Xinyi Dai; Xiangyu Zhao 001; Huifeng Guo; Ruiming Tang (CoRR, 2024)

LLMTreeRec: Unleashing the Power of Large Language Models for Cold-Start Recommendations. - Wenlin Zhang 001; Chuhan Wu; Xiangyang Li 004; Yuhao Wang 006; Kuicai Dong; Yichao Wang 002; Xinyi Dai; Xiangyu Zhao 001; Huifeng Guo; Ruiming Tang (COLING, 2025)

Process vs. Outcome Reward: Which is Better for Agentic RAG Reinforcement Learning. - Wenlin Zhang 001; Xiangyang Li 004; Kuicai Dong; Yichao Wang 002; Pengyue Jia; Xiaopeng Li 014; Yingyi Zhang 001; Derong Xu; Zhaocheng Du; Huifeng Guo; Ruiming Tang; Xiangyu Zhao 001 (CoRR, 2025)

Towards Multi-Granularity Memory Association and Selection for Long-Term Conversational Agents. - Derong Xu; Yi Wen 001; Pengyue Jia; Yingyi Zhang 001; Wenlin Zhang 001; Yichao Wang 002; Huifeng Guo; Ruiming Tang; Xiangyu Zhao 001; Enhong Chen; Tong Xu 001 (CoRR, 2025)

GFlowGR: Fine-tuning Generative Recommendation Frameworks with Generative Flow Networks. - Yejing Wang; Shengyu Zhou; Jinyu Lu; Qidong Liu 002; Xinhang Li 001; Wenlin Zhang 001; Feng Li 067; Pengjie Wang 002; Jian Xu 015; Bo Zheng 007; Xiangyu Zhao 001 (CoRR, 2025)

Deep Research: A Survey of Autonomous Research Agents. - Wenlin Zhang 001; Xiaopeng Li 014; Yingyi Zhang 001; Pengyue Jia; Yichao Wang 002; Huifeng Guo; Yong Liu 020; Xiangyu Zhao 001 (CoRR, 2025)

MTA: A Merge-then-Adapt Framework for Personalized Large Language Model. - Xiaopeng Li 014; Yuanjin Zheng; Wanyu Wang; Wenlin Zhang 001; Pengyue Jia; Yiqi Wang 001; Maolin Wang 001; Xuetao Wei; Xiangyu Zhao 001 (CoRR, 2025)

Personalize Before Retrieve: LLM-based Personalized Query Expansion for User-Centric Retrieval. - Yingyi Zhang 001; Pengyue Jia; Derong Xu; Yi Wen 001; Xianneng Li; Yichao Wang 002; Wenlin Zhang 001; Xiaopeng Li 014; Weinan Gan; Huifeng Guo; Yong Liu 020; Xiangyu Zhao 001 (AAAI, 2026)

MTA: A Merge-then-Adapt Framework for Personalized Large Language Models. - Xiaopeng Li 014; Yuanjin Zheng; Wanyu Wang; Wenlin Zhang 001; Pengyue Jia; Yingyi Zhang; Haiying He; Mengyang Ma; Yiqi Wang 001; Maolin Wang 001; Xuetao Wei; Xiangyu Zhao 001 (ACL (1), 2026)

Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory. - Derong Xu; Shuochen Liu; Pengfei Luo; Pengyue Jia; Yingyi Zhang 001; Yi Wen; 0001 Yimin Deng; Wenlin Zhang 001; Enhong Chen; Xiangyu Zhao 001; Tong Xu 001 (ACL (1), 2026)

MemSearch-o1: Empowering Large Language Models with Reasoning-Aligned Memory Growth in Agentic Search. - Sheng Zhang 028; Junyi Li 001; Yingyi Zhang 001; Pengyue Jia; Yichao Wang 002; Xiaowei Qian; Wenlin Zhang 001; Maolin Wang 001; Yong Liu 020; Xiangyu Zhao 001 (ACL (1), 2026)

Exploring Recommender System Evaluation: A Multi-Modal LLM Agent Framework for A/B Testing. - Wenlin Zhang 001; Xiangyang Li 004; Qiyuan Ge; Kuicai Dong; Pengyue Jia; Xiaopeng Li 014; Zijian Zhang 009; Maolin Wang 001; Yichao Wang 002; Huifeng Guo; Ruiming Tang; Xiangyu Zhao 001 (KDD (1), 2026)

NEZHA: A Zero-sacrifice and Hyperspeed Decoding Architecture for Generative Recommendations. - Yejing Wang; Shengyu Zhou; Jinyu Lu; Ziwei Liu 010; Langming Liu; Maolin Wang 001; Wenlin Zhang 001; Feng Li 067; Wenbo Su; Pengjie Wang 002; Jian Xu 015; Xiangyu Zhao 001 (WWW, 2026)

To Search or Not to Search: Aligning the Decision Boundary of Deep Search Agents via Causal Intervention. - Wenlin Zhang 001; Kuicai Dong; Junyi Li 001; Yingyi Zhang 001; Xiaopeng Li 014; Pengyue Jia; Yi Wen 001; Derong Xu; Maolin Wang 001; Yichao Wang 002; Yong Liu 020; Xiangyu Zhao 001 (WWW, 2026)

Exploring Recommender System Evaluation: A Multi-Modal User Agent Framework for A/B Testing. - Wenlin Zhang 001; Xiangyang Li 004; Qiyuan Ge; Kuicai Dong; Pengyue Jia; Xiaopeng Li 014; Zijian Zhang 009; Maolin Wang 001; Yichao Wang 002; Huifeng Guo; Ruiming Tang; Xiangyu Zhao 001 (CoRR, 2026)

Evoking User Memory: Personalizing LLM via Recollection-Familiarity Adaptive Retrieval. - Yingyi Zhang 001; Junyi Li 001; Wenlin Zhang 001; Penyue Jia; Xianneng Li; Yichao Wang 002; Derong Xu; Yi Wen 001; Huifeng Guo; Yong Liu 020; Xiangyu Zhao 001 (CoRR, 2026)

GeoRouter: Dynamic Paradigm Routing for Worldwide Image Geolocalization. - Pengyue Jia; Derong Xu; Yingyi Zhang 001; Xiaopeng Li 014; Wenlin Zhang 001; Yi Wen 001; Yuanshao Zhu; Xiangyu Zhao 001 (CoRR, 2026)

Job Skill Extraction via LLM-Centric Multi-Module Framework. - Guojing Li; Zichuan Fu; Junyi Li 001; Faxue Liu; Wenxia Zhou; Yejing Wang; Jingtong Gao; Maolin Wang 001; Rungen Liu; Wenlin Zhang 001; Xiangyu Zhao 001 (CoRR, 2026)

Learning How and What to Memorize: Cognition-Inspired Two-Stage Optimization for Evolving Memory. - Derong Xu; Shuochen Liu; Pengfei Luo; Pengyue Jia; Yingyi Zhang 001; Yi Wen 001; Yimin Deng; Wenlin Zhang 001; Enhong Chen; Xiangyu Zhao 001; Tong Xu 001 (CoRR, 2026)

Personalized Deep Research: A User-Centric Framework, Dataset, and Hybrid Evaluation for Knowledge Discovery. - Xiaopeng Li 014; Wenlin Zhang 001; Yingyi Zhang 001; Pengyue Jia; Yejing Wang; Yichao Wang 002; Yong Liu 020; Huifeng Guo; Xiangyu Zhao 001 (CoRR, 2026)

RAGR: Review-Augmented Generative Recommendation. - Yingyi Zhang 001; Junyi Li 001; Yejing Wang; Wenlin Zhang 001; Xiaowei Qian; Sheng Zhang 028; Yue Feng; Yichao Wang 002; Yong Liu 020; Xiangyu Zhao 001; Xianneng Li (CoRR, 2026)

T-GINEE: A Tensor-Based Multilayer Graph Representation Learning. - Maolin Wang 001; Ziting Mai; Xuhui Chen; Zhiqi Li; Tianshuo Wei; Yutian Xiao; Wenlin Zhang 001; Wanyu Wang; Ruocheng Guo; Haoxuan Li 001; Zenglin Xu; Xiangyu Zhao 001 (CoRR, 2026)

A Survey of Personalization: From RAG to Agent. - Xiaopeng Li 014; Pengyue Jia; Derong Xu; Yi Wen 001; Yingyi Zhang 001; Wenlin Zhang 001; Wanyu Wang; Yichao Wang 002; Zhaocheng Du; Xiangyang Li 004; Yong Liu 020; Huifeng Guo; et al. (ACM Trans. Inf. Syst., 2026)