Agent4Ranking: Semantic Robust Ranking via Personalized Query Rewriting Using Multi-agent LLM. - Xiaopeng Li; Lixin Su; Pengyue Jia; Xiangyu Zhao 001; Suqi Cheng; Junfeng Wang 009; Dawei Yin (CoRR, 2023)

D3: A Methodological Exploration of Domain Division, Modeling, and Balance in Multi-Domain Recommendations. - Pengyue Jia; Yichao Wang 002; Shanru Lin; Xiaopeng Li; Xiangyu Zhao 001; Huifeng Guo; Ruiming Tang (AAAI, 2024)

ERASE: Benchmarking Feature Selection Methods for Deep Recommender Systems. - Pengyue Jia; Yejing Wang; Zhaocheng Du; Xiangyu Zhao 001; Yichao Wang 001; Bo Chen 023; Wanyu Wang; Huifeng Guo; Ruiming Tang (KDD, 2024)

MILL: Mutual Verification with Large Language Models for Zero-Shot Query Expansion. - Pengyue Jia; Yiding Liu; Xiangyu Zhao 001; Xiaopeng Li; Changying Hao; Shuaiqiang Wang; Dawei Yin (NAACL-HLT, 2024)

G3: An Effective and Adaptive Framework for Worldwide Geolocalization Using Large Multi-Modality Models. - Pengyue Jia; Yiding Liu; Xiaopeng Li; Xiangyu Zhao 001; Yuhao Wang 006; Yantong Du; Xiao Han 004; Xuetao Wei; Shuaiqiang Wang; Dawei Yin (NeurIPS, 2024)

ERASE: Benchmarking Feature Selection Methods for Deep Recommender Systems. - Pengyue Jia; Yejing Wang; Zhaocheng Du; Xiangyu Zhao 001; Yichao Wang 002; Bo Chen 023; Wanyu Wang; Huifeng Guo; Ruiming Tang (CoRR, 2024)

Bidirectional Gated Mamba for Sequential Recommendation. - Ziwei Liu; Qidong Liu 002; Yejing Wang; Wanyu Wang; Pengyue Jia; Maolin Wang 001; Zitao Liu 001; Yi Chang 001; Xiangyu Zhao 001 (CoRR, 2024)

Pre-train, Align, and Disentangle: Empowering Sequential Recommendation with Large Language Models. - Yuhao Wang 006; Junwei Pan; Xiangyu Zhao 001; Pengyue Jia; Wanyu Wang; Yuan Wang; Yue Liu 008; Dapeng Liu; Jie Jiang 015 (CoRR, 2024)

AltFS: Agency-light Feature Selection with Large Language Models in Deep Recommender Systems. - Pengyue Jia; Zhaocheng Du; Yichao Wang 001; Xiangyu Zhao 001; Xiaopeng Li; Yuhao Wang 006; Qidong Liu 002; Huifeng Guo; Ruiming Tang (CoRR, 2024)

Bridging Relevance and Reasoning: Rationale Distillation in Retrieval-Augmented Generation. - Pengyue Jia; Derong Xu; Xiaopeng Li; Zhaocheng Du; Xiangyang Li; Xiangyu Zhao 001; Yichao Wang 002; Yuhao Wang 006; Huifeng Guo; Ruiming Tang (CoRR, 2024)

Stepwise Reasoning Error Disruption Attack of LLMs. - Jingyu Peng; Maolin Wang 001; Xiangyu Zhao 001; Kai Zhang 038; Wanyu Wang; Pengyue Jia; Qidong Liu 002; Ruocheng Guo; Qi Liu 003 (CoRR, 2024)

Large Language Model Enhanced Recommender Systems: Taxonomy, Trend, Application and Future. - Qidong Liu 002; Xiangyu Zhao 001; Yuhao Wang 006; Yejing Wang; Zijian Zhang 009; Yuqi Sun; Xiang Li 113; Maolin Wang 001; Pengyue Jia; Chong Chen 001; Wei Huang; Feng Tian 002 (CoRR, 2024)

SyNeg: LLM-Driven Synthetic Hard-Negatives for Dense Retrieval. - Xiaopeng Li; Xiangyang Li; Hao Zhang 048; Zhaocheng Du; Pengyue Jia; Yichao Wang 001; Xiangyu Zhao 001; Huifeng Guo; Ruiming Tang (CoRR, 2024)

Scenario-Wise Rec: A Multi-Scenario Recommendation Benchmark. - Xiaopeng Li; Jingtong Gao; Pengyue Jia; Yichao Wang 001; Wanyu Wang; Yejing Wang; Yuhao Wang 006; Huifeng Guo; Ruiming Tang (CoRR, 2024)

Fine-Grained Population Mobility Data-Based Community-Level COVID-19 Prediction Model. - Pengyue Jia; Ling Chen; Dandan Lyu (Cybern. Syst., 2024)

SIGMA: Selective Gated Mamba for Sequential Recommendation. - Ziwei Liu; Qidong Liu 002; Yejing Wang; Wanyu Wang; Pengyue Jia; Maolin Wang 001; Zitao Liu 001; Yi Chang 001; Xiangyu Zhao 001 (AAAI, 2025)

Bridging Relevance and Reasoning: Rationale Distillation in Retrieval-Augmented Generation. - Pengyue Jia; Derong Xu; Xiaopeng Li; Zhaocheng Du; Xiangyang Li; Yichao Wang 001; Yuhao Wang 006; Qidong Liu 002; Maolin Wang 001; Huifeng Guo; Ruiming Tang; Xiangyu Zhao 001 (ACL (Findings), 2025)

Stepwise Reasoning Disruption Attack of LLMs. - Jingyu Peng; Maolin Wang 001; Xiangyu Zhao 001; Kai Zhang 038; Wanyu Wang; Pengyue Jia; Qidong Liu 002; Ruocheng Guo; Qi Liu 003 (ACL (1), 2025)

TAPO: Task-Referenced Adaptation for Prompt Optimization. - Wenxin Luo; Weirui Wang; Xiaopeng Li; Weibo Zhou; Pengyue Jia; Xiangyu Zhao 001 (ICASSP, 2025)

AgentIR: 2nd Workshop on Agent-based Information Retrieval. - Pengyue Jia; Qingpeng Cai 001; Xiangyu Zhao 001; Ling Pan; Xin Xin 003; Jin Huang 010; Weinan Zhang 001; Li Zhao 007; Dawei Yin; Grace Hui Yang (SIGIR, 2025)

Pre-train, Align, and Disentangle: Empowering Sequential Recommendation with Large Language Models. - Yuhao Wang 006; Junwei Pan; Pengyue Jia; Wanyu Wang; Maolin Wang 001; Zhixiang Feng; Xiaotian Li; Jie Jiang 015; Xiangyu Zhao 001 (SIGIR, 2025)

Joint Modeling in Deep Recommender Systems. - Pengyue Jia; Jingtong Gao; Yejing Wang; Yuhao Wang 006; Xiaopeng Li; Qidong Liu 002; Yichao Wang 002; Bo Chen 023; Huifeng Guo; Ruiming Tang (WWW (Companion Volume), 2025)

Web-Centric Human Mobility Analytics: Methods, Applications, and Future Directions in the LLM Era. - Zijian Zhang 009; Hao Miao 001; Yuxuan Liang; Yan Zhao 008; Xiao Han 004; Pengyue Jia; Bin Yang 002; Christian S. Jensen (WWW (Companion Volume), 2025)

Joint Modeling in Recommendations: A Survey. - Xiangyu Zhao 001; Yichao Wang 001; Bo Chen 023; Jingtong Gao; Yuhao Wang 006; Xiaopeng Li; Pengyue Jia; Qidong Liu 002; Huifeng Guo; Ruiming Tang (CoRR, 2025)

A Survey of Personalization: From RAG to Agent. - Xiaopeng Li; Pengyue Jia; Derong Xu; Yi Wen 001; Yingyi Zhang; Wenlin Zhang; Wanyu Wang; Yichao Wang 002; Zhaocheng Du; Xiangyang Li; Yong Liu 020; Huifeng Guo; et al. (CoRR, 2025)

LSRP: A Leader-Subordinate Retrieval Framework for Privacy-Preserving Cloud-Device Collaboration. - Yingyi Zhang; Pengyue Jia; Xianneng Li; Derong Xu; Maolin Wang 001; Yichao Wang 002; Zhaocheng Du; Huifeng Guo; Yong Liu 020; Ruiming Tang; Xiangyu Zhao 001 (CoRR, 2025)

GeoRanker: Distance-Aware Ranking for Worldwide Image Geolocalization. - Pengyue Jia; Seongheon Park; Song Gao; Xiangyu Zhao 001; Yixuan Li (CoRR, 2025)

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

Align-GRAG: Reasoning-Guided Dual Alignment for Graph Retrieval-Augmented Generation. - Derong Xu; Pengyue Jia; Xiaopeng Li; Yingyi Zhang; Maolin Wang 001; Qidong Liu 002; Xiangyu Zhao 001; Yichao Wang 002; Huifeng Guo; Ruiming Tang; Enhong Chen; Tong Xu 001 (CoRR, 2025)

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

Measure Domain's Gap: A Similar Domain Selection Principle for Multi-Domain Recommendation. - Yi Wen 001; Yue Liu 008; Derong Xu; Huishi Luo; Pengyue Jia; Yiqing Wu; Siwei Wang 001; Ke Liang 006; Maolin Wang 001; Yiqi Wang 001; Fuzhen Zhuang; Xiangyu Zhao 001 (CoRR, 2025)

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