A Behavior-Item Based Hybrid Intention-Aware Frame for Sequence Recommendation. - Yan Chen 031; Jiangwei Zeng; Haiping Zhu; Feng Tian 002; Yu Liu; Qidong Liu 002; Qinghua Zheng (ICEBE, 2019)

A New Representation Learning Method for Individual Treatment Effect Estimation: Split Covariate Representation Network. - Qidong Liu 002; Feng Tian 002; Weihua Ji; Qinghua Zheng (ACML, 2020)

A Comprehensive Survey on Trustworthy Recommender Systems. - Wenqi Fan; Xiangyu Zhao 001; Xiao Chen 016; Jingran Su; Jingtong Gao; Lin Wang 040; Qidong Liu 002; Yiqi Wang 001; Han Xu 002; Lei Chen 002; Qing Li 001 (CoRR, 2022)

Diffusion Augmentation for Sequential Recommendation. - Qidong Liu 002; Fan Yan; Xiangyu Zhao 001; Zhaocheng Du; Huifeng Guo; Ruiming Tang; Feng Tian 002 (CIKM, 2023)

PromptST: Prompt-Enhanced Spatio-Temporal Multi-Attribute Prediction. - Zijian Zhang 009; Xiangyu Zhao 001; Qidong Liu 002; Chunxu Zhang; Qian Ma 012; Wanyu Wang; Hongwei Zhao; Yiqi Wang 001; Zitao Liu 001 (CIKM, 2023)

Trustworthy Recommender Systems: Foundations and Frontiers. - Wenqi Fan; Xiangyu Zhao 001; Lin Wang 040; Xiao Chen 016; Jingtong Gao; Qidong Liu 002; Shijie Wang 002 (KDD, 2023)

STRec: Sparse Transformer for Sequential Recommendations. - Chengxi Li 013; Yejing Wang; Qidong Liu 002; Xiangyu Zhao 001; Wanyu Wang; Yiqi Wang 001; Lixin Zou; Wenqi Fan; Qing Li 001 (RecSys, 2023)

PLATE: A Prompt-Enhanced Paradigm for Multi-Scenario Recommendations. - Yuhao Wang 006; Xiangyu Zhao 001; Bo Chen 023; Qidong Liu 002; Huifeng Guo; Huanshuo Liu; Yichao Wang 002; Rui Zhang 003; Ruiming Tang (SIGIR, 2023)

Tutorials at The Web Conference 2023. - Valeria Fionda; Olaf Hartig; Reyhaneh Abdolazimi; Sihem Amer-Yahia; Hongzhi Chen; Xiao Chen 016; Peng Cui 001; Jeffrey Dalton 001; Xin Luna Dong; Lisette Espín-Noboa; Wenqi Fan; Manuela Fritz; et al. (WWW (Companion Volume), 2023)

Multimodal Recommender Systems: A Survey. - Qidong Liu 002; Jiaxi Hu; Yutian Xiao; Jingtong Gao; Xiangyu Zhao 001 (CoRR, 2023)

MOELoRA: An MOE-based Parameter Efficient Fine-Tuning Method for Multi-task Medical Applications. - Qidong Liu 002; Xian Wu 001; Xiangyu Zhao 001; Yuanshao Zhu; Derong Xu; Feng Tian 002; Yefeng Zheng 001 (CoRR, 2023)

Disentangling interest and conformity for eliminating popularity bias in session-based recommendation. - Qidong Liu 002; Feng Tian 002; Qinghua Zheng; Qianying Wang (Knowl. Inf. Syst., 2023)

Editing Factual Knowledge and Explanatory Ability of Medical Large Language Models. - Derong Xu; Ziheng Zhang; Zhihong Zhu; Zhenxi Lin; Qidong Liu 002; Xian Wu 001; Tong Xu 001; Wanyu Wang; Yuyang Ye 002; Xiangyu Zhao 001; Enhong Chen; Yefeng Zheng 001 (CIKM, 2024)

Mitigating Hallucinations of Large Language Models in Medical Information Extraction via Contrastive Decoding. - Derong Xu; Ziheng Zhang; Zhihong Zhu; Zhenxi Lin; Qidong Liu 002; Xian Wu 001; Tong Xu 001; Xiangyu Zhao 001; Yefeng Zheng 001; Enhong Chen (EMNLP (Findings), 2024)

Bi-Level User Modeling for Deep Recommenders. - Yejing Wang; Dong Xu; Xiangyu Zhao 001; Zhiren Mao; Peng Xiang; Ling Yan; Yao Hu 002; Zijian Zhang 009; Xuetao Wei; Qidong Liu 002 (ICDM, 2024)

ControlTraj: Controllable Trajectory Generation with Topology-Constrained Diffusion Model. - Yuanshao Zhu; James Jian Qiao Yu; Xiangyu Zhao 001; Qidong Liu 002; Yongchao Ye; Wei Chen 070; Zijian Zhang 009; Xuetao Wei; Yuxuan Liang (KDD, 2024)

LLM-ESR: Large Language Models Enhancement for Long-tailed Sequential Recommendation. - Qidong Liu 002; Xian Wu 001; Yejing Wang; Zijian Zhang 009; Feng Tian 002; Yefeng Zheng 001; Xiangyu Zhao 001 (NeurIPS, 2024)

When MOE Meets LLMs: Parameter Efficient Fine-tuning for Multi-task Medical Applications. - Qidong Liu 002; Xian Wu 001; Xiangyu Zhao 001; Yuanshao Zhu; Derong Xu; Feng Tian 002; Yefeng Zheng 001 (SIGIR, 2024)

M3oE: Multi-Domain Multi-Task Mixture-of Experts Recommendation Framework. - Zijian Zhang 009; Shuchang Liu 006; Jiaao Yu; Qingpeng Cai 001; Xiangyu Zhao 001; Chunxu Zhang; Ziru Liu; Qidong Liu 002; Hongwei Zhao; Lantao Hu; Peng Jiang 002; Kun Gai (SIGIR, 2024)

Large Language Model Distilling Medication Recommendation Model. - Qidong Liu 002; Xian Wu 001; Xiangyu Zhao 001; Yuanshao Zhu; Zijian Zhang 009; Feng Tian 002; Yefeng Zheng 001 (CoRR, 2024)

Editing Factual Knowledge and Explanatory Ability of Medical Large Language Models. - Derong Xu; Ziheng Zhang; Zhihong Zhu; Zhenxi Lin; Qidong Liu 002; Xian Wu 001; Tong Xu 001; Xiangyu Zhao 001; Yefeng Zheng 001; Enhong Chen (CoRR, 2024)

M3oE: Multi-Domain Multi-Task Mixture-of Experts Recommendation Framework. - Zijian Zhang 009; Shuchang Liu 006; Jiaao Yu; Qingpeng Cai 001; Xiangyu Zhao 001; Chunxu Zhang; Ziru Liu; Qidong Liu 002; Hongwei Zhao; Lantao Hu; Peng Jiang 002; Kun Gai (CoRR, 2024)

Large Language Models Enhanced Sequential Recommendation for Long-tail User and Item. - Qidong Liu 002; Xian Wu 001; Xiangyu Zhao 001; Yejing Wang; Zijian Zhang 009; Feng Tian 002; Yefeng Zheng 001 (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)

Large Language Model Empowered Embedding Generator for Sequential Recommendation. - Qidong Liu 002; Xian Wu 001; Wanyu Wang; Yejing Wang; Yuanshao Zhu; Xiangyu Zhao 001; Feng Tian 002; Yefeng Zheng 001 (CoRR, 2024)

GPRec: Bi-level User Modeling for Deep Recommenders. - Yejing Wang; Dong Xu; Xiangyu Zhao 001; Zhiren Mao; Peng Xiang; Ling Yan; Yao Hu 002; Zijian Zhang 009; Xuetao Wei; Qidong Liu 002 (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)

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)

A Review of Multimodal Explainable Artificial Intelligence: Past, Present and Future. - Shilin Sun; Wenbin An; Feng Tian 002; Fang Nan; Qidong Liu 002; Jun Liu 002; Nazaraf Shah; Ping Chen 001 (CoRR, 2024)

LLMEmb: Large Language Model Can Be a Good Embedding Generator for Sequential Recommendation. - Qidong Liu 002; Xian Wu 001; Wanyu Wang; Yejing Wang; Yuanshao Zhu; Xiangyu Zhao 001; Feng Tian 002; Yefeng Zheng 001 (AAAI, 2025)

LLM-Powered User Simulator for Recommender System. - Zijian Zhang 009; Shuchang Liu 006; Ziru Liu; Rui Zhong; Qingpeng Cai 001; Xiangyu Zhao 001; Chunxu Zhang; Qidong Liu 002; Peng Jiang 002 (AAAI, 2025)

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)

A Multi-Expert Structural-Semantic Hybrid Framework for Unveiling Historical Patterns in Temporal Knowledge Graphs. - Yimin Deng; Yuxia Wu; Yejing Wang; Guoshuai Zhao; Li Zhu 003; Qidong Liu 002; Derong Xu; Zichuan Fu; Xian Wu 001; Yefeng Zheng 001; Xiangyu Zhao 001; Xueming Qian (ACL (Findings), 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)

Exploring Triple Knowledge Cues for Zero-Shot Human-Object Interaction Detection. - Fang Nan; Ni Zhang; Qidong Liu 002; Wei Jing; Guang Dai; Yan Chen 031; Feng Tian 002 (ICASSP, 2025)

Bridge the Domains: Large Language Models Enhanced Cross-domain Sequential Recommendation. - Qidong Liu 002; Xiangyu Zhao 001; Yejing Wang; Zijian Zhang 009; Howard Zhong; Chong Chen 001; Xiang Li 113; Wei Huang; Feng Tian 002 (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)

Behavior Modeling Space Reconstruction for E-Commerce Search. - Yejing Wang; Chi Zhang 060; Xiangyu Zhao 001; Qidong Liu 002; Maolin Wang 001; Xuetao Wei; Zitao Liu 001; Xing Shi; Xudong Yang; Ling Zhong; Wei Lin 016 (WWW, 2025)

Behavior Modeling Space Reconstruction for E-Commerce Search. - Yejing Wang; Chi Zhang 060; Xiangyu Zhao 001; Qidong Liu 002; Maolin Wang 001; Xuewei Tao; Zitao Liu 001; Xing Shi; Xudong Yang; Ling Zhong; Wei Lin 016 (CoRR, 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)

Multimodal Recommender Systems: A Survey. - Qidong Liu 002; Jiaxi Hu; Yutian Xiao; Xiangyu Zhao 001; Jingtong Gao; Wanyu Wang; Qing Li 001; Jiliang Tang (ACM Comput. Surv., 2025)

LLMSeR: Enhancing Sequential Recommendation via LLM-based Data Augmentation. - Yuqi Sun; Qidong Liu 002; Haiping Zhu; Feng Tian 002 (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)

Learning Generalized and Flexible Trajectory Models from Omni-Semantic Supervision. - Yuanshao Zhu; James Jianqiao Yu; Xiangyu Zhao 001; Xiao Han 004; Qidong Liu 002; Xuetao Wei; Yuxuan Liang (CoRR, 2025)

A Contrastive Pretrain Model with Prompt Tuning for Multi-center Medication Recommendation. - Qidong Liu 002; Zhaopeng Qiu; Xiangyu Zhao 001; Xian Wu 001; Zijian Zhang 009; Tong Xu 001; Feng Tian 002 (ACM Trans. Inf. Syst., 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; Feng Li; Pengjie Wang 002; Jian Xu 015; Bo Zheng 007; Xiangyu Zhao 001 (CoRR, 2025)