Recent Advances in RecBole: Extensions with more Practical Considerations. - Lanling Xu; Zhen Tian 001; Gaowei Zhang; Lei Wang 198; Junjie Zhang 009; Bowen Zheng 005; Yifan Li 009; Yupeng Hou; Xingyu Pan; Yushuo Chen; Wayne Xin Zhao; Xu Chen 017; et al. (CoRR, 2022)

Generative Next-Basket Recommendation. - Wenqi Sun; Ruobing Xie; Junjie Zhang 009; Wayne Xin Zhao; Leyu Lin; Ji-Rong Wen (RecSys, 2023)

Towards a More User-Friendly and Easy-to-Use Benchmark Library for Recommender Systems. - Lanling Xu; Zhen Tian 001; Gaowei Zhang; Junjie Zhang 009; Lei Wang 198; Bowen Zheng 005; Yifan Li 009; Jiakai Tang; Zeyu Zhang 007; Yupeng Hou; Xingyu Pan; Wayne Xin Zhao; et al. (SIGIR, 2023)

A Survey of Large Language Models. - Wayne Xin Zhao; Kun Zhou 002; Junyi Li; Tianyi Tang; Xiaolei Wang 005; Yupeng Hou; Yingqian Min; Beichen Zhang; Junjie Zhang 009; Zican Dong; Yifan Du 002; Chen Yang; et al. (CoRR, 2023)

Sequence-level Semantic Representation Fusion for Recommender Systems. - Lanling Xu; Zhen Tian 001; Bingqian Li; Junjie Zhang 009; Daoyuan Wang; Hongyu Wang; Jinpeng Wang 001; Sheng Chen; Wayne Xin Zhao (CIKM, 2024)

Large Language Models are Zero-Shot Rankers for Recommender Systems. - Yupeng Hou; Junjie Zhang 009; Zihan Lin; Hongyu Lu; Ruobing Xie; Julian J. McAuley; Wayne Xin Zhao (ECIR (2), 2024)

AuriSRec: Adversarial User Intention Learning in Sequential Recommendation. - Junjie Zhang 009; Ruobing Xie; Wenqi Sun; Leyu Lin; Xin Zhao 018; Ji-Rong Wen (EMNLP (Findings), 2024)

AgentCF: Collaborative Learning with Autonomous Language Agents for Recommender Systems. - Junjie Zhang 009; Yupeng Hou; Ruobing Xie; Wenqi Sun; Julian J. McAuley; Wayne Xin Zhao; Leyu Lin; Ji-Rong Wen (WWW, 2024)

Distillation is All You Need for Practically Using Different Pre-trained Recommendation Models. - Wenqi Sun; Ruobing Xie; Junjie Zhang 009; Wayne Xin Zhao; Leyu Lin; Ji-Rong Wen (CoRR, 2024)

Prompting Large Language Models for Recommender Systems: A Comprehensive Framework and Empirical Analysis. - Lanling Xu; Junjie Zhang 009; Bingqian Li; Jinpeng Wang 001; Mingchen Cai; Wayne Xin Zhao; Ji-Rong Wen (CoRR, 2024)

Sequence-level Semantic Representation Fusion for Recommender Systems. - Lanling Xu; Zhen Tian 001; Bingqian Li; Junjie Zhang 009; Jinpeng Wang 001; Mingchen Cai; Wayne Xin Zhao (CoRR, 2024)

A Pre-trained Plug-in Mixture-of-LoRAs Model for Transferable Sequential Recommendation. - Wenqi Sun; Ruobing Xie; Junjie Zhang 009; Zitian Guo; Wayne Xin Zhao; Zhanhui Kang; Ji-Rong Wen (ICASSP, 2025)

Enhancing Graph Contrastive Learning with Reliable and Informative Augmentation for Recommendation. - Bowen Zheng 005; Junjie Zhang 009; Hongyu Lu; Yu Chen; Ming Chen; Wayne Xin Zhao; Ji-Rong Wen (KDD (1), 2025)

Frequency-Augmented Mixture-of-Heterogeneous-Experts Framework for Sequential Recommendation. - Junjie Zhang 009; Ruobing Xie; Hongyu Lu; Wenqi Sun; Wayne Xin Zhao; Yu Chen; Zhanhui Kang (WWW, 2025)

Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis. - Lanling Xu; Junjie Zhang 009; Bingqian Li; Jinpeng Wang 001; Sheng Chen; Wayne Xin Zhao; Ji-Rong Wen (ACM Trans. Knowl. Discov. Data, 2025)

Slow Thinking for Sequential Recommendation. - Junjie Zhang 009; Beichen Zhang; Wenqi Sun; Hongyu Lu; Wayne Xin Zhao; Yu Chen; Ji-Rong Wen (CoRR, 2025)

SimpleDeepSearcher: Deep Information Seeking via Web-Powered Reasoning Trajectory Synthesis. - Shuang Sun; Huatong Song; Yuhao Wang 007; Ruiyang Ren; Jinhao Jiang; Junjie Zhang 009; Fei Bai; Jia Deng; Wayne Xin Zhao; Zheng Liu 011; Lei Fang; Zhongyuan Wang 006; et al. (CoRR, 2025)

Review-Enhanced Universal Sequence Representation Learning for Recommender Systems. - Junjie Zhang 009; Wenqi Sun; Yupeng Hou; Wayne Xin Zhao; Ji-Rong Wen (ACM Trans. Inf. Syst., 2025)

Recommendation as Instruction Following: A Large Language Model Empowered Recommendation Approach. - Junjie Zhang 009; Ruobing Xie; Yupeng Hou; Xin Zhao 018; Leyu Lin; Ji-Rong Wen (ACM Trans. Inf. Syst., 2025)