Wanyu Wang

2026

A Survey of Personalization: From RAG to Agent.

Xiaopeng Li|Pengyue Jia|Derong Xu|Yi Wen|Yingyi Zhang|Wenlin Zhang|Wanyu Wang|Yichao Wang|Zhaocheng Du|Xiangyang Li|Yong Liu|Huifeng Guo|Ruiming Tang|Xiangyu Zhao

ACM Transactions on Information Systems (TOIS) 2026 Volume 44 Issue 4

BlossomRec: Block-level Fused Sparse Attention Mechanism for Sequential Recommendations.

Mengyang Ma|Xiaopeng Li|Wanyu Wang|Zhaocheng Du|Jingtong Gao|Pengyue Jia|Yuyang Ye|Yiqi Wang|Yunpeng Weng|Weihong Luo|Xiao Han|Xiangyu Zhao

Proceedings of the ACM Web Conference 2026, WWW 2026, Dubai, United Arab Emirates, originally scheduled for April 13-17, 2026, rescheduled for June 29 - July 3, 2026.

SAGE: Global Semantic Alignment with LLMs for Long-Tail Sequential Recommendation.

Maolin Wang|Tongshu Bian|Ziyan Wang|Xiaotong Jiang|Binhao Wang|Derong Xu|Wanyu Wang|Ruocheng Guo|Xiangyu Zhao

Proceedings of the ACM Web Conference 2026, WWW 2026, Dubai, United Arab Emirates, originally scheduled for April 13-17, 2026, rescheduled for June 29 - July 3, 2026.

2025

Scenario-Wise Rec: A Multi-Scenario Recommendation Benchmark.

Xiaopeng Li|Jingtong Gao|Pengyue Jia|Xiangyu Zhao|Yichao Wang|Wanyu Wang|Yejing Wang|Yuhao Wang|Huifeng Guo|Ruiming Tang

Proceedings of the 34th ACM International Conference on Information and Knowledge Management, CIKM 2025, Seoul, Republic of Korea, November 10-14, 2025

STAR-Rec: Making Peace with Length Variance and Pattern Diversity in Sequential Recommendation.

Maolin Wang|Sheng Zhang|Ruocheng Guo|Wanyu Wang|Xuetao Wei|Zitao Liu|Hongzhi Yin|Yi Chang|Xiangyu Zhao

Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2025, Padua, Italy, July 13-18, 2025

Pre-train, Align, and Disentangle: Empowering Sequential Recommendation with Large Language Models.

Yuhao Wang|Junwei Pan|Pengyue Jia|Wanyu Wang|Maolin Wang|Zhixiang Feng|Xiaotian Li|Jie Jiang|Xiangyu Zhao

Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2025, Padua, Italy, July 13-18, 2025

LLM4Rerank: LLM-based Auto-Reranking Framework for Recommendations.

Jingtong Gao|Bo Chen|Xiangyu Zhao|Weiwen Liu|Xiangyang Li|Yichao Wang|Wanyu Wang|Huifeng Guo|Ruiming Tang

Proceedings of the ACM on Web Conference 2025, WWW 2025, Sydney, NSW, Australia, 28 April 2025- 2 May 2025

2024

LLM4MSR: An LLM-Enhanced Paradigm for Multi-Scenario Recommendation.

Yuhao Wang|Yichao Wang|Zichuan Fu|Xiangyang Li|Wanyu Wang|Yuyang Ye|Xiangyu Zhao|Huifeng Guo|Ruiming Tang

Proceedings of the 33rd ACM International Conference on Information and Knowledge Management, CIKM 2024, Boise, ID, USA, October 21-25, 2024

Efficient and Robust Regularized Federated Recommendation.

Langming Liu|Wanyu Wang|Xiangyu Zhao|Zijian Zhang|Chunxu Zhang|Shanru Lin|Yiqi Wang|Lixin Zou|Zitao Liu|Xuetao Wei|Hongzhi Yin|Qing Li

Proceedings of the 33rd ACM International Conference on Information and Knowledge Management, CIKM 2024, Boise, ID, USA, October 21-25, 2024

Editing Factual Knowledge and Explanatory Ability of Medical Large Language Models.

Derong Xu|Ziheng Zhang|Zhihong Zhu|Zhenxi Lin|Qidong Liu|Xian Wu|Tong Xu|Wanyu Wang|Yuyang Ye|Xiangyu Zhao|Enhong Chen|Yefeng Zheng

Proceedings of the 33rd ACM International Conference on Information and Knowledge Management, CIKM 2024, Boise, ID, USA, October 21-25, 2024

2023

Rethinking Sensors Modeling: Hierarchical Information Enhanced Traffic Forecasting.

Qian Ma|Zijian Zhang|Xiangyu Zhao|Haoliang Li|Hongwei Zhao|Yiqi Wang|Zitao Liu|Wanyu Wang

Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, CIKM 2023, Birmingham, United Kingdom, October 21-25, 2023

MLPST: MLP is All You Need for Spatio-Temporal Prediction.

Zijian Zhang|Ze Huang|Zhiwei Hu|Xiangyu Zhao|Wanyu Wang|Zitao Liu|Junbo Zhang|S. Joe Qin|Hongwei Zhao

Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, CIKM 2023, Birmingham, United Kingdom, October 21-25, 2023

PromptST: Prompt-Enhanced Spatio-Temporal Multi-Attribute Prediction.

Zijian Zhang|Xiangyu Zhao|Qidong Liu|Chunxu Zhang|Qian Ma|Wanyu Wang|Hongwei Zhao|Yiqi Wang|Zitao Liu

Proceedings of the 32nd ACM International Conference on Information and Knowledge Management, CIKM 2023, Birmingham, United Kingdom, October 21-25, 2023

AutoDPQ: Automated Differentiable Product Quantization for Embedding Compression.

Xin Gan|Yuhao Wang|Xiangyu Zhao|Wanyu Wang|Yiqi Wang|Zitao Liu

Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2023, Taipei, Taiwan, July 23-27, 2023

LinRec: Linear Attention Mechanism for Long-term Sequential Recommender Systems.

Langming Liu|Liu Cai|Chi Zhang|Xiangyu Zhao|Jingtong Gao|Wanyu Wang|Yifu Lv|Wenqi Fan|Yiqi Wang|Ming He|Zitao Liu|Qing Li

Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval, SIGIR 2023, Taipei, Taiwan, July 23-27, 2023

MMMLP: Multi-modal Multilayer Perceptron for Sequential Recommendations.

Jiahao Liang|Xiangyu Zhao|Muyang Li|Zijian Zhang|Wanyu Wang|Haochen Liu|Zitao Liu

Proceedings of the ACM Web Conference 2023, WWW 2023, Austin, TX, USA, 30 April 2023 - 4 May 2023

AutoDenoise: Automatic Data Instance Denoising for Recommendations.

Weilin Lin|Xiangyu Zhao|Yejing Wang|Yuanshao Zhu|Wanyu Wang

Proceedings of the ACM Web Conference 2023, WWW 2023, Austin, TX, USA, 30 April 2023 - 4 May 2023

AutoMLP: Automated MLP for Sequential Recommendations.

Muyang Li|Zijian Zhang|Xiangyu Zhao|Wanyu Wang|Minghao Zhao|Runze Wu|Ruocheng Guo

Proceedings of the ACM Web Conference 2023, WWW 2023, Austin, TX, USA, 30 April 2023 - 4 May 2023