News


20 Jan. 2025
One full paper is accepted by WWW'25 on LLM-based recommendation.

20 Apr. 2025
One full paper is accepted by IJCAI'25 on long-tail recommendation.

17 Nov. 2024
One full paper is accepted by KDD'25 on graph OOD generalization.

23 Jan. 2024
One full paper is accepted by WWW'24 on KG-recommendation.

20 Oct. 2023
One full paper is accepted by WSDM'24 on efficient recommendation.

Shuyao Wang 

PhD student

State Key Laboratory of Cognitive Intelligence,
School of Artificial Intelligence and Data Science
University of Science and Technology of China

443 Huangshan Road, Hefei, China 230027

Advisor: Hui Xiong and Enhong Chen

Email: shuyaowang AT mail.ustc.edu.cn
Google Scholar    • GitHub

I am currently a PhD student at the State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China (USTC), under the supervision of Prof. Hui Xiong and Prof. Enhong Chen. My research interests lie in data mining, large language models (LLM), agent-based systems, recommender systems and graph learning, with a particular emphasis on Knowledge-Driven Robust Recommendation and Retrieval-Augmented Generation.

Education

University of Science and Techonology of China (USTC)
PhD Candidate in Computer Science      Sep 2021 - Now, Hefei
Advisor: Prof. Hui Xiong | Co-advisor: Prof. Enhong Chen
Harbin Engineering University (HEU)
Bachelor in Electronic Information Engineering      Sep 2016 - June 2020, Harbin

Experiences

Research Intern, Alibaba Cloud Inc., Hangzhou, December 2024 - October 2025
Mentor: Prof. Jieping Ye and Dr. Xu Shen

Publications


In the Year of 2025:


pdf
Unleashing the Power of Large Language Model for Denoising Recommendation
Shuyao Wang, Zhi Zheng, Yongduo Sui, Hui Xiong
WWW 2025    (Full, Oral, Accept rate: 19.8%)   

pdf
Enhancing Long-Tail Bundle Recommendations Utilizing Composition Pattern Modeling
Tianhui Ma, Shuyao Wang, Zhi Zheng, Hui Xiong
IJCAI 2025    (Full, Accept rate: 19.3%)   

pdf
A Unified Invariant Learning Framework for Graph Classification
Yongduo Sui, Jie Sun, Shuyao Wang, Zemin Liu, Qing Cui, Longfei Li, Xiang Wang
KDD 2025    (Full, Accept rate: 19%)   
In the Year of 2024:


pdf
Unleashing the Power of Knowledge Graph for Recommendation via Invariant Learning
Shuyao Wang, Yongduo Sui, Chao Wang, Hui Xiong
WWW 2024    (Full, Accept rate: 20.2%)   

pdf
Dynamic Sparse Learning: A Novel Paradigm for Efficient Recommendation
Shuyao Wang, Yongduo Sui, Jiancan Wu, Zhi Zheng, Hui Xiong
WSDM 2024    (Full, Accept rate: 18%)   

pdf
A Simple Data Augmentation for Graph Classification: A Perspective of Equivariance and Invariance
Yongduo Sui, Shuyao Wang, Jie Sun,Zhiyuan Liu,Qing Cui,Longfei Li, Jun Zhou, Xiang Wang, Xiangnan He
TKDD 2024    (ACM Transactions on Knowledge Discovery from Data)   

pdf
Enhancing Out-of-distribution Generalization on Graphs via Causal Attention Learning
Yongduo Sui, Wenyu Mao, Shuyao Wang, Xiang Wang, Jiancan Wu, Xiangnan He, Tat-Seng Chua
TKDD 2024    (ACM Transactions on Knowledge Discovery from Data)   

Reviewer of Conferences and Journals

2025: KDD, ACL, WWW, EMNLP, TOIS, TKDE, TSC, TNNLS
2024: KDD, WWW, TOIS, TKDE, TNNLS

Honors & Awards

WWW'25 Student Travel Awards , 2025.05
- The ACM Web Conference 2025
Yang Ya Scholarship , 2024.11
- University of Science and Technology of China

Talks

Unleashing the Power of Large Language Model for Denoising Recommendation, 2025.05
- The Web Conference 2025, Oral Presentation.
LLM Structurization, 2025.04
- Alibaba Cloud

Last update: 10 October, 2025. .