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.
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Shuyao Wang
PhD student
State Key Laboratory of Cognitive Intelligence, 443 Huangshan Road, Hefei, China 230027
Advisor: Hui Xiong and Enhong Chen
Email: shuyaowang AT mail.ustc.edu.cn
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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:![]() |
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%) |
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Enhancing Long-Tail Bundle Recommendations Utilizing Composition Pattern Modeling Tianhui Ma, Shuyao Wang, Zhi Zheng, Hui Xiong IJCAI 2025 (Full, Accept rate: 19.3%) |
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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%) |
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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%) |
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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%) |
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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) |
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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
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2025: KDD, ACL, WWW, EMNLP, TOIS, TKDE, TSC, TNNLS 2024: KDD, WWW, TOIS, TKDE, TNNLS |
Honors & Awards
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WWW'25 Student Travel Awards , 2025.05 - The ACM Web Conference 2025 |
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Yang Ya Scholarship , 2024.11 - University of Science and Technology of China |
Talks
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Unleashing the Power of Large Language Model for Denoising Recommendation, 2025.05 - The Web Conference 2025, Oral Presentation. |
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LLM Structurization, 2025.04 - Alibaba Cloud |
Last update: 10 October, 2025. .
