I am currently a Master’s student in Computer Science at Sun Yat-sen University, advised by Prof. Dan Li and Jian Lou. I received my B.Sc. degree in Computer Science from Sun Yat-sen University in 2025.
My research interests lie in time series analysis and data-centric AI. In particular, I study how data quality influences the performance and reliability of machine learning systems, and I am interested in developing practical and principled methods to better evaluate and utilize data in complex temporal scenarios.
I have published several papers at leading international AI conferences and have led research projects in collaboration with industry partners such as Xiaomi and Huawei. These experiences have helped me better understand the connection between academic research and real-world applications.
🔥 News
- 2026.01: 🎉🎉 One paper is accepted to DASFAA 2026.
- 2026.01: 🎉🎉 One papers is accepted to ICLR 2026.
- 2025.12: 🎉🎉 Our paper won a best paper award at PHM-AP 2025.
📝 Publications
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ICLR 2026 Rating Quality of Diverse Time Series Data by Meta-learning from LLM Judgment, Shunyu Wu, Dan Li, Wenjie Feng, Haozheng Ye, Jian Lou, See-Kiong Ng.
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DASFAA 2026 Lightweight Time Series Data Valuation on Time Series Foundation Models via In-Context Finetuning, Shunyu Wu, Tianyue Li, Yixuan Leng, Jingyi Suo, Jian Lou, Dan Li, See-Kiong Ng.
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PHM-AP 2025 Shared Representation Learning for Generalizable SOH Estimation Across Multiple Battery Configurations, Shunyu Wu, Zhuomin Chen, Bingxin Lin, Haozheng Ye, Jiahui Zhou, Dan Li, Jian Lou. (Best Paper Award)
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CIKM 2025 Integrating Time Series into LLMs via Multi-layer Steerable Embedding Fusion for Enhanced Forecasting, Zhuomin Chen, Dan Li, Jiahui Zhou, Shunyu Wu, Haozhen Ye, Jian Lou, See-Kiong Ng.
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EAI CollaborateCom 2024 Bace-rul: a bi-directional adversarial network with covariate encoding for machine remaining useful life prediction, Zekai Zhang, Dan Li, Shunyu Wu, Junya Cai, Bo Zhang, See Kiong Ng, Zibin Zheng. (Best Student Paper Award)
🎖 Honors and Awards
- 2025.12 Best Paper Award, The Asia Pacific Prognostics and Health Management Conference 2025 (PHM-AP 2025).
- 2025.09 First-Class Graduate Scholarship, Sun Yat-sen University.
- 2024.09 First-Class Undergraduate Scholarship, Sun Yat-sen University.
📖 Educations
- 2025.09 - 2028.06 (now), Master, Sun Yat-sen University, Zhuhai.
- 2021.09 - 2025.06, Undergraduate, School of Software Engineering, Sun Yat-sen University, Zhuhai.