I am currently in the first year of my Master’s degree in Computer Science at Tsinghua University, under the mentorship of Prof. Shu-Tao Xia. I work closely with Prof. Tao Dai and Prof. Dawei Cheng. Before that, I completed my undergraduate studies in Data Science at Tongji University, with a minor in Finance at Fudan University.
My research interests focus on:
- Time Series Forecasting
- QuantitativeTrading
- LLM Agents
📧 Concat
email: huyf0122[at]gmail[dot]com
🔥 News
- 2026.05: 🎉🎉 Two papers are accepted by KDD 2026! One research track and one workshop.
- 2026.05: 🎉🎉 One paper is accepted by ICML 2026!
- 2026.01: 🎉🎉 Two papers are accepted by ICLR 2026!
- 2025.10: 🎉🎉 One paper is accepted by ICAIF 2025 Workshop as best paper!
- 2025.05: 🎉🎉 Two papers are accepted by ICML 2025!
- 2024.12: 🎉🎉 One paper is accepted by AAAI 2025!
📝 Selected Publications
Notes:(*)indicates the equal contributions.

The Landscape of Agentic Time Series Systems: Architectures, Reliability, and Frontiers
Yifan Hu, Jie Yang, Xilin Dai, Wanxu Cai, Kuiye Ding, Yuante Li, Qinghua Liu, Enze Ma, Zhiyuan Qu, Yixin Wang, Binyan Xu, Kexin Zhang, Peiyuan Liu, Zhijian Xu, Guibin Zhang, Yujin Tang, Yanwei Yue, Kening Zheng, Chengze Li, Hanrong Zhang, Haoyan Xu, Naiqi Li, Tao Dai, Dawei Cheng, John Paparrizos, Kaize Ding, Tian Zhou, Qiang Xu, Shu-tao Xia, Shirui Pan, Philip S Yu




FinTSB: A Comprehensive and Practical Benchmark for Financial Time Series Forecasting
Yifan Hu, Yuante Li, Peiyuan Liu, Yuxia Zhu, Naiqi Li, Tao Dai, Shu-tao Xia, Dawei Cheng, and Changjun Jiang


📖 Educations
- 2025.09 - 2028.07 (expected), MSc in Computer Science,
Tsinghua University - 2021.09 - 2025.06, Bachelor in Data Science,
Tongji University - 2022.09 - 2024.06, Minor in Finance,
Fudan University
🏆 Awards
- 2025.06: Outstanding Bachelor’s Degree Graduates at Tongji University.
- 2022: National Scholarship during my bachelor studying.
🔗 Service
- Conference Reviewer
- 2026: NeurIPS, ICML, ICLR, AAAI
- 2027: AAAI
