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

• 2025.05:  🎉🎉 Two papers are accepted by ICML 2025!
• 2024.12:  🎉🎉 One paper is accepted by AAAI 2025!

📝 Publications

Notes:（*）indicates the equal contributions.

ICML, 2025

TimeFilter: Patch-Specific Spatial-Temporal Graph Filtration for Time Series Forecasting

Yifan Hu, Guibin Zhang, Peiyuan Liu, Disen Lan, Naiqi Li, Dawei Cheng, Tao Dai, Shu-Tao Xia, and Shirui Pan

Paper Code

ICML, 2025

TimeBridge: Non-Stationarity Matters for Long-term Time Series Forecasting

Peiyuan Liu*, Beiliang Wu*, Yifan Hu*, Naiqi Li, Tao Dai, Jigang Bao, and Shu-Tao Xia

Paper Code

AAAI, 2025

Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting

Yifan Hu, Peiyuan Liu, Peng Zhu, Dawei Cheng, and Tao Dai

Paper Code

🖨️ PrePrint

PrePrint

FinMamba: Market-Aware Graph Enhanced Multi-Level Mamba for Stock Movement Prediction

Yifan Hu, Peiyuan Liu, Yuante Li, Dawei Cheng, Naiqi Li, Tao Dai, Jigang Bao, and Shu-Tao Xia

Paper Code

PrePrint

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

Paper Code Awesome-Papers

📖 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

💻 Internships

• 2025.02 - now, Algorithm Engineer Intern, Alibaba DAMO Academy.

🏆 Awards

• 2025.06:  Outstanding Bachelor’s Degree Graduates at Tongji University.
• 2022:  National Scholarship during my bachelor studying.