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

  • 2026.01:  🎉🎉 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!

📝 Publications

Notes:(*)indicates the equal contributions.

ICLR 2026
sym

Bridging Past and Future: Distribution-Aware Alignment for Time Series Forecasting

Yifan Hu, Jie Yang, Tian Zhou, Peiyuan Liu, Yujin Tang, Rong Jin, Liang Sun

Paper Code Stars

ICLR 2026
sym

Unlocking the Essence of Beauty: Advanced Aesthetic Reasoning with Relative-Absolute Policy Optimization

Boyang Liu*, Yifan Hu*, Senjie Jin, Shihan Dou, Gonglei Shi, Jie Shao, Tao Gui, Xuanjing Huang

Paper Code Stars

ICAIFW Best Paper
sym

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 Stars Awesome-Papers Stars

ICML, 2025
sym

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 Stars

ICML, 2025
sym

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 Stars

AAAI, 2025
sym

Adaptive Multi-Scale Decomposition Framework for Time Series Forecasting

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

Paper Code Stars

📖 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: ICLR, AAAI