Education

Hong Kong University of Science and Technology

Research: AI for finance.

Columbia University

Peking University

Tsinghua University

Experience

Quanta Edge

  • Leading the firm’s work on agents and research: parallel strategy discovery, shared research infrastructure and self-improving research systems.

Futuristic Group Ltd

  • Founded a systematic proprietary trading business and led its strategy research.
  • Built research and trading systems for systematic and prediction-market strategies.

Alibaba Group

Recommendation algorithms for live-streaming e-commerce.

Graphen, Inc.

Reinforcement learning for FX trading.

Megvii

Out-of-distribution robustness for computer-vision models.

Publication

EvoQuantLab: Training-Free Dual-Loop Evolution for Auditable Quantitative Research

Haolin Yang, Zhiqiang Qian, Chutian Chen, Jipeng Zhang, Zhenghao Zhu, Tangjia Deng, Jian Xie, Shuaishuai Gong, Yike Guo and Sirui Han. arXiv, 2026.

Automated quantitative research combining genetic-programming factor search with an outer loop that diagnoses results and improves research methods.

Research interests

Parallel AI agents, self-improving research systems, market microstructure and learning across markets. More on my research

Honors