Background and experience
Curriculum vitae
Chutian Chen (Curtis) · Hong Kong
I’m CEO of Quanta Edge, focused on agents and research, and a Ph.D. candidate at HKUST researching AI for finance.
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
- Hong Kong PhD Fellowship, 2022.
- Academic Excellence Award, Tsinghua University, 2016–2018.