QuantaAlpha: An Evolutionary Framework for LLM-Driven Alpha Mining

By Jun Han, Shuo Zhang, Wei Li, Yifan Dong, Tu Hu, Yumo Zhu, Xiaomin Yu, Xin Guo, Zhaowei Liu, Kunyi Wang, Jingping Liu, Tianyi Jiang, Ruichuan An, Sen Hu, Zhi Yang, Ronghao Chen, Huacan Wang

Published 2026-05-18

Everscope rating

1526.5

Relevance to quantitative trading

10 / 10

Implementation complexity

8 / 10

Reproducibility

4 / 5

About this paper

Methodology: QuantaAlpha. Problem types: Time Series Forecasting, Optimization, Portfolio Optimization, Factor Discovery, Alpha Mining, Cross-Market Transfer, Zero-Shot Learning.

arXiv:2602.07085 · Code · Paper rankings

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