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Results for “TAA” · papers 1 · wiki 5
Academic Papers · 1arXiv q-fin live 0 · desk corpus 1
arXiv · arXiv · 2026

QuantaAlpha: An Evolutionary Framework for LLM-Driven Alpha Mining

Financial markets are noisy and non-stationary, making alpha mining highly sensitive to backtest noise and regime shifts. While recent agentic frameworks improve automation, they often lack controllable multi-round search and reliable reuse of validated experience. To address these challenges, we propose QuantaAlpha, an evolutionary alpha mining framework that treats each end-to-end mining run as a trajectory and imp

Jun Han, Shuo Zhang, Wei Li, Yifan Dong, Tu Hu
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