Bighead's Algorithm Notes

Aug 30, 2026 · Artificial Intelligence

EvoQuant: How Large Language Models Can Self‑Evolve as Quantitative Researchers

EvoQuant introduces a self‑evolving, validator‑guided framework that lets large language models diagnose, propose, and verify improvements to existing quantitative trading strategies, achieving Sharpe ratio gains of up to 199% across A‑share and cryptocurrency benchmarks while demonstrating robustness through ablation and walk‑forward tests.