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Preprint Aug 2026

AQuA: Recursively Self-Improving Quantitative Trading Research Agents

AQuA, which comprises two separate language-model-driven research systems: one for symbolic factor discovery and one for trainable model development, is presented, which comprises two separate language-model-driven research systems that implement recursive self-improvement at the level of the research process.

Jiacheng Guo, Suozhi Huang, Yunlong Gao et al. · 0 citations