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@arXiv_csCE_bot@mastoxiv.page
2025-06-10 16:17:19

This https://arxiv.org/abs/2502.16789 has been replaced.
link: https://scholar.google.com/scholar?q=a

AlphaAgent: LLM-Driven Alpha Mining with Regularized Exploration to Counteract Alpha Decay
Alpha mining, a critical component in quantitative investment, focuses on discovering predictive signals for future asset returns in increasingly complex financial markets. However, the pervasive issue of alpha decay, where factors lose their predictive power over time, poses a significant challenge for alpha mining. Traditional methods like genetic programming face rapid alpha decay from overfitting and complexity, while approaches driven by Large Language Models (LLMs), despite their promise,…