Innovating Alpha Mining with AlphaAgent Framework

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AlphaAgent is a strategic framework developed to address challenges in quantitative finance using innovative approaches to model alpha decay. With a foundation in large language models and symbolic modeling, it leverages Abstract Syntax Trees and Regularized Exploration techniques within an autonomous multi-agent system. The framework's performance has been evaluated on indices like CSI 500 and S&P 500, showing promising results alongside other existing models. The findings highlight...