AIBullisharXiv – CS AI · 8h ago6/10
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MetaPS: Adaptive Programmatic Strategy Selection for Market Agents
Researchers introduce MetaPS, a framework that enables AI agents to adaptively select from a library of pre-programmed trading strategies based on market conditions, rather than generating actions directly. The system uses market simulations to train models on when to deploy specific strategies, demonstrating consistent improvements across model sizes and outperforming fixed-strategy baselines and direct LLM decision-making approaches.