AI Research
Propose, Don't Judge: An Anytime-Valid Referee for LLM Agents That Mine Investment Factors
How a governed referee system keeps AI research agents from hallucinating profitable investment strategies.
Language-model agents now run the whole of quantitative factor research: they propose investment factors, backtest them, select the survivors and retire them. We ask which of those jobs an agent should keep. Our answer is governed self-evolution: the agent may propose, and a froz...
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ArXiv CS.AI
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ArXiv CS.AI
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This research introduces a robust framework that prevents LLM-driven research agents from falling into confirmation bias during backtesting. By separating the roles of the creative proposer and the objective referee, it significantly increases the reliability of AI-generated financial signals.
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