LLM-discovered stochastic models of price paths provide risk metrics that improve trader-agent decisions, raising average Sharpe ratios from 0.88 to 1.40 in the paper's backtests.
FinMem: A performance-enhanced LLM trading agent with layered memory and character design
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To Trade or Not to Trade: An Agentic Approach to Estimating Market Risk Improves Trading Decisions
LLM-discovered stochastic models of price paths provide risk metrics that improve trader-agent decisions, raising average Sharpe ratios from 0.88 to 1.40 in the paper's backtests.