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Multi-Agent Systems
QuantAgents: Towards Multi-agent Financial System via Simulated Trading
F. Xiong et al. · 2025
What this means for traders
Dividing analysis into specialist agents — indicator, pattern, trend, risk — produces significantly better risk-adjusted returns than a single generalist model.
Abstract
Presents QuantAgent, a multi-agent system that divides trading into specialized roles (Indicator, Pattern, Trend, Risk). Achieved 111.87% annualized return and a Sharpe Ratio of 2.02 in backtesting.
Multi-AgentQuant TradingSimulationPerformance
Read the full paperResearch papers are presented for informational purposes only. Past performance reported in academic studies does not guarantee future results. These papers are not personalised investment advice.