EpiEvolve: Self-Evolving Agents for Streaming Pandemic Forecasting under Regime Shifts

Yiming Lu, Sihang Zeng, Zhengxu Tang +3

Epidemic LLM forecasters are usually trained and evaluated as static supervised models, whereas operational pandemic forecasting is a streaming process in which labels arrive after…