AIBullisharXiv – CS AI · 9h ago7/10
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EpiEvolve: Self-Evolving Agents for Streaming Pandemic Forecasting under Regime Shifts
Researchers introduce EpiEvolve, a self-evolving AI agent that improves pandemic forecasting by adapting to changing disease patterns in real-time streaming scenarios. The system achieves 12% higher accuracy than static models and reduces recovery time after major shifts from 5 weeks to 2 weeks by leveraging episodic memory and strategic rule learning.