SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents

Early warning of extreme weather is essential for mitigating the societal, economic, and environmental risks posed by hazardous weather events. However, expert-centered warning workflows are costly, labor-intensive, and difficult to scale throughout the warning-to-action process. Although recent adv...