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systems combine models and observations yet still rely heavily on precomputed risk maps. Deep learning has improved flood mapping, but many models remain event-specific and transfer poorly between
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learning, statistics, and critical energy infrastructure security. The position focuses on enhancing the reliability, transparency, and operator-readiness of AI-driven cybersecurity tools used to secure
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