Author

E. Morin

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Preprint Jul 2026

Context-Aware Concept Distillation for Trustworthy Flood Prediction

Context-Aware Concept Distillation (CACD) is proposed, a framework developed in collaboration with domain experts to distill opaque LSTMs into interpretable, hydrology-aware surrogate models and a Residual Hypernetwork that dynamically modulates these concepts based on static basin characteristics.

Eli Levinkopf, E. Morin, Claudia V. Goldman · 0 citations