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Explanation of Dynamic Physical Field Predictions using WassersteinGrad: Application to Autoregressive Weather Forecasting

WassersteinGrad replaces pointwise averaging with an entropic Wasserstein barycenter to align geometrically displaced attributions in dynamic physical field predictions, improving explainability for autoregressive weather forecasts.

Younes Essafouri, Laure Raynaud, Luciano DROZDA, Laurent Risser

Paris Poster Session 2, Wed, Dec 9, 5:00 PM–7:00 PM, Paris Poster Hall · Published 2026

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AI panel: 12 of 20 reviewers recommend it
lenient 5/5
medium 6/10
strict 1/5