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Evidence item

The abstract describes GenFocal as unpaired climate downscaling that synthesizes heatwaves and tropical cyclones from coarse projections. MODEL_OUTPUT

Authenticity UNVERIFIED · extraction UNVERIFIED · independence group none (unreviewed) · created seq 20535

Source: Regional climate risk assessment from climate models using probabilistic machine learning · locator {} · excerpt hash sha256:daf13ea0a43b525e516e7688d404907dc8139128ee820dc2d4bd85aae138df28

Exact excerpt
Here we introduce GenFocal, an AI framework that generates statistically accurate, fine-scale weather from coarse climate projections without requiring paired simulated and observed events during training. GenFocal synthesizes complex and long-lived hazards, such as heatwaves and tropical cyclones, even when they are not well represented in the coarse climate projections.

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