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We present TropicalCycloneNext (TC-Next), a multimodal deep learning model that forecasts tropical cyclone track and intensity at $6$-$24$ h leads by leveraging a foundation model's forecast fields of atmospheric kinematic and thermodynamic fields and GridSat infrared satellite imagery. Trained only on GraphCast foreca...
Subpopulation-Aware Generative Enhancement (SAGE), a two-stage generative augmentation framework, is introduced, using cluster-derived sub-labels and class labels to fine-tune a conditional generative model and text encoder, generating targeted synthetic data to fill underrepresented regions in the training set and con...
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