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Illustration of SDE-Net and the problems it faces. (a) Components of SDE-Net. For ID data, SDE-Net is dominated by the drift net in order to achieve good predictive accuracy. For OOD data, SDE-Net is dominated by the diffusion net in order to generate high diffusion for characterizing model uncertainty. (b) Flowchart explaining how to resolve the problems faced by SDE-Net.
