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Plug-in Losses for Evidential Deep Learning — A Simplified Framework for Uncertainty Estimation that Includes the Softmax Classifier

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Plug-in Losses for Evidential Deep Learning — A Simplified Framework for Uncertainty Estimation that Includes the Softmax Classifier

·7 min read·Berk Hayta, Hannah Laus, Simon Mittermaier et al.

This paper addresses a key challenge in Evidential Deep Learning (EDL), which aims to estimate uncertainty in classification tasks by modeling class probabilities as Dirichlet distributions paramet…

researchevidential-deep-learninguncertainty-estimationdirichlet-distributionselective-prediction

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