Minimal sufficient views: A DNN model making predictions with more evidence has higher accuracy

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Keisuke Kawano, Takuro Kutsuna, Keisuke Sano

Published: 01 Jan 2025, Last Modified: 23 Oct 2025Neural Networks 2025EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: Highlights•We define MSVs as evidence for a DNN’s prediction on a given image.•We propose an efficient algorithm for estimating MSVs on real data.•We empirically show that the number of MSVs correlates with prediction accuracy.