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Ashley Ouligian

1 accepted papers

2022

Consistent Explanations by Contrastive Learning

CVPR 2022poster

Post-hoc explanation methods, e.g., Grad-CAM, enable humans to inspect the spatial regions responsible for a particular network decision. However, it is shown that such explanations are not always consistent with human priors, such as consistency across image transformations. Given an interpretation…

Cited by 25PDFcodeScholar
Ashley Ouligian — accepted AI-conference papers · AIConfPaper