ICON Decomposition : Multivariate Concept-Level Explanations of Deep Representations for Model Auditing
Roshan Prakash, Marco Simnacher, Manuel Pfeuffer et al.
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ICON decomposition : Auditing deep neural networks with multivariate, variance-based concept-level explanations
CON decomposition is introduced, which quantifies how much of a layer's variance each concept explains given all other concepts and the outcome, and how much none of them explains, yielding layer-comparable, calibrated scores that suppress false positives.
Roshan Prakash, Marco Simnacher, Manuel Pfeuffer et al.
· 0 citations