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Symmetry-Preserving Paths in Integrated Gradients

Published 25 Mar 2021 in cs.LG and cs.AI | (2103.13533v1)

Abstract: We provide rigorous proofs that the Integrated Gradients (IG) attribution method for deep networks satisfies completeness and symmetry-preserving properties. We also study the uniqueness of IG as a path method preserving symmetry.

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