Symmetry-Preserving Paths in Integrated Gradients

03/25/2021

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by   Miguel Lerma, et al.

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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.