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Addition of Important Direction Gradient Integration (IDGI) framework #1246

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ShreeSinghi opened this issue Mar 17, 2024 · 0 comments
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@ShreeSinghi
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馃殌 Feature

Add a new attribution framework: IDGI, as described this paper in 2023

Motivation

The resulting saliency maps are much clearer and is not compute-heavy.

Pitch

IDGI is a framework that can be applied to any integrated gradients method (BlurIG, GIG etc.) however I propose implementing it for the vanilla integrated gradients method. The implementation of this would exist as a separate class and would not be dependant on the IntegratedGradients class

Additional context

https://arxiv.org/abs/2303.14242

I would like to work on the implementation of this framework

@ShreeSinghi ShreeSinghi closed this as not planned Won't fix, can't repro, duplicate, stale Mar 19, 2024
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