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Add optional NoiseTunnel smoothing wrapper #164

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gsarti opened this issue Feb 7, 2023 · 0 comments
Open

Add optional NoiseTunnel smoothing wrapper #164

gsarti opened this issue Feb 7, 2023 · 0 comments
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enhancement New feature or request good first issue Good for newcomers help wanted Extra attention is needed

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@gsarti
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gsarti commented Feb 7, 2023

Description

This issue requests the inclusion of a wrapper for the NoiseTunnel method to make it available for all attribution classes.

Motivation

Smoothing techniques like the one proposed by Smilkov et al. 2017 can provide a more robust estimation of feature attributions, but they are largely ignored for NLP applications. Including support for noise-injecting techniques in the library would encourage their adoption in the broader research community.

@gsarti gsarti added enhancement New feature or request help wanted Extra attention is needed good first issue Good for newcomers labels Feb 7, 2023
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Labels
enhancement New feature or request good first issue Good for newcomers help wanted Extra attention is needed
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