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image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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Software . 2024
License: CC BY
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image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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License: CC BY
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Software . 2024
License: CC BY
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ZENODO
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License: CC BY
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ekrell/geoscience-attribution-benchmarks: unicov benchmark: analyze variance of XAI methods

Authors: Evan Krell;

ekrell/geoscience-attribution-benchmarks: unicov benchmark: analyze variance of XAI methods

Abstract

The release includes the benchmark unicov, which is a set of scripts and config files for generating, actually, a set of XAI benchmarks. The purpose is to quantitatively demonstrate that XAI outputs can vary across replicated model training runs. That is, the only change is the initial seed of the NN model weights, but the XAI outputs can be very different. We show that an increase in the strength of correlation provides many potential learned functions that achieve high performance. Since the model has so many options to learn within the data, each trained model can yield very different explanations. This release corresponds to the results shown at AGU 2023 and AMS 2024. The poster is available here.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average