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RELAX: Representation Learning Explainability

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Bibliographic Details
Main Authors: Kristoffer K., Wickstrøm, Daniel J., Trosten, Sigurd, Løkse
Format: Book
Language:English
Published: Springer 2023
Subjects:
RELAX
Learning Explainability
Online Access:https://link.springer.com/article/10.1007/s11263-023-01773-2
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8254
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spelling oai:localhost:PNK-82542023-04-25T02:00:35Z RELAX: Representation Learning Explainability Kristoffer K., Wickstrøm Daniel J., Trosten Sigurd, Løkse RELAX Learning Explainability CC BY Despite the significant improvements that self-supervised representation learning has led to when learning from unlabeled data, no methods have been developed that explain what influences the learned representation. We address this need through our proposed approach, RELAX, which is the first approach for attribution-based explanations of representations. Our approach can also model the uncertainty in its explanations, which is essential to produce trustworthy explanations. RELAX explains representations by measuring similarities in the representation space between an input and masked out versions of itself, providing intuitive explanations that significantly outperform the gradient-based baselines. 2023-04-25T02:00:35Z 2023-04-25T02:00:35Z 2023 Book https://link.springer.com/article/10.1007/s11263-023-01773-2 https://dlib.phenikaa-uni.edu.vn/handle/PNK/8254 en application/pdf Springer
institution Digital Phenikaa
collection Digital Phenikaa
language English
topic RELAX
Learning Explainability
spellingShingle RELAX
Learning Explainability
Kristoffer K., Wickstrøm
Daniel J., Trosten
Sigurd, Løkse
RELAX: Representation Learning Explainability
description CC BY
format Book
author Kristoffer K., Wickstrøm
Daniel J., Trosten
Sigurd, Løkse
author_facet Kristoffer K., Wickstrøm
Daniel J., Trosten
Sigurd, Løkse
author_sort Kristoffer K., Wickstrøm
title RELAX: Representation Learning Explainability
title_short RELAX: Representation Learning Explainability
title_full RELAX: Representation Learning Explainability
title_fullStr RELAX: Representation Learning Explainability
title_full_unstemmed RELAX: Representation Learning Explainability
title_sort relax: representation learning explainability
publisher Springer
publishDate 2023
url https://link.springer.com/article/10.1007/s11263-023-01773-2
https://dlib.phenikaa-uni.edu.vn/handle/PNK/8254
_version_ 1764177435395358720
score 8.891145

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