Towards Reliable and Faithful Explanations : A Disentanglement-Augmented Approach for Selective Rationalization

The pursuit of model explainability has prompted the selective rationalization (aka, rationale extraction) which can identify important features (i.e., rationales) from the original input to support prediction results. Existing methods typically involve a cascaded approach with a selector responsibl...

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Publié dans:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 47(2025), 11 vom: 01. Okt., Seite 9906-9921
Auteur principal: Yue, Linan (Auteur)
Autres auteurs: Liu, Qi, Du, YiChao, Wang, Li, An, Yanqing, Chen, Enhong
Format: Article en ligne
Langue:English
Publié: 2025
Accès à la collection:IEEE transactions on pattern analysis and machine intelligence
Sujets:Journal Article