Matches in SemOpenAlex for { <https://semopenalex.org/work/W4383472975> ?p ?o ?g. }
Showing items 1 to 65 of
65
with 100 items per page.
- W4383472975 abstract "Ensuring the trustworthiness and interpretability of machine learning models is critical to their deployment in real-world applications. Feature attribution methods have gained significant attention, which provide local explanations of model predictions by attributing importance to individual input features. This study examines the generalization of feature attributions across various deep learning architectures, such as convolutional neural networks (CNNs) and vision transformers. We aim to assess the feasibility of utilizing a feature attribution method as a future detector and examine how these features can be harmonized across multiple models employing distinct architectures but trained on the same data distribution. By exploring this harmonization, we aim to develop a more coherent and optimistic understanding of feature attributions, enhancing the consistency of local explanations across diverse deep-learning models. Our findings highlight the potential for harmonized feature attribution methods to improve interpretability and foster trust in machine learning applications, regardless of the underlying architecture." @default.
- W4383472975 created "2023-07-07" @default.
- W4383472975 creator A5017652218 @default.
- W4383472975 creator A5069432042 @default.
- W4383472975 creator A5092095006 @default.
- W4383472975 date "2023-07-05" @default.
- W4383472975 modified "2023-10-16" @default.
- W4383472975 title "Harmonizing Feature Attributions Across Deep Learning Architectures: Enhancing Interpretability and Consistency" @default.
- W4383472975 doi "https://doi.org/10.1007/978-3-031-42608-7_8" @default.
- W4383472975 hasPublicationYear "2023" @default.
- W4383472975 type Work @default.
- W4383472975 citedByCount "0" @default.
- W4383472975 crossrefType "posted-content" @default.
- W4383472975 hasAuthorship W4383472975A5017652218 @default.
- W4383472975 hasAuthorship W4383472975A5069432042 @default.
- W4383472975 hasAuthorship W4383472975A5092095006 @default.
- W4383472975 hasBestOaLocation W43834729751 @default.
- W4383472975 hasConcept C108583219 @default.
- W4383472975 hasConcept C119857082 @default.
- W4383472975 hasConcept C138496976 @default.
- W4383472975 hasConcept C138885662 @default.
- W4383472975 hasConcept C143299363 @default.
- W4383472975 hasConcept C154945302 @default.
- W4383472975 hasConcept C15744967 @default.
- W4383472975 hasConcept C27158222 @default.
- W4383472975 hasConcept C2776401178 @default.
- W4383472975 hasConcept C2776436953 @default.
- W4383472975 hasConcept C2781067378 @default.
- W4383472975 hasConcept C41008148 @default.
- W4383472975 hasConcept C41895202 @default.
- W4383472975 hasConcept C59404180 @default.
- W4383472975 hasConcept C77805123 @default.
- W4383472975 hasConcept C81363708 @default.
- W4383472975 hasConceptScore W4383472975C108583219 @default.
- W4383472975 hasConceptScore W4383472975C119857082 @default.
- W4383472975 hasConceptScore W4383472975C138496976 @default.
- W4383472975 hasConceptScore W4383472975C138885662 @default.
- W4383472975 hasConceptScore W4383472975C143299363 @default.
- W4383472975 hasConceptScore W4383472975C154945302 @default.
- W4383472975 hasConceptScore W4383472975C15744967 @default.
- W4383472975 hasConceptScore W4383472975C27158222 @default.
- W4383472975 hasConceptScore W4383472975C2776401178 @default.
- W4383472975 hasConceptScore W4383472975C2776436953 @default.
- W4383472975 hasConceptScore W4383472975C2781067378 @default.
- W4383472975 hasConceptScore W4383472975C41008148 @default.
- W4383472975 hasConceptScore W4383472975C41895202 @default.
- W4383472975 hasConceptScore W4383472975C59404180 @default.
- W4383472975 hasConceptScore W4383472975C77805123 @default.
- W4383472975 hasConceptScore W4383472975C81363708 @default.
- W4383472975 hasLocation W43834729751 @default.
- W4383472975 hasOpenAccess W4383472975 @default.
- W4383472975 hasPrimaryLocation W43834729751 @default.
- W4383472975 hasRelatedWork W2731899572 @default.
- W4383472975 hasRelatedWork W3006943036 @default.
- W4383472975 hasRelatedWork W3129898729 @default.
- W4383472975 hasRelatedWork W3133861977 @default.
- W4383472975 hasRelatedWork W4200511449 @default.
- W4383472975 hasRelatedWork W4299487748 @default.
- W4383472975 hasRelatedWork W4310880831 @default.
- W4383472975 hasRelatedWork W4312417841 @default.
- W4383472975 hasRelatedWork W4321369474 @default.
- W4383472975 hasRelatedWork W4385957992 @default.
- W4383472975 isParatext "false" @default.
- W4383472975 isRetracted "false" @default.
- W4383472975 workType "article" @default.