FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3175429892> ?p ?o ?g. }

• W3175429892 abstract "Most explanation methods in deep learning map importance estimates for a model’s prediction back to the original input space. These visual explanations are often insufficient, as the model’s actual concept remains elusive. Moreover, without insights into the model’s semantic concept, it is difficult —if not impossible— to intervene on the model’s behavior via its explanations, called Explanatory Interactive Learning. Consequently, we propose to intervene on a Neuro-Symbolic scene representation, which allows one to revise the model on the semantic level, e.g. never focus on the color to make your decision. We compiled a novel confounded visual scene data set, the CLEVR-Hans data set, capturing complex compositions of different objects. The results of our experiments on CLEVR-Hans demonstrate that our semantic explanations, i.e. compositional explanations at a per-object level, can identify confounders that are not identifiable using visual explanations only. More importantly, feedback on this semantic level makes it possible to revise the model from focusing on these factors." @default.
• W3175429892 created "2021-07-05" @default.
• W3175429892 creator A5017166414 @default.
• W3175429892 creator A5034737333 @default.
• W3175429892 creator A5037636074 @default.
• W3175429892 date "2021-06-01" @default.
• W3175429892 modified "2023-09-30" @default.
• W3175429892 title "Right for the Right Concept: Revising Neuro-Symbolic Concepts by Interacting with their Explanations" @default.
• W3175429892 cites W1519043595 @default.
• W3175429892 cites W2040370888 @default.
• W3175429892 cites W2128532956 @default.
• W3175429892 cites W2153074847 @default.
• W3175429892 cites W2194775991 @default.
• W3175429892 cites W2282821441 @default.
• W3175429892 cites W2793546384 @default.
• W3175429892 cites W2907143950 @default.
• W3175429892 cites W2958514452 @default.
• W3175429892 cites W2962858109 @default.
• W3175429892 cites W2963095307 @default.
• W3175429892 cites W2963350032 @default.
• W3175429892 cites W2963609017 @default.
• W3175429892 cites W2963798744 @default.
• W3175429892 cites W2964125683 @default.
• W3175429892 cites W2983256121 @default.
• W3175429892 cites W2996061341 @default.
• W3175429892 cites W3013629728 @default.
• W3175429892 cites W3034671415 @default.
• W3175429892 cites W3034985765 @default.
• W3175429892 cites W3048549109 @default.
• W3175429892 cites W3100711616 @default.
• W3175429892 cites W3102785203 @default.
• W3175429892 cites W3143107425 @default.
• W3175429892 cites W4236137412 @default.
• W3175429892 doi "https://doi.org/10.1109/cvpr46437.2021.00362" @default.
• W3175429892 hasPublicationYear "2021" @default.
• W3175429892 type Work @default.
• W3175429892 sameAs 3175429892 @default.
• W3175429892 citedByCount "20" @default.
• W3175429892 countsByYear W31754298922021 @default.
• W3175429892 countsByYear W31754298922022 @default.
• W3175429892 countsByYear W31754298922023 @default.
• W3175429892 crossrefType "proceedings-article" @default.
• W3175429892 hasAuthorship W3175429892A5017166414 @default.
• W3175429892 hasAuthorship W3175429892A5034737333 @default.
• W3175429892 hasAuthorship W3175429892A5037636074 @default.
• W3175429892 hasBestOaLocation W31754298922 @default.
• W3175429892 hasConcept C111919701 @default.
• W3175429892 hasConcept C120665830 @default.
• W3175429892 hasConcept C121332964 @default.
• W3175429892 hasConcept C154945302 @default.
• W3175429892 hasConcept C15744967 @default.
• W3175429892 hasConcept C177264268 @default.
• W3175429892 hasConcept C17744445 @default.
• W3175429892 hasConcept C180747234 @default.
• W3175429892 hasConcept C184337299 @default.
• W3175429892 hasConcept C188147891 @default.
• W3175429892 hasConcept C192209626 @default.
• W3175429892 hasConcept C199360897 @default.
• W3175429892 hasConcept C199539241 @default.
• W3175429892 hasConcept C204321447 @default.
• W3175429892 hasConcept C2776359362 @default.
• W3175429892 hasConcept C2778572836 @default.
• W3175429892 hasConcept C2781238097 @default.
• W3175429892 hasConcept C41008148 @default.
• W3175429892 hasConcept C94625758 @default.
• W3175429892 hasConceptScore W3175429892C111919701 @default.
• W3175429892 hasConceptScore W3175429892C120665830 @default.
• W3175429892 hasConceptScore W3175429892C121332964 @default.
• W3175429892 hasConceptScore W3175429892C154945302 @default.
• W3175429892 hasConceptScore W3175429892C15744967 @default.
• W3175429892 hasConceptScore W3175429892C177264268 @default.
• W3175429892 hasConceptScore W3175429892C17744445 @default.
• W3175429892 hasConceptScore W3175429892C180747234 @default.
• W3175429892 hasConceptScore W3175429892C184337299 @default.
• W3175429892 hasConceptScore W3175429892C188147891 @default.
• W3175429892 hasConceptScore W3175429892C192209626 @default.
• W3175429892 hasConceptScore W3175429892C199360897 @default.
• W3175429892 hasConceptScore W3175429892C199539241 @default.
• W3175429892 hasConceptScore W3175429892C204321447 @default.
• W3175429892 hasConceptScore W3175429892C2776359362 @default.
• W3175429892 hasConceptScore W3175429892C2778572836 @default.
• W3175429892 hasConceptScore W3175429892C2781238097 @default.
• W3175429892 hasConceptScore W3175429892C41008148 @default.
• W3175429892 hasConceptScore W3175429892C94625758 @default.
• W3175429892 hasLocation W31754298921 @default.
• W3175429892 hasLocation W31754298922 @default.
• W3175429892 hasOpenAccess W3175429892 @default.
• W3175429892 hasPrimaryLocation W31754298921 @default.
• W3175429892 hasRelatedWork W1692850446 @default.
• W3175429892 hasRelatedWork W1971791118 @default.
• W3175429892 hasRelatedWork W2125054102 @default.
• W3175429892 hasRelatedWork W2293457016 @default.
• W3175429892 hasRelatedWork W2380389143 @default.
• W3175429892 hasRelatedWork W2789919619 @default.
• W3175429892 hasRelatedWork W3161790920 @default.
• W3175429892 hasRelatedWork W4281724220 @default.
• W3175429892 hasRelatedWork W1551406738 @default.
• W3175429892 hasRelatedWork W2610387714 @default.
• W3175429892 isParatext "false" @default.
• W3175429892 isRetracted "false" @default.

• next