Matches in SemOpenAlex for { <https://semopenalex.org/work/W4307536701> ?p ?o ?g. }
Showing items 1 to 68 of
68
with 100 items per page.
- W4307536701 abstract "Following a fast initial breakthrough in graph based learning, Graph Neural Networks (GNNs) have reached a widespread application in many science and engineering fields, prompting the need for methods to understand their decision process. GNN explainers have started to emerge in recent years, with a multitude of methods both novel or adapted from other domains. To sort out this plethora of alternative approaches, several studies have benchmarked the performance of different explainers in terms of various explainability metrics. However, these earlier works make no attempts at providing insights into why different GNN architectures are more or less explainable, or which explainer should be preferred in a given setting. In this survey, we fill these gaps by devising a systematic experimental study, which tests ten explainers on eight representative architectures trained on six carefully designed graph and node classification datasets. With our results we provide key insights on the choice and applicability of GNN explainers, we isolate key components that make them usable and successful and provide recommendations on how to avoid common interpretation pitfalls. We conclude by highlighting open questions and directions of possible future research." @default.
- W4307536701 created "2022-11-03" @default.
- W4307536701 creator A5048877432 @default.
- W4307536701 creator A5056748708 @default.
- W4307536701 creator A5058033787 @default.
- W4307536701 creator A5066187890 @default.
- W4307536701 creator A5078906245 @default.
- W4307536701 creator A5080390202 @default.
- W4307536701 creator A5087671511 @default.
- W4307536701 date "2022-10-27" @default.
- W4307536701 modified "2023-10-18" @default.
- W4307536701 title "Explaining the Explainers in Graph Neural Networks: a Comparative Study" @default.
- W4307536701 doi "https://doi.org/10.48550/arxiv.2210.15304" @default.
- W4307536701 hasPublicationYear "2022" @default.
- W4307536701 type Work @default.
- W4307536701 citedByCount "0" @default.
- W4307536701 crossrefType "posted-content" @default.
- W4307536701 hasAuthorship W4307536701A5048877432 @default.
- W4307536701 hasAuthorship W4307536701A5056748708 @default.
- W4307536701 hasAuthorship W4307536701A5058033787 @default.
- W4307536701 hasAuthorship W4307536701A5066187890 @default.
- W4307536701 hasAuthorship W4307536701A5078906245 @default.
- W4307536701 hasAuthorship W4307536701A5080390202 @default.
- W4307536701 hasAuthorship W4307536701A5087671511 @default.
- W4307536701 hasBestOaLocation W43075367011 @default.
- W4307536701 hasConcept C111472728 @default.
- W4307536701 hasConcept C119857082 @default.
- W4307536701 hasConcept C132525143 @default.
- W4307536701 hasConcept C136764020 @default.
- W4307536701 hasConcept C138885662 @default.
- W4307536701 hasConcept C154945302 @default.
- W4307536701 hasConcept C23123220 @default.
- W4307536701 hasConcept C2522767166 @default.
- W4307536701 hasConcept C2780565519 @default.
- W4307536701 hasConcept C2780615836 @default.
- W4307536701 hasConcept C41008148 @default.
- W4307536701 hasConcept C80444323 @default.
- W4307536701 hasConcept C88548561 @default.
- W4307536701 hasConceptScore W4307536701C111472728 @default.
- W4307536701 hasConceptScore W4307536701C119857082 @default.
- W4307536701 hasConceptScore W4307536701C132525143 @default.
- W4307536701 hasConceptScore W4307536701C136764020 @default.
- W4307536701 hasConceptScore W4307536701C138885662 @default.
- W4307536701 hasConceptScore W4307536701C154945302 @default.
- W4307536701 hasConceptScore W4307536701C23123220 @default.
- W4307536701 hasConceptScore W4307536701C2522767166 @default.
- W4307536701 hasConceptScore W4307536701C2780565519 @default.
- W4307536701 hasConceptScore W4307536701C2780615836 @default.
- W4307536701 hasConceptScore W4307536701C41008148 @default.
- W4307536701 hasConceptScore W4307536701C80444323 @default.
- W4307536701 hasConceptScore W4307536701C88548561 @default.
- W4307536701 hasLocation W43075367011 @default.
- W4307536701 hasLocation W43075367012 @default.
- W4307536701 hasOpenAccess W4307536701 @default.
- W4307536701 hasPrimaryLocation W43075367011 @default.
- W4307536701 hasRelatedWork W2049097211 @default.
- W4307536701 hasRelatedWork W2382290278 @default.
- W4307536701 hasRelatedWork W2961085424 @default.
- W4307536701 hasRelatedWork W3088447613 @default.
- W4307536701 hasRelatedWork W4210841218 @default.
- W4307536701 hasRelatedWork W4285260836 @default.
- W4307536701 hasRelatedWork W4286629047 @default.
- W4307536701 hasRelatedWork W4306321456 @default.
- W4307536701 hasRelatedWork W4306674287 @default.
- W4307536701 hasRelatedWork W4224009465 @default.
- W4307536701 isParatext "false" @default.
- W4307536701 isRetracted "false" @default.
- W4307536701 workType "article" @default.