Matches in SemOpenAlex for { <https://semopenalex.org/work/W4283811274> ?p ?o ?g. }
Showing items 1 to 75 of
75
with 100 items per page.
- W4283811274 abstract "There is broad agreement that Artificial Intelligence (AI) systems, particularly those using Machine Learning (ML), should be able to explain their behavior. Unfortunately, there is little agreement as to what constitutes an explanation. This has caused a disconnect between the explanations that systems produce in service of explainable Artificial Intelligence (XAI) and those explanations that users and other audiences actually need, which should be defined by the full spectrum of functional roles, audiences, and capabilities for explanation. In this paper, we explore the features of explanations and how to use those features in evaluating their utility. We focus on the requirements for explanations defined by their functional role, the knowledge states of users who are trying to understand them, and the availability of the information needed to generate them. Further, we discuss the risk of XAI enabling trust in systems without establishing their trustworthiness and define a critical next step for the field of XAI to establish metrics to guide and ground the utility of system-generated explanations." @default.
- W4283811274 created "2022-07-06" @default.
- W4283811274 creator A5007940917 @default.
- W4283811274 creator A5013309687 @default.
- W4283811274 creator A5060035135 @default.
- W4283811274 creator A5080026474 @default.
- W4283811274 creator A5083941562 @default.
- W4283811274 date "2022-06-27" @default.
- W4283811274 modified "2023-09-27" @default.
- W4283811274 title "Explanation is Not a Technical Term: The Problem of Ambiguity in XAI" @default.
- W4283811274 doi "https://doi.org/10.48550/arxiv.2207.00007" @default.
- W4283811274 hasPublicationYear "2022" @default.
- W4283811274 type Work @default.
- W4283811274 citedByCount "0" @default.
- W4283811274 crossrefType "posted-content" @default.
- W4283811274 hasAuthorship W4283811274A5007940917 @default.
- W4283811274 hasAuthorship W4283811274A5013309687 @default.
- W4283811274 hasAuthorship W4283811274A5060035135 @default.
- W4283811274 hasAuthorship W4283811274A5080026474 @default.
- W4283811274 hasAuthorship W4283811274A5083941562 @default.
- W4283811274 hasBestOaLocation W42838112741 @default.
- W4283811274 hasConcept C120665830 @default.
- W4283811274 hasConcept C121332964 @default.
- W4283811274 hasConcept C144133560 @default.
- W4283811274 hasConcept C153701036 @default.
- W4283811274 hasConcept C154945302 @default.
- W4283811274 hasConcept C162853370 @default.
- W4283811274 hasConcept C192209626 @default.
- W4283811274 hasConcept C199360897 @default.
- W4283811274 hasConcept C202444582 @default.
- W4283811274 hasConcept C2522767166 @default.
- W4283811274 hasConcept C2780378061 @default.
- W4283811274 hasConcept C2780522230 @default.
- W4283811274 hasConcept C33923547 @default.
- W4283811274 hasConcept C38652104 @default.
- W4283811274 hasConcept C41008148 @default.
- W4283811274 hasConcept C56739046 @default.
- W4283811274 hasConcept C61797465 @default.
- W4283811274 hasConcept C62520636 @default.
- W4283811274 hasConcept C9652623 @default.
- W4283811274 hasConceptScore W4283811274C120665830 @default.
- W4283811274 hasConceptScore W4283811274C121332964 @default.
- W4283811274 hasConceptScore W4283811274C144133560 @default.
- W4283811274 hasConceptScore W4283811274C153701036 @default.
- W4283811274 hasConceptScore W4283811274C154945302 @default.
- W4283811274 hasConceptScore W4283811274C162853370 @default.
- W4283811274 hasConceptScore W4283811274C192209626 @default.
- W4283811274 hasConceptScore W4283811274C199360897 @default.
- W4283811274 hasConceptScore W4283811274C202444582 @default.
- W4283811274 hasConceptScore W4283811274C2522767166 @default.
- W4283811274 hasConceptScore W4283811274C2780378061 @default.
- W4283811274 hasConceptScore W4283811274C2780522230 @default.
- W4283811274 hasConceptScore W4283811274C33923547 @default.
- W4283811274 hasConceptScore W4283811274C38652104 @default.
- W4283811274 hasConceptScore W4283811274C41008148 @default.
- W4283811274 hasConceptScore W4283811274C56739046 @default.
- W4283811274 hasConceptScore W4283811274C61797465 @default.
- W4283811274 hasConceptScore W4283811274C62520636 @default.
- W4283811274 hasConceptScore W4283811274C9652623 @default.
- W4283811274 hasLocation W42838112741 @default.
- W4283811274 hasOpenAccess W4283811274 @default.
- W4283811274 hasPrimaryLocation W42838112741 @default.
- W4283811274 hasRelatedWork W2161851024 @default.
- W4283811274 hasRelatedWork W2195503382 @default.
- W4283811274 hasRelatedWork W2315693523 @default.
- W4283811274 hasRelatedWork W2328308966 @default.
- W4283811274 hasRelatedWork W2347673410 @default.
- W4283811274 hasRelatedWork W2372022541 @default.
- W4283811274 hasRelatedWork W2592352513 @default.
- W4283811274 hasRelatedWork W2972850838 @default.
- W4283811274 hasRelatedWork W4245669482 @default.
- W4283811274 hasRelatedWork W2751656612 @default.
- W4283811274 isParatext "false" @default.
- W4283811274 isRetracted "false" @default.
- W4283811274 workType "article" @default.