Diagrammatization: Rationalizing with diagrammatic AI explanations for abductive-deductive reasoning on hypotheses

Many visualizations have been developed for explainable AI (XAI), but they often require further reasoning by users to interpret. We argue that XAI should support diagrammatic and abductive reasoning for the AI to perform hypothesis generation and evaluation to reduce the interpretability gap. We pr...

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Hauptverfasser: Lim, Brian Y, Cahaly, Joseph P, Sng, Chester Y. F, Chew, Adam
Format: Artikel
Sprache:eng
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