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June 2019

Tarek R. Besold: Symbols, Networks, Explanations: A Complicated Ménage à Trois

June 19. Tid: 14:15 - 15:30
Media City Bergen, seminar room 1, Lars Hilles gate 30
Bergen, Norge 5058 Norway
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Abstract Discussions surrounding questions of interpretability (or even: explainability) in AI and ML are gaining in popularity in academia and industry. I will briefly characterize four notions of explainable AI/ML that cut across research fields: 1) opaque systems that offer no insight whatsoever, 2) interpretable systems where users can mathematically analyse the mechanisms at work, 3) comprehensible systems that emit symbols enabling user-driven explanations of how a conclusion is reached,  and 4) explainable systems, where automated reasoning is central to…

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