Revisiting the Performance-Explainability Trade-Off in Explainable Artificial Intelligence (XAI)

no code implementations • 26 Jul 2023 • Barnaby Crook, Maximilian Schlüter, Timo Speith

If meeting the requirement of explainability entails a reduction in system performance, then careful consideration must be given to which of these quality aspects takes precedence and how to compromise between them.

Explainable artificial intelligence Explainable Artificial Intelligence (XAI)

Sources of Opacity in Computer Systems: Towards a Comprehensive Taxonomy

no code implementations • 26 Jul 2023 • Sara Mann, Barnaby Crook, Lena Kästner, Astrid Schomäcker, Timo Speith

The taxonomy provides a starting point for requirements engineers and other practitioners to understand contextually prevalent sources of opacity, and to select or develop appropriate strategies for overcoming them.

Fairness