Mapping the Potential of Explainable Artificial Intelligence (XAI) for Fairness Along the AI Lifecycle

no code implementations • 29 Apr 2024 • Luca Deck, Astrid Schomäcker, Timo Speith, Jakob Schöffer, Lena Kästner, Niklas Kühl

The widespread use of artificial intelligence (AI) systems across various domains is increasingly highlighting issues related to algorithmic fairness, especially in high-stakes scenarios.

Explainable artificial intelligence Explainable Artificial Intelligence (XAI) +1

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