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

Implications of the AI Act for Non-Discrimination Law and Algorithmic Fairness

no code implementations • 29 Mar 2024 • Luca Deck, Jan-Laurin Müller, Conradin Braun, Domenique Zipperling, Niklas Kühl

The topic of fairness in AI, as debated in the FATE (Fairness, Accountability, Transparency, and Ethics in AI) communities, has sparked meaningful discussions in the past years.

Bias Detection Ethics +1

A Critical Survey on Fairness Benefits of Explainable AI

no code implementations • 15 Oct 2023 • Luca Deck, Jakob Schoeffer, Maria De-Arteaga, Niklas Kühl

In this critical survey, we analyze typical claims on the relationship between explainable AI (XAI) and fairness to disentangle the multidimensional relationship between these two concepts.

Fairness