On the Need and Applicability of Causality for Fairness: A Unified Framework for AI Auditing and Legal Analysis

Ruta Binkyte, Ljupcho Grozdanovski, Sami Zhioua

As Artificial Intelligence (AI) increasingly influences decisions in critical societal sectors, understanding and establishing causality becomes essential for evaluating the fairne…