Challenges in Evaluating Explanation Methods for Static and Evolving Data
The limitations of Explainable Artificial Intelligence (XAI) with respect to insufficient evaluation are illustrated through the DetoxAI image recognition system for bias detection and concept unlearning and methods for adapting explanations to evolving data streams with concept drift are explored.