Barnaby Crook

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

2023 · arXiv (Cornell University)

Within the field of Requirements Engineering (RE), the increasing significance of Explainable Artificial Intelligence (XAI) in aligning AI-supported systems with user needs, societal expectations, and regulatory standards has garnered recognition. In general, explainability has emerged …

Sources of Opacity in Computer Systems: Towards a Comprehensive Taxonomy

2023

Modern computer systems are ubiquitous in contemporary life yet many of them remain opaque. This poses significant challenges in domains where desiderata such as fairness or accountability are crucial. We suggest that the best strategy …