David Bau

Explaining Explanations: An Approach to Evaluating Interpretability of Machine Learning

2018 · arXiv (Cornell University)

There has recently been a surge of work in explanatory artificial intelligence (XAI). This research area tackles the important problem that complex machines and algorithms often cannot provide insights into their behavior and thought processes. …

Black-Box Access is Insufficient for Rigorous AI Audits

2024

External audits of AI systems are increasingly recognized as a key mechanism for AI governance. The effectiveness of an audit, however, depends on the degree of access granted to auditors. Recent audits of state-of-the-art AI …