Lee Sharkey

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 …

Prisma: An Open Source Toolkit for Mechanistic Interpretability in Vision and Video

2025 · arXiv (Cornell University)

Robust tooling and publicly available pre-trained models have helped drive recent advances in mechanistic interpretability for language models. However, similar progress in vision mechanistic interpretability has been hindered by the lack of accessible frameworks and …