Machine Unlearning Doesn't Do What You Think: Lessons for Generative AI Policy, Research, and Practice

AF Cooper, CA Choquette-Choo, M Bogen… - arXiv preprint arXiv …, 2024 - arxiv.org
We articulate fundamental mismatches between technical methods for machine unlearning
in Generative AI, and documented aspirations for broader impact that these methods could …

AI Red Teaming through the Lens of Measurement Theory

A Chouldechova, AF Cooper, A Palia, D Vann… - Neurips Safe Generative … - openreview.net
AI Red teaming--ie, simulating attacks on computer systems to identify vulnerabilities and
improve defenses--can yield both qualitative and quantitative information about generative …