This workshop, sponsored by AIM and the NSF, will be devoted to building a foundational understanding of algorithmic stability, and developing rigorous tools for measuring stability that can characterize the behavior of machine learning algorithms. We aim to bring together researchers across a broad range of fields to develop a unified theoretical foundation for algorithmic stability.