Tool
GoodPoints: Distribution Compression in Near-linear Time
A Python package for generating concise, high-quality summaries of a probability distribution. GoodPoints is a collection of tools for compressing a distribution more effectively than independent sampling.
Video
A law of robustness and the importance of overparametrization in deep learning
Microsoft Research Senior Principal Researcher Sebastien Bubeck answers several questions about the NeurIPS 2021 paper, “A Universal Law of Robustness via Isoperimetry.” He discusses what overparametrization is, the law of robustness, and how these two…