Rate-Distortion Theoretic Generalization Bounds for Stochastic Learning Algorithms

Milad Sefidgaran, Amin Gohari, Gaël Richard +1

Understanding generalization in modern machine learning settings has been one of the major challenges in statistical learning theory. In this context, recent years have witnessed t…