Tighter Bounds on the Information Bottleneck with Application to Deep Learning

1 code implementation • 12 Feb 2024 • Nir Weingarten, Zohar Yakhini, Moshe Butman, Ran Gilad-Bachrach

These advancements strengthen the case for the IB and its variational approximations as a data modeling framework, and provide a simple method to significantly enhance the adversarial robustness of classifier DNNs.

Adversarial Robustness