2 papers
cs.LG2023
A Theoretical Perspective on Subnetwork Contributions to Adversarial Robustness
Jovon Craig, Josh Andle, Theodore S. Nowak +1
The robustness of deep neural networks (DNNs) against adversarial attacks has been studied extensively in hopes of both better understanding how deep learning models converge and i…
cs.CV2018
Deep Net Triage: Analyzing the Importance of Network Layers via Structural Compression
Theodore S. Nowak, Jason J. Corso
Despite their prevalence, deep networks are poorly understood. This is due, at least in part, to their highly parameterized nature. As such, while certain structures have been foun…