Dynamical Low-Rank Compression of Neural Networks with Robustness under Adversarial Attacks

TL;DR

Deployment of neural networks on resource-constrained devices demands models that are both compact and robust to adversarial inputs. However, compression and adversarial robustness often conflict.

Opening excerpt from the authors’ abstract. source