8 citations · 8 across the 2 of their papers we have counts for
2 papers
cs.LG2021
Robustness against Adversarial Attacks in Neural Networks using Incremental Dissipativity
Bernardo Aquino, Arash Rahnama, Peter Seiler +2
Adversarial examples can easily degrade the classification performance in neural networks. Empirical methods for promoting robustness to such examples have been proposed, but often…
cs.LG2021★ 8 cited
EventGraD: Event-Triggered Communication in Parallel Machine Learning
Soumyadip Ghosh, Bernardo Aquino, Vijay Gupta
Communication in parallel systems imposes significant overhead which often turns out to be a bottleneck in parallel machine learning. To relieve some of this overhead, in this pape…