Robustness against Adversarial Attacks in Neural Networks using Incremental Dissipativity

1 code implementation • 25 Nov 2021 • Bernardo Aquino, Arash Rahnama, Peter Seiler, Lizhen Lin, Vijay Gupta

Adversarial examples can easily degrade the classification performance in neural networks.

Spatial modeling of mid-infrared spectral data with thermal compensation using integrated nested Laplace approximation

1 code implementation • Applied Optics 2021 • Bernardo Aquino, Stefano Castruccio, Vijay Gupta, Scott Howard

The problem of analyzing substances using low-cost sensors with a low signal-to-noise ratio (SNR) remains challenging.

EventGraD: Event-Triggered Communication in Parallel Machine Learning

2 code implementations • 12 Mar 2021 • Soumyadip Ghosh, Bernardo Aquino, Vijay Gupta

To relieve some of this overhead, in this paper, we present EventGraD - an algorithm with event-triggered communication for stochastic gradient descent in parallel machine learning.

BIG-bench Machine Learning