Firenze: Model Evaluation Using Weak Signals

no code implementations • 2 Jul 2022 • Bhavna Soman, Ali Torkamani, Michael J. Morais, Jeffrey Bickford, Baris Coskun

This has slowed the adoption of machine learning in the field.

Adversarial Robustness with Non-uniform Perturbations

1 code implementation • NeurIPS 2021 • Ecenaz Erdemir, Jeffrey Bickford, Luca Melis, Sergul Aydore

Robustness of machine learning models is critical for security related applications, where real-world adversaries are uniquely focused on evading neural network based detectors.

Adversarial Robustness Malware Classification +1