UAP Training Method

Cross-Input Certified Training for Universal Perturbations

Authors: Changming Xu, Gagandeep Singh | Published: 2024-05-15 | Updated: 2024-09-09
UAP Training Method
Loss Function
Adversarial Training

Real-time Detection of Practical Universal Adversarial Perturbations

Authors: Kenneth T. Co, Luis Muñoz-González, Leslie Kanthan, Emil C. Lupu | Published: 2021-05-16 | Updated: 2021-05-22
UAP Training Method
Adversarial Attack Detection
Defense Mechanism

Jacobian Regularization for Mitigating Universal Adversarial Perturbations

Authors: Kenneth T. Co, David Martinez Rego, Emil C. Lupu | Published: 2021-04-21 | Updated: 2021-09-13
UAP Training Method
Adversarial Example Detection
Defense Mechanism