Mixture GAN For Modulation Classification Resiliency Against Adversarial Attacks

no code implementations • 29 May 2022 • Eyad Shtaiwi, Ahmed El Ouadrhiri, Majid Moradikia, Salma Sultana, Ahmed Abdelhadi, Zhu Han

In this paper, we propose a novel generative adversarial network (GAN)-based countermeasure approach to safeguard the DNN-based AMC systems against adversarial attack examples.

Adversarial Attack Classification +2

A New Dimensionality Reduction Method Based on Hensel's Compression for Privacy Protection in Federated Learning

no code implementations • 1 May 2022 • Ahmed El Ouadrhiri, Ahmed Abdelhadi

The proposed approach overcomes the problem of privacy leakage due to composition by applying DP only once before the training; clients train their local model on the privacy-preserving dataset generated by the second layer.

Dimensionality Reduction Federated Learning +2