DODEM: DOuble DEfense Mechanism Against Adversarial Attacks Towards Secure Industrial Internet of Things Analytics

no code implementations • 23 Jan 2023 • Onat Gungor, Tajana Rosing, Baris Aksanli

The results show that our double defense strategy is highly efficient where we can improve model robustness by up to 64. 6% and 52% compared to standard and adversarial retraining, respectively.

Adversarial Attack Novelty Detection

RES-HD: Resilient Intelligent Fault Diagnosis Against Adversarial Attacks Using Hyper-Dimensional Computing

no code implementations • 14 Mar 2022 • Onat Gungor, Tajana Rosing, Baris Aksanli

Hyper-dimensional computing (HDC) is a brain-inspired machine learning method that has been shown to be sufficiently accurate while being extremely robust, fast, and energy-efficient.

BIG-bench Machine Learning