UNICAD: A Unified Approach for Attack Detection, Noise Reduction and Novel Class Identification

Alvaro Lopez Pellicer, Kittipos Giatgong, Yi Li +2

As the use of Deep Neural Networks (DNNs) becomes pervasive, their vulnerability to adversarial attacks and limitations in handling unseen classes poses significant challenges. The…