23 citations · 74 across the 26 of their papers we have counts for
3 papers · 1 filter
Closeness and Uncertainty Aware Adversarial Examples Detection in Adversarial Machine Learning
Omer Faruk Tuna, Ferhat Ozgur Catak, M. Taner Eskil
While state-of-the-art Deep Neural Network (DNN) models are considered to be robust to random perturbations, it was shown that these architectures are highly vulnerable to delibera…
A Generative Model based Adversarial Security of Deep Learning and Linear Classifier Models
erhat Ozgur Catak, Samed Sivaslioglu, Kevser Sahinbas
In recent years, machine learning algorithms have been applied widely in various fields such as health, transportation, and the autonomous car. With the rapid developments of deep…
Data Augmentation Based Malware Detection using Convolutional Neural Networks
Ferhat Ozgur Catak, Javed Ahmed, Kevser Sahinbas +1
Recently, cyber-attacks have been extensively seen due to the everlasting increase of malware in the cyber world. These attacks cause irreversible damage not only to end-users but…