no code implementations • 19 Nov 2019 • Javier Echauz, Keith Kenemer, Sarfaraz Hussein, Jay Dhaliwal, Saurabh Shintre, Slawomir Grzonkowski, Andrew Gardner
Machine learning models are vulnerable to adversarial inputs that induce seemingly unjustifiable errors.
no code implementations • 16 May 2019 • Aditya Kuppa, Slawomir Grzonkowski, Muhammad Rizwan Asghar, Nhien-An Le-Khac
Our approach is to build a neural network model utilizing Adversarial Autoencoder (AAE-$\alpha$) in order to detect the activity of an attacker who leverages off-the-shelf tools and system applications.
1 code implementation • 4 Oct 2018 • Ryan R. Curtin, Andrew B. Gardner, Slawomir Grzonkowski, Alexey Kleymenov, Alejandro Mosquera
Our experiments show the model is capable of effectively identifying domains generated by difficult DGA families.
no code implementations • 3 Aug 2018 • Aditya K, Slawomir Grzonkowski, Nhien An Lekhac
Today, the volume of evidence collected per case is growing exponentially, to address this problem forensics investigators are looking for investigation process with tools built on new technologies like big data, cloud services, and Deep Learning (DL) techniques.
Cryptography and Security
no code implementations • 18 Aug 2014 • Alejandro Mosquera, Lamine Aouad, Slawomir Grzonkowski, Dylan Morss
The use of short text messages in social media and instant messaging has become a popular communication channel during the last years.