1 code implementation • 10 Feb 2021 • Yael Mathov, Lior Rokach, Yuval Elovici
We use the framework to create a patch for an everyday scene and evaluate its performance using a novel evaluation process that ensures that our results are reproducible in both the digital space and the real world.
no code implementations • 24 Oct 2020 • Yael Mathov, Tal Ben Senior, Asaf Shabtai, Yuval Elovici
Our results in the real world suggest that our approach is a feasible solution for privacy protection.
1 code implementation • 19 Oct 2020 • Elior Nehemya, Yael Mathov, Asaf Shabtai, Yuval Elovici
In this study, we present a realistic scenario in which an attacker influences algorithmic trading systems by using adversarial learning techniques to manipulate the input data stream in real time.
no code implementations • 7 Oct 2020 • Yael Mathov, Eden Levy, Ziv Katzir, Asaf Shabtai, Yuval Elovici
We, however, argue that machine learning models trained on heterogeneous tabular data are as susceptible to adversarial manipulations as those trained on continuous or homogeneous data such as images.
2 code implementations • 9 May 2018 • Yair Meidan, Michael Bohadana, Yael Mathov, Yisroel Mirsky, Dominik Breitenbacher, Asaf Shabtai, Yuval Elovici
The proliferation of IoT devices which can be more easily compromised than desktop computers has led to an increase in the occurrence of IoT based botnet attacks.