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Denial-of-Service Attack on Object Detection Model Using Universal Adversarial Perturbation



Avishag Shapira , Alon Zolfi , Luca Demetrio , Battista Biggio , Asaf Shabtai


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Adversarial Machine Learning Threat Analysis in Open Radio Access Networks



Ron Bitton , Dan Avraham , Eitan Klevansky , Dudu Mimran , Oleg Brodt , Heiko Lehmann , Yuval Elovici , Asaf Shabtai


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Adversarial Mask: Real-World Adversarial Attack Against Face Recognition Models



Alon Zolfi , Shai Avidan , Yuval Elovici , Asaf Shabtai


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Dodging Attack Using Carefully Crafted Natural Makeup



Nitzan Guetta , Asaf Shabtai , Inderjeet Singh , Satoru Momiyama , Yuval Elovici


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A Framework for Evaluating the Cybersecurity Risk of Real World, Machine Learning Production Systems



Ron Bitton , Nadav Maman , Inderjeet Singh , Satoru Momiyama , Yuval Elovici , Asaf Shabtai


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CAN-LOC: Spoofing Detection and Physical Intrusion Localization on an In-Vehicle CAN Bus Based on Deep Features of Voltage Signals



Efrat Levy , Asaf Shabtai , Bogdan Groza , Pal-Stefan Murvay , Yuval Elovici


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RadArnomaly: Protecting Radar Systems from Data Manipulation Attacks



Shai Cohen , Efrat Levy , Avi Shaked , Tair Cohen , Yuval Elovici , Asaf Shabtai


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TANTRA: Timing-Based Adversarial Network Traffic Reshaping Attack



Yam Sharon , David Berend , Yang Liu , Asaf Shabtai , Yuval Elovici


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Poisoning Attacks on Cyber Attack Detectors for Industrial Control Systems



Moshe Kravchik , Battista Biggio , Asaf Shabtai

* ACM SAC'21. arXiv admin note: substantial text overlap with arXiv:2002.02741 

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BENN: Bias Estimation Using Deep Neural Network



Amit Giloni , Edita Grolman , Tanja Hagemann , Ronald Fromm , Sebastian Fischer , Yuval Elovici , Asaf Shabtai


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