activity
20092026
most citedN-BaIoT: Network-based Detection of IoT Botnet Attacks Using Deep Autoencoders

1.5k citations · 2.3k across the 133 of their papers we have counts for

collaborators
Showing 2017Show all

7 papers · 1 filter

cs.CR2017

Using LSTM Encoder-Decoder Algorithm for Detecting Anomalous ADS-B Messages

Edan Habler, Asaf Shabtai

Although the ADS-B system is going to play a major role in the safe navigation of airplanes and air traffic control (ATC) management, it is also well known for its lack of security…

cs.CR2017★ 198 cited

Detection of Unauthorized IoT Devices Using Machine Learning Techniques

Yair Meidan, Michael Bohadana, Asaf Shabtai +4

Security experts have demonstrated numerous risks imposed by Internet of Things (IoT) devices on organizations. Due to the widespread adoption of such devices, their diversity, sta…

cs.CR2017

Detection of Malicious and Low Throughput Data Exfiltration Over the DNS Protocol

Asaf Nadler, Avi Aminov, Asaf Shabtai

In the presence of security countermeasures, a malware designed for data exfiltration must do so using a covert channel to achieve its goal. Among existing covert channels stands t…

cs.CR2017★ 34 cited

Protecting Military Avionics Platforms from Attacks on MIL-STD-1553 Communication Bus

Orly Stan, Yuval Elovici, Asaf Shabtai +3

MIL-STD-1553 is a military standard that defines the physical and logical layers, and a command/response time division multiplexing of a communication bus used in military and aero…

cs.CR2017★ 12 cited

Generic Black-Box End-to-End Attack Against State of the Art API Call Based Malware Classifiers

Ishai Rosenberg, Asaf Shabtai, Lior Rokach +1

In this paper, we present a black-box attack against API call based machine learning malware classifiers, focusing on generating adversarial sequences combining API calls and stati…

cs.CR2017★ 16 cited

SIPHON: Towards Scalable High-Interaction Physical Honeypots

Juan Guarnizo, Amit Tambe, Suman Sankar Bhunia +4

In recent years, the emerging Internet-of-Things (IoT) has led to rising concerns about the security of networked embedded devices. In this work, we focus on the adaptation of Hone…

cs.LG2017★ 3 cited

Classification of Smartphone Users Using Internet Traffic

Andrey Finkelstein, Ron Biton, Rami Puzis +1

Today, smartphone devices are owned by a large portion of the population and have become a very popular platform for accessing the Internet. Smartphones provide the user with immed…