13 citations · 27 across the 8 of their papers we have counts for
8 papers
Cloudy with a Chance of Anomalies: Dynamic Graph Neural Network for Early Detection of Cloud Services' User Anomalies
Revital Marbel, Yanir Cohen, Ran Dubin +2
Ensuring the security of cloud environments is imperative for sustaining organizational growth and operational efficiency. As the ubiquity of cloud services continues to rise, the…
Enhancing Encrypted Internet Traffic Classification Through Advanced Data Augmentation Techniques
Yehonatan Zion, Porat Aharon, Ran Dubin +2
The increasing popularity of online services has made Internet Traffic Classification a critical field of study. However, the rapid development of internet protocols and encryption…
RoBERTa-Augmented Synthesis for Detecting Malicious API Requests
Udi Aharon, Revital Marbel, Ran Dubin +2
Web applications and APIs face constant threats from malicious actors seeking to exploit vulnerabilities for illicit gains. To defend against these threats, it is essential to have…
A Classification-by-Retrieval Framework for Few-Shot Anomaly Detection to Detect API Injection Attacks
Udi Aharon, Ran Dubin, Amit Dvir +1
Application Programming Interface (API) Injection attacks refer to the unauthorized or malicious use of APIs, which are often exploited to gain access to sensitive data or manipula…
CBR -- Boosting Adaptive Classification By Retrieval of Encrypted Network Traffic with Out-of-distribution
Amir Lukach, Ran Dubin, Amit Dvir +1
Encrypted network traffic Classification tackles the problem from different approaches and with different goals. One of the common approaches is using Machine learning or Deep Lear…
Open-Source Framework for Encrypted Internet and Malicious Traffic Classification
Ofek Bader, Adi Lichy, Amit Dvir +2
Internet traffic classification plays a key role in network visibility, Quality of Services (QoS), intrusion detection, Quality of Experience (QoE) and traffic-trend analyses. In o…
When a RF Beats a CNN and GRU, Together -- A Comparison of Deep Learning and Classical Machine Learning Approaches for Encrypted Malware Traffic Classification
Adi Lichy, Ofek Bader, Ran Dubin +2
Internet traffic classification is widely used to facilitate network management. It plays a crucial role in Quality of Services (QoS), Quality of Experience (QoE), network visibili…
Real Time Video Quality Representation Classification of Encrypted HTTP Adaptive Video Streaming - the Case of Safari
Ran Dubin, Amit Dvir, Ofir Pele +3
The increasing popularity of HTTP adaptive video streaming services has dramatically increased bandwidth requirements on operator networks, which attempt to shape their traffic thr…