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Machine Learning (ML) approaches have been used to enhance the detection capabilities of Network Intrusion Detection Systems (NIDSs). Recent work has achieved near-perfect performance by following binary- and multi-class network anomaly…

Cryptography and Security · Computer Science 2022-12-16 Mohanad Sarhan , Gayan Kulatilleke , Wai Weng Lo , Siamak Layeghy , Marius Portmann

The Domain Name System (DNS) provides a translation between readable domain names and IP addresses. The DNS is a key infrastructure component of the Internet and a prime target for a variety of attacks. One of the most significant threat to…

Cryptography and Security · Computer Science 2019-06-27 Harel Berger , Amit Z. Dvir , Moti Geva

Malicious URL (Uniform Resource Locator) classification is a pivotal aspect of Cybersecurity, offering defense against web-based threats. Despite deep learning's promise in this area, its advancement is hindered by two main challenges: the…

Machine Learning · Computer Science 2025-01-03 Ilan Schvartzman , Roei Sarussi , Maor Ashkenazi , Ido kringel , Yaniv Tocker , Tal Furman Shohet

Distributed Denial of Service (DDoS) attacks are one of the most harmful threats in today's Internet, disrupting the availability of essential services. The challenge of DDoS detection is the combination of attack approaches coupled with…

Cryptography and Security · Computer Science 2020-08-31 Roberto Doriguzzi-Corin , Stuart Millar , Sandra Scott-Hayward , Jesus Martinez-del-Rincon , Domenico Siracusa

In recent years, vulnerable hosts and maliciously registered domains have been frequently involved in mobile attacks. In this paper, we explore the feasibility of detecting malicious domains visited on a cellular network based solely on…

Cryptography and Security · Computer Science 2015-06-15 Wei Wang , Kenneth Shirley

Motivated by a recent new type of randomized Distributed Denial of Service (DDoS) attacks on the Domain Name Service (DNS), we develop novel and efficient distinct heavy hitters algorithms and build an attack identification system that uses…

Cryptography and Security · Computer Science 2016-12-09 Yehuda Afek , Anat Bremler-Barr , Edith Cohen , Shir Landau Feibish , Michal Shagam

A safe and secure Domain Name System (DNS) is of paramount importance for the digital economy and society. Malicious activities on the DNS, generally referred to as "DNS abuse" are frequent and severe problems affecting online security and…

Cryptography and Security · Computer Science 2022-12-20 Jan Bayer , Yevheniya Nosyk , Olivier Hureau , Simon Fernandez , Ivett Paulovics , Andrzej Duda , Maciej Korczyński

Cyber attacks deceive machines into believing something that does not exist in the first place. However, there are some to which even humans fall prey. One such famous attack that attackers have used over the years to exploit the…

Cryptography and Security · Computer Science 2023-06-21 Akshat Gupta , Laxman Singh Tomar , Ridhima Garg

The Domain Name System (DNS) is a critical service that enables domain names to be converted to IP addresses (or vice versa); consequently, it is generally permitted through enterprise security systems (e.g., firewalls) with little…

Networking and Internet Architecture · Computer Science 2024-10-28 Minzhao Lyu , Hassan Habibi Gharakheili , Craig Russell , Vijay Sivaraman

IThe botnet is considered as a critical issue of the Internet due to its fast growing mechanism and affect. Recently, Botnets have utilized the DNS and query DNS server just like any legitimate hosts. In this case, it is difficult to…

Networking and Internet Architecture · Computer Science 2009-11-04 Ahmed M. Manasrah , Awsan Hasan , Omar Amer Abouabdalla , Sureswaran Ramadass

In recent years, malware with tunneling (or: covert channel) capabilities is on the rise. While malware research led to several methods and innovations, the detection and differentiation of malware solely based on its DNS tunneling features…

Cryptography and Security · Computer Science 2025-11-20 Denis Petrov , Pascal Ruffing , Sebastian Zillien , Steffen Wendzel

This paper details data science research in the area of Cyber Threat Intelligence applied to a specific type of Distributed Denial of Service (DDoS) attack. We study a DDoS technique prevalent in the Domain Name System (DNS) for which…

Cryptography and Security · Computer Science 2019-07-23 Renée Burton

Detecting and classifying suspicious or malicious domain names and URLs is fundamental task in cybersecurity. To leverage such indicators of compromise, cybersecurity vendors and practitioners often maintain and update blacklists of known…

Cryptography and Security · Computer Science 2026-02-06 Abdelkader El Mahdaouy , Salima Lamsiyah , Meryem Janati Idrissi , Hamza Alami , Zakaria Yartaoui , Ismail Berrada

This paper proposes a generic classification system designed to detect security threats based on the behavior of malware samples. The system relies on statistical features computed from proxy log fields to train detectors using a database…

Machine Learning · Statistics 2017-02-09 Lukas Machlica , Karel Bartos , Michal Sofka

Domain Generation Algorithms (DGAs) are used by adversaries to establish Command and Control (C\&C) server communications during cyber attacks. Blacklists of known/identified C\&C domains are often used as one of the defense mechanisms.…

Cryptography and Security · Computer Science 2021-01-05 Ibrahim Yilmaz , Ambareen Siraj , Denis Ulybyshev

The distributed denial-of-service (DDoS) attack stands out as a highly formidable cyber threat, representing an advanced form of the denial-of-service (DoS) attack. A DDoS attack involves multiple computers working together to overwhelm a…

Cryptography and Security · Computer Science 2025-03-10 Nizo Jaman Shohan , Gazi Tanbhir , Faria Elahi , Ahsan Ullah , Md. Nazmus Sakib

Distributed Denial of Service (DDoS) attacks have become more prominent recently, both in frequency of occurrence, as well as magnitude. Such attacks render key Internet resources unavailable and disrupt its normal operation. It is…

Cryptography and Security · Computer Science 2014-12-22 Michael Kallitsis , Stilian Stoev , George Michailidis

Domain Name System (DNS) plays in important role in the current IP-based Internet architecture. This is because it performs the domain name to IP resolution. However, the DNS protocol has several security vulnerabilities due to the lack of…

Cryptography and Security · Computer Science 2020-06-17 Abdallah Moubayed , Emad Aqeeli , Abdallah Shami

Existing distributed denial-of-service attack detection in software defined networks (SDNs) typically perform detection in a single domain. In reality, abnormal traffic usually affects multiple network domains. Thus, a cross-domain attack…

Networking and Internet Architecture · Computer Science 2018-09-20 Liehuang Zhu , Xiangyun Tang , Meng Shen , Xiaojiang Du , Mohsen Guizani

Malicious domain detection (MDD) is an open security challenge that aims to detect if an Internet domain is associated with cyber-attacks. Among many approaches to this problem, graph neural networks (GNNs) are deemed highly effective.…

Cryptography and Security · Computer Science 2023-08-24 Mahmoud Nazzal , Issa Khalil , Abdallah Khreishah , NhatHai Phan , Yao Ma