Malicious URL, aka malicious website, is a common and serious threat to cybersecurity. Malicious URLs host unsolicited content (spam, phishing, drive-by exploits, etc.) and lure …
B Biggio, B Nelson, P Laskov - arXiv preprint arXiv:1206.6389, 2012 - arxiv.org
We investigate a family of poisoning attacks against Support Vector Machines (SVM). Such attacks inject specially crafted training data that increases the SVM's test error. Central to the …
N Šrndić, P Laskov - 2014 IEEE symposium on security and …, 2014 - ieeexplore.ieee.org
Learning-based classifiers are increasingly used for detection of various forms of malicious data. However, if they are deployed online, an attacker may attempt to evade them by …
Is Android malware classification a solved problem? Published F1 scores of up to 0.99 appear to leave very little room for improvement. In this paper, we argue that results are …
Malicious web pages that host drive-by-download exploits have become a popular means for compromising hosts on the Internet and, subsequently, for creating large-scale botnets. In …
JavaScript malware-based attacks account for a large fraction of successful mass-scale exploitation happening today. Attackers like JavaScript-based attacks because they can be …
Web-based malware is a growing threat to today's Internet security. Attacks of this type are prevalent and lead to serious security consequences. Millions of malicious URLs are used …
Malware sandboxes, widely used by antivirus companies, mobile application marketplaces, threat detection appliances, and security researchers, face the challenge of environment …
N Šrndic, P Laskov - Proceedings of the 20th annual network & distributed …, 2013 - Citeseer
Malicious PDF files remain a real threat, in practice, to masses of computer users, even after several high-profile security incidents. In spite of a series of a security patches issued by …