Award for Presented Paper at the APWG Symposium on eCrime
Award for Presented Paper at the APWG Symposium on eCrime
Assistant Professor Giovanni Apruzzese from the Chair of Data & Application Security presented the paper “Do users fall for real adversarial phishing? Investigating the human response to evasive webpages” at the APWG Symposium on Electronic Crime Research (eCrime) in Barcelona. The paper was co-authored with Ajka Draganovic, Javier Aldana Iuit (Avast Software), Savono Dambra and Kevin Roundy (both Norton Research Group).
Phishing websites are ubiquitous, and countermeasures based on static blocklists offer little protection against such threats. Therefore, state-of-the-art machine learning (ML) methods are now being used to detect phishing websites. These techniques have shown promising results when integrated into phishing detection systems (PDS). However, ML methods are not perfect, and some trial versions of phishing websites can even bypass production-grade PDS.
In their work, the researchers investigated whether real phishing websites that evade commercial ML-based PDS represent a genuine problem or merely a nuisance. They found that some well-designed phishing websites can deceive most participants — even IT experts — while others are easily recognised by most users. The study is relevant for practitioners as it enables prioritisation of phishing websites that can fool both machines and humans, and it also benefits from the contribution of globally renowned cybersecurity companies (Avast and Norton).
The paper is based on the thesis of Ajka Draganovic, a student in the Master’s programme in Information Systems at the University of Liechtenstein, and was awarded second place in the “Best Paper” competition by the eCrime’23 committee. The symposium was attended by more than 100 participants from academia and industry.
More information about the presentation and the event is available at: https://apwg.org/event/ecrime2023/