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Sophisticated phishing attacks have emerged as a major cybersecurity threat, becoming more common and difficult to prevent. Though machine learning techniques have shown promise in detecting phishing attacks, they function mainly as "black…

Cryptography and Security · Computer Science 2025-03-28 Bryan Lim , Roman Huerta , Alejandro Sotelo , Anthonie Quintela , Priyanka Kumar

Phishing attacks on enterprise employees present one of the most costly and potent threats to organizations. We explore an understudied facet of enterprise phishing attacks: the email relay infrastructure behind successfully delivered…

Cryptography and Security · Computer Science 2024-12-18 Elisa Luo , Liane Young , Grant Ho , M. H. Afifi , Marco Schweighauser , Ethan Katz-Bassett , Asaf Cidon

Most research into anti-phishing defence assumes that the mal-actor is attempting to harvest end-users' personally identifiable information or login credentials and, hence, focuses on detecting phishing websites. The defences for this type…

Cryptography and Security · Computer Science 2022-04-28 Trevor Wood , Vitor Basto-Fernandes , Eerke Boiten , Iryna Yevseyeva

Phishing attacks are a significant societal threat, disproportionately harming vulnerable populations and eroding trust in essential digital services. Current defenses are often reactive, failing against modern evasive tactics like cloaking…

Cryptography and Security · Computer Science 2026-01-23 Daiki Chiba , Hiroki Nakano , Takashi Koide

Large language models(LLMs) have demonstrated remarkable performance on many natural language processing(NLP) tasks and have been employed in phishing email detection research. However, in current studies, well-performing LLMs typically…

Computation and Language · Computer Science 2025-05-06 Zijie Lin , Zikang Liu , Hanbo Fan

Phishing campaigns involve adversaries masquerading as trusted vendors trying to trigger user behavior that enables them to exfiltrate private data. While URLs are an important part of phishing campaigns, communicative elements like text…

Cryptography and Security · Computer Science 2026-05-14 Fengchao Chen , Tingmin Wu , Van Nguyen , Carsten Rudolph

In this paper we employ quantitative measurements of cognitive vulnerability triggers in phishing emails to predict the degree of success of an attack. To achieve this we rely on the cognitive psychology literature and develop an automated…

Cryptography and Security · Computer Science 2019-05-30 Amber van der Heijden , Luca Allodi

Phishing attacks have become a serious and challenging issue for detection, explanation, and defense. Despite more than a decade of research on phishing, encompassing both technical and non-technical remedies, phishing continues to be a…

Cryptography and Security · Computer Science 2024-04-18 Van Nguyen , Tingmin Wu , Xingliang Yuan , Marthie Grobler , Surya Nepal , Carsten Rudolph

The rise in phishing attacks via e-mail and short message service (SMS) has not slowed down at all. The first thing we need to do to combat the ever-increasing number of phishing attacks is to collect and characterize more phishing cases…

Cryptography and Security · Computer Science 2023-06-07 Hiroki Nakano , Daiki Chiba , Takashi Koide , Naoki Fukushi , Takeshi Yagi , Takeo Hariu , Katsunari Yoshioka , Tsutomu Matsumoto

Phishing remains the most pervasive threat to the Web, enabling large-scale credential theft and financial fraud through deceptive webpages. While recent reference-based and generative-AI-driven phishing detectors achieve strong accuracy,…

Cryptography and Security · Computer Science 2026-03-03 Tailai Song , Pedro Casas , Michela Meo

The growth of digitalization services via web browsers has simplified our daily routine of doing business. But at the same time, it has made the web browser very attractive for several cyber-attacks. Web phishing is a well-known cyberattack…

Cryptography and Security · Computer Science 2024-09-18 Leand Thaqi , Arbnor Halili , Kamer Vishi , Blerim Rexha

Malicious website detection is an increasingly relevant yet intricate task that requires the consideration of a vast amount of fine details. Our objective is to create a machine learning model that is trained on as many of these finer…

Cryptography and Security · Computer Science 2024-09-13 Kinh Tran , Dusan Sovilj

The Ethereum Virtual Machine (EVM) is a decentralized computing engine. It enables the Ethereum blockchain to execute smart contracts and decentralized applications (dApps). The increasing adoption of Ethereum sparked the rise of phishing…

Cryptography and Security · Computer Science 2025-06-25 Pasquale De Rosa , Simon Queyrut , Yérom-David Bromberg , Pascal Felber , Valerio Schiavoni

Prior work has extensively studied misinformation related to news, politics, and health, however, misinformation can also be about technological topics. While less controversial, such misinformation can severely impact companies'…

Computers and Society · Computer Science 2023-06-19 Mohit Singhal , Nihal Kumarswamy , Shreyasi Kinhekar , Shirin Nilizadeh

Phishing attacks represents one of the primary attack methods which is used by cyber attackers. In many cases, attackers use deceptive emails along with malicious attachments to trick users into giving away sensitive information or…

Cryptography and Security · Computer Science 2026-02-12 Fatemeh Nejati , Mahdi Rabbani , Morteza Eskandarian , Mansur Mirani , Gunjan Piya , Igor Opushnyev , Ali A. Ghorbani , Sajjad Dadkhah

Phishing email detection faces significant challenges due to evolving adversarial tactics and heterogeneous attack patterns. Traditional approaches, such as rule-based filters and denylists, often struggle to keep pace, leading to missed…

Cryptography and Security · Computer Science 2026-05-26 Yinuo Xue , Eric Spero , Meng Wai Woo , Wei Gao , Giovanni Russello

Protecting users from accessing malicious web sites is one of the important management tasks for network operators. There are many open-source and commercial products to control web sites users can access. The most traditional approach is…

Networking and Internet Architecture · Computer Science 2021-11-12 Keiichi Shima , Daisuke Miyamoto , Hiroshi Abe , Tomohiro Ishihara , Kazuya Okada , Yuji Sekiya , Hirochika Asai , Yusuke Doi

The use of passwords and the need to protect passwords are not going away. The majority of websites that require authentication continue to support password authentication. Even high-security applications such as Internet Banking portals,…

Networking and Internet Architecture · Computer Science 2020-11-13 Teik Guan Tan , Pawel Szalachowski , Jianying Zhou

Phishing continues to be one of the most prevalent attack vectors, making accurate classification of phishing URLs essential. Recently, large language models (LLMs) have demonstrated promising results in phishing URL detection. However,…

Cryptography and Security · Computer Science 2026-01-29 Holly Trikilis , Pasindu Marasinghe , Fariza Rashid , Suranga Seneviratne

Modern phishing campaigns increasingly evade snapshot-based URL classifiers using interaction gates (e.g., checkbox/slider challenges), delayed content rendering, and logo-less credential harvesters. This shifts URL triage from static…

Cryptography and Security · Computer Science 2026-04-24 Haolin Zhang , William Reber , Yuxuan Zhang , Guofei Gu , Jeff Huang