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The rise of QR code-based phishing ("Quishing") poses a growing cybersecurity threat, as attackers increasingly exploit QR codes to bypass traditional phishing defenses. Existing detection methods predominantly focus on URL analysis, which…

Cryptography and Security · Computer Science 2026-04-21 Fouad Trad , Ali Chehab

Phishing attacks continue to be a significant threat on the Internet. Prior studies show that it is possible to determine whether a website is phishing or not just by analyzing its URL more carefully. A major advantage of the URL based…

Cryptography and Security · Computer Science 2021-12-07 Harshal Tupsamudre , Sparsh Jain , Sachin Lodha

Phishing attacks are one of the most common social engineering attacks targeting users emails to fraudulently steal confidential and sensitive information. They can be used as a part of more massive attacks launched to gain a foothold in…

Cryptography and Security · Computer Science 2022-01-27 Fatima Salahdine , Zakaria El Mrabet , Naima Kaabouch

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

Phishing kits are tools that dark side experts provide to the community of criminal phishers to facilitate the construction of malicious Web sites. As these kits evolve in sophistication, providers of Web-based services need to keep pace…

Cryptography and Security · Computer Science 2022-10-18 Andrea Venturi , Michele Colajanni , Marco Ramilli , Giorgio Valenziano Santangelo

Phishing continues to pose a significant cybersecurity threat. While blocklists currently serve as a primary defense, due to their reactive, passive nature, these delayed responses leave phishing websites operational long enough to harm…

Cryptography and Security · Computer Science 2025-04-18 Kyungchan Lim , Raffaele Sommese , Mattis Jonker , Ricky Mok , kc claffy , Doowon Kim

Recently, we can observe a significant increase of the phishing attacks in the Internet. In a typical phishing attack, the attacker sets up a malicious website that looks similar to the legitimate website in order to obtain the end-users'…

Cryptography and Security · Computer Science 2025-08-14 Zijiang Yang

Phishing is considered to be one of the most prevalent cyber-attacks because of its immense flexibility and alarmingly high success rate. Even with adequate training and high situational awareness, it can still be hard for users to…

Cryptography and Security · Computer Science 2020-05-15 Orestis Christou , Nikolaos Pitropakis , Pavlos Papadopoulos , Sean McKeown , William J. Buchanan

Machine learning (ML) based approaches have been the mainstream solution for anti-phishing detection. When they are deployed on the client-side, ML-based classifiers are vulnerable to evasion attacks. However, such potential threats have…

Cryptography and Security · Computer Science 2020-04-16 Yusi Lei , Sen Chen , Lingling Fan , Fu Song , Yang Liu

The ever-evolving ways attacker continues to im prove their phishing techniques to bypass existing state-of-the-art phishing detection methods pose a mountain of challenges to researchers in both industry and academia research due to the…

Cryptography and Security · Computer Science 2024-02-28 Tosin Ige , Christopher Kiekintveld , Aritran Piplai

The persistent growth in phishing and the rising volume of phishing websites has led to individuals and organizations worldwide becoming increasingly exposed to various cyber-attacks. Consequently, more effective phishing detection is…

Cryptography and Security · Computer Science 2020-04-09 Suleiman Y. Yerima , Mohammed K. Alzaylaee

Phishing is a prevalent cyberattack that uses look-alike websites to deceive users into revealing sensitive information. Numerous efforts have been made by the Internet community and security organizations to detect, prevent, or train users…

Cryptography and Security · Computer Science 2025-07-15 Gaurav Varshney , Akanksha Raj , Divya Sangwan , Sharif Abuadbba , Rina Mishra , Yansong Gao

Videos are prone to tampering attacks that alter the meaning and deceive the audience. Previous video forgery detection schemes find tiny clues to locate the tampered areas. However, attackers can successfully evade supervision by…

Computer Vision and Pattern Recognition · Computer Science 2022-07-08 Yangming Zhou , Qichao Ying , Xiangyu Zhang , Zhenxing Qian , Sheng Li , Xinpeng Zhang

Phishing has been a prevalent cyber threat that manipulates users into revealing sensitive private information through deceptive tactics, designed to masquerade as trustworthy entities. Over the years, proactively detection of phishing URLs…

Cryptography and Security · Computer Science 2024-11-25 Maraz Mia , Darius Derakhshan , Mir Mehedi A. Pritom

Anti-phishing tools typically display generic warnings that offer users limited explanation on why a website is considered malicious, which can prevent end-users from developing the mental models needed to recognize phishing cues on their…

Cryptography and Security · Computer Science 2025-05-20 Sayak Saha Roy , Cesar Torres , Shirin Nilizadeh

Cyber attacks continue to pose significant threats to individuals and organizations, stealing sensitive data such as personally identifiable information, financial information, and login credentials. Hence, detecting malicious websites…

Cryptography and Security · Computer Science 2024-04-16 Saroj Gopali , Akbar S. Namin , Faranak Abri , Keith S. Jones

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

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 the most common type of cyber-attacks used to obtain sensitive information and have been affecting individuals as well as organisations across the globe. Various techniques have been proposed to identify the phishing…

Cryptography and Security · Computer Science 2021-01-08 Sohail Ahmed Khan , Wasiq Khan , Abir Hussain

Machine-learning phishing webpage detectors (ML-PWD) have been shown to suffer from adversarial manipulations of the HTML code of the input webpage. Nevertheless, the attacks recently proposed have demonstrated limited effectiveness due to…

Cryptography and Security · Computer Science 2023-10-17 Biagio Montaruli , Luca Demetrio , Maura Pintor , Luca Compagna , Davide Balzarotti , Battista Biggio