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Phishing attacks trick victims into disclosing sensitive information. To counter rapidly evolving attacks, we must explore machine learning and deep learning models leveraging large-scale data. We discuss models built on different kinds of…

密码学与安全 · 计算机科学 2022-05-17 Dinil Mon Divakaran , Adam Oest

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…

密码学与安全 · 计算机科学 2024-11-25 Maraz Mia , Darius Derakhshan , Mir Mehedi A. Pritom

Phishing remains a pervasive cyber threat, as attackers craft deceptive emails to lure victims into revealing sensitive information. While Artificial Intelligence (AI), in particular, deep learning, has become a key component in defending…

密码学与安全 · 计算机科学 2025-05-07 Fengchao Chen , Tingmin Wu , Van Nguyen , Shuo Wang , Alsharif Abuadbba , Carsten Rudolph

Phishing emails pose a persistent and increasingly sophisticated threat, undermining email security through deceptive tactics designed to exploit both semantic and structural vulnerabilities. Traditional detection methods, often based on…

密码学与安全 · 计算机科学 2025-09-26 Ibrahim Altan , Abdulla Bachir , Yousuf Parbhulkar , Abdul Muksith Rizvi , Moshiur Farazi

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…

密码学与安全 · 计算机科学 2026-04-21 Fouad Trad , Ali Chehab

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…

密码学与安全 · 计算机科学 2022-01-27 Fatima Salahdine , Zakaria El Mrabet , Naima Kaabouch

Phishing attacks are becoming increasingly sophisticated, underscoring the need for detection systems that strike a balance between high accuracy and computational efficiency. This paper presents a comparative evaluation of traditional…

密码学与安全 · 计算机科学 2025-12-25 Jikesh Thapa , Gurrehmat Chahal , Serban Voinea Gabreanu , Yazan Otoum

The increase in the number of phishing demands innovative solutions to safeguard users from phishing attacks. This study explores the development and utilization of a real-time browser extension integrated with machine learning model to…

密码学与安全 · 计算机科学 2024-06-19 Akshaya Arun , Nasr Abosata

Phishing is one of the most effective ways in which cybercriminals get sensitive details such as credentials for online banking, digital wallets, state secrets, and many more from potential victims. They do this by spamming users with…

密码学与安全 · 计算机科学 2024-11-27 Tosin Ige , Christopher Kiekintveld , Aritran Piplai , Amy Waggler , Olukunle Kolade , Bolanle Hafiz Matti

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…

密码学与安全 · 计算机科学 2026-05-26 Yinuo Xue , Eric Spero , Meng Wai Woo , Wei Gao , Giovanni Russello

In this paper, we uncover the essential features of websites that allow intelligent models to distinguish between phishing and legitimate sites. Phishing websites are those that are made with a similar user interface and a near similar…

社会与信息网络 · 计算机科学 2022-05-09 Arash Negahdari Kia , Finbarr Murphy , Zahra Dehghani Mohammadabadi , Parisa Shamsi

In recent years, Cyber attacks have increased in number, and with them, the intensity of the attacks and their potential to damage the user have also increased significantly. In an ever-advancing world, users find it difficult to keep up…

密码学与安全 · 计算机科学 2024-11-22 Latesh G. Malik , Rohini Shambharkar , Shivam Morey , Shubhlak Kanpate , Vedika Raut

Phishing is a major problem on the Web. Despite the significant attention it has received over the years, there has been no definitive solution. While the state-of-the-art solutions have reasonably good performance, they require a large…

密码学与安全 · 计算机科学 2016-04-26 Samuel Marchal , Kalle Saari , Nidhi Singh , N. Asokan

Phishing websites remain a significant cybersecurity threat, necessitating accurate and cost-effective detection mechanisms. In this paper, we present CLASP, a novel system that effectively identifies phishing websites by leveraging…

密码学与安全 · 计算机科学 2025-10-22 Fouad Trad , Ali Chehab

Large language models (LLMs) have emerged as a promising phishing detection mechanism, addressing the limitations of traditional deep learning-based detectors, including poor generalization to previously unseen websites and a lack of…

密码学与安全 · 计算机科学 2025-11-27 Fujiao Ji , Doowon Kim

Malicious websites and phishing URLs pose an ever-increasing cybersecurity risk, with phishing attacks growing by 40% in a single year. Traditional detection approaches rely on machine learning classifiers or rule-based scanners operating…

密码学与安全 · 计算机科学 2025-06-05 Avihay Cohen

Phishing has grown significantly in the past few years and is predicted to further increase in the future. The dynamics of phishing introduce challenges in implementing a robust phishing detection system and selecting features which can…

密码学与安全 · 计算机科学 2020-07-24 Rizka Purwanto , Arindam Pal , Alan Blair , Sanjay Jha

PhisNet is a cutting-edge web application designed to detect phishing websites using advanced machine learning. It aims to help individuals and organizations identify and prevent phishing attacks through a robust AI framework. PhisNet…

密码学与安全 · 计算机科学 2024-07-09 Prashant Kumar , Kevin Antony , Deepakmoney Banga , Arshpreet Sohal

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…

密码学与安全 · 计算机科学 2021-01-08 Sohail Ahmed Khan , Wasiq Khan , Abir Hussain

The Internet has become an indispensable part of our life, However, It also has provided opportunities to anonymously perform malicious activities like Phishing. Phishers try to deceive their victims by social engineering or creating…

密码学与安全 · 计算机科学 2020-09-24 Vahid Shahrivari , Mohammad Mahdi Darabi , Mohammad Izadi