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Phishing websites remain a persistent cybersecurity threat by mimicking legitimate sites to steal sensitive user information. Existing machine learning-based detection methods often rely on supervised learning with labeled data, which not…

密码学与安全 · 计算机科学 2025-10-08 Wenhao Li , Selvakumar Manickam , Yung-Wey Chong , Shankar Karuppayah , Priyadarsi Nanda , Binyong Li

In 2024, the Anti-Phishing Work Group identified over one million phishing pages. Phishers achieve this scale by using phishing kits -- ready-to-deploy phishing websites -- to rapidly deploy phishing campaigns with specific data…

密码学与安全 · 计算机科学 2025-09-17 Aleksandr Nahapetyan , Kanv Khare , Kevin Schwarz , Bradley Reaves , Alexandros Kapravelos

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…

密码学与安全 · 计算机科学 2021-12-07 Harshal Tupsamudre , Sparsh Jain , Sachin Lodha

In this digital era, our lives highly depend on the internet and worldwide technology. Wide usage of technology and platforms of communication makes our lives better and easier. But on the other side it carries out some security issues and…

密码学与安全 · 计算机科学 2024-04-18 Muhammad Shoaib Farooq , Hina jabbar

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

Protecting and preventing sensitive data from being used inappropriately has become a challenging task. Even a small mistake in securing data can be exploited by phishing attacks to release private information such as passwords or financial…

密码学与安全 · 计算机科学 2021-08-31 Luke Barlow , Gueltoum Bendiaby , Stavros Shiaelesy , Nick Savage

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

Phishing attacks attempt to deceive users into stealing sensitive information, posing a significant cybersecurity threat. Advances in machine learning (ML) and deep learning (DL) have led to the development of numerous phishing webpage…

密码学与安全 · 计算机科学 2025-05-27 Aditya Kulkarni , Vivek Balachandran , Dinil Mon Divakaran , Tamal Das

IT professionals have no simple tool to create phishing websites and raise the awareness of users. We developed a prototype that can dynamically mimic websites by using enriched screenshots, which requires no additional programming…

密码学与安全 · 计算机科学 2021-11-08 Pascal Gadient , Pascal Gerig , Oscar Nierstrasz , Mohammad Ghafari

Web-based phishing accounts for over 90% of data breaches, and most web-browsers and security vendors rely on machine-learning (ML) models as mitigation. Despite this, links posted regularly on anti-phishing aggregators such as PhishTank…

密码学与安全 · 计算机科学 2022-09-07 Arthur Wong , Alsharif Abuadbba , Mahathir Almashor , Salil Kanhere

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

Phishing detection is a critical cybersecurity task that involves the identification and neutralization of fraudulent attempts to obtain sensitive information, thereby safeguarding individuals and organizations from data breaches and…

密码学与安全 · 计算机科学 2024-08-19 Huilin Wang , Bryan Hooi

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

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 is a type of social engineering attack with an intention to steal user data, including login credentials and credit card numbers, leading to financial losses for both organisations and individuals. It occurs when an attacker,…

密码学与安全 · 计算机科学 2020-07-02 J. Samantha Tharani , Nalin Asanka Gamagedara Arachchilage

Phishing emails are the first step for many of today's attacks. They come with a simple hyperlink, request for action or a full replica of an existing service or website. The goal is generally to trick the user to voluntarily give away his…

密码学与安全 · 计算机科学 2020-04-22 Suhail Paliath , Mohammad Abu Qbeitah , Monther Aldwairi

Phishing attacks are a major threat to online security, exploiting user vulnerabilities to steal sensitive information. Various methods have been developed to counteract phishing, each with varying levels of accuracy, but they also face…

密码学与安全 · 计算机科学 2025-01-24 Tri Cao , Chengyu Huang , Yuexin Li , Huilin Wang , Amy He , Nay Oo , Bryan Hooi

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 this paper, we introduce PhishLang, the first fully client-side anti-phishing framework built on a lightweight ensemble framework that utilizes advanced language models to analyze the contextual features of a website's source code and…

密码学与安全 · 计算机科学 2025-04-18 Sayak Saha Roy , Shirin Nilizadeh

Recently, the development and implementation of phishing attacks require little technical skills and costs. This uprising has led to an ever-growing number of phishing attacks on the World Wide Web. Consequently, proactive techniques to…

密码学与安全 · 计算机科学 2020-11-09 Chidimma Opara , Bo Wei , Yingke Chen