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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…

网络与互联网体系结构 · 计算机科学 2021-11-12 Keiichi Shima , Daisuke Miyamoto , Hiroshi Abe , Tomohiro Ishihara , Kazuya Okada , Yuji Sekiya , Hirochika Asai , Yusuke Doi

Many cyberattacks start with disseminating phishing URLs. When clicking these phishing URLs, the victim's private information is leaked to the attacker. There have been proposed several machine learning methods to detect phishing URLs.…

密码学与安全 · 计算机科学 2022-09-07 Taeri Kim , Noseong Park , Jiwon Hong , Sang-Wook Kim

Phishing websites are still a major threat in today's Internet ecosystem. Despite numerous previous efforts, similarity-based detection methods do not offer sufficient protection for the trusted websites - in particular against unseen…

密码学与安全 · 计算机科学 2020-07-07 Sahar Abdelnabi , Katharina Krombholz , Mario Fritz

Phishing, a prevalent cybercrime tactic for decades, remains a significant threat in today's digital world. By leveraging clever social engineering elements and modern technology, cybercrime targets many individuals, businesses, and…

计算与语言 · 计算机科学 2024-06-10 Het Patel , Umair Rehman , Farkhund Iqbal

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…

密码学与安全 · 计算机科学 2026-05-14 Fengchao Chen , Tingmin Wu , Van Nguyen , Carsten Rudolph

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…

密码学与安全 · 计算机科学 2024-02-28 Tosin Ige , Christopher Kiekintveld , Aritran Piplai

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

Anti-phishing aims to detect phishing content/documents in a pool of textual data. This is an important problem in cybersecurity that can help to guard users from fraudulent information. Natural language processing (NLP) offers a natural…

密码学与安全 · 计算机科学 2018-05-07 Minh Nguyen , Toan Nguyen , Thien Huu Nguyen

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…

计算与语言 · 计算机科学 2025-05-06 Zijie Lin , Zikang Liu , Hanbo Fan

Phishing is a semantic attack which targets the user rather than the computer. It is a new Internet crime in comparison with other forms such as virus and hacking. Considering the damage phishing websites has caused to various economies by…

机器学习 · 计算机科学 2025-05-28 Nancy C. Woods , Virtue Ene Agada , Adebola K. Ojo

Phishing is the most prevalent type of cyber-attack today and is recognized as the leading source of data breaches with significant consequences for both individuals and corporations. Web-based phishing attacks are the most frequent with…

密码学与安全 · 计算机科学 2025-02-20 Muhammad Fahad Zia , Sri Harish Kalidass

Phishing attacks, typically carried out by email, remain a significant cybersecurity threat with attackers creating legitimate-looking websites to deceive recipients into revealing sensitive information or executing harmful actions. In this…

密码学与安全 · 计算机科学 2025-03-03 Wei Kang , Nan Wang , Jang Seung , Shuo Wang , Alsharif Abuadbba

Phishing in mobile applications is a relevant threat with successful attacks reported in the wild. In such attacks, malicious mobile applications masquerade as legitimate ones to steal user credentials. In this paper we categorize…

密码学与安全 · 计算机科学 2015-02-25 Claudio Marforio , Ramya Jayaram Masti , Claudio Soriente , Kari Kostiainen , Srdjan Capkun

Phishing detection systems are predominantly rely on statistical machine learning models, which often lack contextual reasoning and are vulnerable to adversarial manipulation. In this work, we propose a hybrid framework that integrates…

人工智能 · 计算机科学 2026-04-29 Mainak Sen , Kumar Sankar Ray , Amlan Chakrabarti

Phishing emails are a critical component of the cybercrime kill chain due to their wide reach and low cost. Their ever-evolving nature renders traditional rule-based and feature-engineered detectors ineffective in the ongoing arms race…

密码学与安全 · 计算机科学 2025-07-22 Ruofan Liu , Yun Lin , Silas Yeo Shuen Yu , Xiwen Teoh , Zhenkai Liang , Jin Song Dong

Phishing is one of the most severe cyber-attacks where researchers are interested to find a solution. In phishing, attackers lure end-users and steal their personal in-formation. To minimize the damage caused by phishing must be detected as…

密码学与安全 · 计算机科学 2021-04-07 P. Kalaharsha , B. M. Mehtre

Phishing is an especially challenging cyber security threat as it does not attack computer systems, but targets the user who works on that system by relying on the vulnerability of their decision-making ability. Phishing attacks can be used…

密码学与安全 · 计算机科学 2017-10-18 Gaurav Misra , Nalin Asanka Gamagedara Arachchilage , Shlomo Berkovsky

Malicious websites are responsible for a majority of the cyber-attacks and scams today. Malicious URLs are delivered to unsuspecting users via email, text messages, pop-ups or advertisements. Clicking on or crawling such URLs can result in…

密码学与安全 · 计算机科学 2019-10-15 Apoorva Joshi , Levi Lloyd , Paul Westin , Srini Seethapathy

Phishing sites continue to grow in volume and sophistication. Recent work leverages large language models (LLMs) to analyze URLs, HTML, and rendered content to decide whether a website is a phishing site. While these approaches are…

密码学与安全 · 计算机科学 2026-02-06 Takashi Koide , Hiroki Nakano , Daiki Chiba

Web-based phishing attacks nowadays exploit popular cloud web hosting services and apps such as Google Sites and Typeform for hosting their attacks. Since these attacks originate from reputable domains and IP addresses of the cloud…

密码学与安全 · 计算机科学 2022-10-31 Birendra Jha , Medha Atre , Ashwini Rao