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相关论文: Large Multimodal Agents for Accurate Phishing Dete…

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Autonomous multimodal language models are rapidly evolving into web agents that can browse, click, and purchase items on behalf of users, posing a threat to display advertising designed for human eyes. Yet little is known about how these…

信息检索 · 计算机科学 2025-11-13 Joel Nitu , Heidrun Mühle , Andreas Stöckl

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 websites pose a major cybersecurity threat, exploiting unsuspecting users and causing significant financial and organisational harm. Traditional machine learning approaches for phishing detection often require extensive feature…

密码学与安全 · 计算机科学 2025-11-20 Georg Goldenits , Philip Koenig , Sebastian Raubitzek , Andreas Ekelhart

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…

密码学与安全 · 计算机科学 2026-01-23 Daiki Chiba , Hiroki Nakano , Takashi Koide

Phishing websites distribute unsolicited content and are frequently used to commit email and internet fraud; detecting them before any user information is submitted is critical. Several efforts have been made to detect these phishing…

密码学与安全 · 计算机科学 2023-09-06 Chidimma Opara , Yingke Chen , Bo. wei

Traditional phishing website detection relies on static heuristics or reference lists, which lag behind rapidly evolving attacks. While recent systems incorporate large language models (LLMs), they are still prompt-based, deterministic…

密码学与安全 · 计算机科学 2026-04-23 Xuan Chen , Hao Liu , Tao Yuan , Mehran Kafai , Piotr Habas , Xiangyu Zhang

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

In the growing world of the internet, the number of ways to obtain crucial data such as passwords and login credentials, as well as sensitive personal information has expanded. Page impersonation, often known as phishing, is one method of…

密码学与安全 · 计算机科学 2022-09-07 Aman Rangapur , Tarun Kanakam , Dhanvanthini P

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

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

To combat phishing attacks -- aimed at luring web users to divulge their sensitive information -- various phishing detection approaches have been proposed. As attackers focus on devising new tactics to bypass existing detection solutions,…

密码学与安全 · 计算机科学 2025-09-12 Aditya Kulkarni , Shahil Manishbhai Patel , Shivam Pradip Tirmare , Vivek Balachandran , Tamal Das

The escalating reliance on revolutionary online web services has introduced heightened security risks, with persistent challenges posed by phishing despite extensive security measures. Traditional phishing systems, reliant on machine…

密码学与安全 · 计算机科学 2024-01-23 Saba Aslam , Hafsa Aslam , Arslan Manzoor , Chen Hui , Abdur Rasool

The predominant approach for training web navigation agents is to gather human demonstrations for a set of popular websites and hand-written tasks, but it is becoming clear that human data is an inefficient resource. We develop a pipeline…

机器学习 · 计算机科学 2025-05-23 Brandon Trabucco , Gunnar Sigurdsson , Robinson Piramuthu , Ruslan Salakhutdinov

Phishing attacks represent an increasingly sophisticated and pervasive threat to individuals and organizations, causing significant financial losses, identity theft, and severe damage to institutional reputations. Existing phishing…

密码学与安全 · 计算机科学 2025-04-29 Lohith Srikanth Pentapalli , Jon Salisbury , Josette Riep , Kelly Cohen

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

Phishing as one of the most well-known cybercrime activities is a deception of online users to steal their personal or confidential information by impersonating a legitimate website. Several machine learning-based strategies have been…

机器学习 · 计算机科学 2019-03-15 Mahdieh Zabihimayvan , Derek Doran

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 combination of social engineering and technical exploits designed to convince a victim to provide personal information, usually for the monetary gain of the attacker. Phishing has become the most popular practice among the…

密码学与安全 · 计算机科学 2011-10-04 Aanchal Jain , Vineet Richariya

Phishing websites remain a major cybersecurity threat, exploiting deceptive structures, brand impersonation, and social engineering to evade detection. Recent advances in large language models (LLMs) have improved phishing detection through…

密码学与安全 · 计算机科学 2026-03-10 Wenhao Li , Selvakumar Manickam , Yung-wey Chong , Shankar Karuppayah

Phishing attacks threaten online users, often leading to data breaches, financial losses, and identity theft. Traditional phishing detection systems struggle with high false positive rates and are usually limited by the types of attacks…

密码学与安全 · 计算机科学 2025-05-01 Sneha Baskota