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Spear phishing is a complex targeted attack in which, an attacker harvests information about the victim prior to the attack. This information is then used to create sophisticated, genuine-looking attack vectors, drawing the victim to…

计算机与社会 · 计算机科学 2014-06-17 Prateek Dewan , Anand Kashyap , Ponnurangam Kumaraguru

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…

密码学与安全 · 计算机科学 2020-04-16 Yusi Lei , Sen Chen , Lingling Fan , Fu Song , Yang Liu

Ethereum is one of the most valuable blockchain networks in terms of the total monetary value locked in it, and arguably been the most active network where new blockchain innovations in research and applications are demonstrated. But, this…

量子物理 · 物理学 2022-11-02 Anupama Ray , Sai Sakunthala Guddanti , Vishnu Ajith , Dhinakaran Vinayagamurthy

Recent progress in artificial intelligence (AI), particularly in the domain of large language models (LLMs), has resulted in powerful and versatile dual-use systems. This intelligence can be put towards a wide variety of beneficial tasks,…

计算机与社会 · 计算机科学 2023-12-25 Julian Hazell

Phishing often targets victims through visually perturbed texts to bypass security systems. The noise contained in these texts functions as an adversarial attack, designed to deceive language models and hinder their ability to accurately…

密码学与安全 · 计算机科学 2025-02-11 Hanyong Lee , Chaelyn Lee , Yongjae Lee , Jaesung Lee

With increasing technology developments, there is a massive number of websites with varying purposes. But a particular type exists within this large collection, the so-called phishing sites which aim to deceive their users. The main…

网络与互联网体系结构 · 计算机科学 2020-02-19 Almaha Abuzuraiq , Mouhammd Alkasassbeh , Mohammad Almseidin

Spear phishing is a deceptive attack that uses social engineering to obtain confidential information through targeted victimization. It is distinguished by its use of social cues and personalized information to target specific victims.…

密码学与安全 · 计算机科学 2020-07-09 Ploy Unchit , Sanchari Das , Andrew Kim , L. Jean Camp

Spear-phishing attacks present a significant security challenge, with large language models (LLMs) escalating the threat by generating convincing emails and facilitating target reconnaissance. To address this, we propose a detection…

机器学习 · 计算机科学 2024-12-25 Daniel Nahmias , Gal Engelberg , Dan Klein , Asaf Shabtai

Phishing is a cybercrime in which individuals are deceived into revealing personal information, often resulting in financial loss. These attacks commonly occur through fraudulent messages, misleading advertisements, and compromised…

机器学习 · 计算机科学 2025-12-09 Aseer Al Faisal

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 attacks remain a persistent threat to online security, demanding robust detection methods. This study investigates the use of machine learning to identify phishing URLs, emphasizing the crucial role of feature selection and model…

密码学与安全 · 计算机科学 2024-11-12 Abdullah Fajar , Setiadi Yazid , Indra Budi

To probe the largest public-domain email database for indicators of fraud, we apply machine learning and accomplish four investigative tasks. First, we identify persons of interest (POI), using financial records and email, and report a peak…

信息检索 · 计算机科学 2020-01-29 David Noever

Voice phishing (vishing) remains a persistent threat in cybersecurity, exploiting human trust through persuasive speech. While machine learning (ML)-based classifiers have shown promise in detecting malicious call transcripts, they remain…

密码学与安全 · 计算机科学 2025-07-23 Wenhao Li , Selvakumar Manickam , Yung-wey Chong , Shankar Karuppayah

Users are the last line of defense as phishing emails pass filter mechanisms. At the same time, phishing emails are designed so that they are challenging to identify by users. To this end, attackers employ techniques, such as eliciting…

Text-based communication is highly favoured as a communication method, especially in business environments. As a result, it is often abused by sending malicious messages, e.g., spam emails, to deceive users into relaying personal…

信息检索 · 计算机科学 2022-04-14 Annalisa Occhipinti , Louis Rogers , Claudio Angione

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

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 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 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…

密码学与安全 · 计算机科学 2020-05-15 Orestis Christou , Nikolaos Pitropakis , Pavlos Papadopoulos , Sean McKeown , William J. Buchanan

Machine learning (ML) has developed rapidly in the past few years and has successfully been utilized for a broad range of tasks, including phishing detection. However, building an effective ML-based detection system is not a trivial task,…

机器学习 · 计算机科学 2021-08-30 Rizka Purwanto , Arindam Pal , Alan Blair , Sanjay Jha