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相关论文: A Large Scale Study and Classification of VirusTot…

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Online scanners analyze user-submitted files with a large number of security tools and provide access to the analysis results. As the most popular online scanner, VirusTotal (VT) is often used for determining if samples are malicious,…

密码学与安全 · 计算机科学 2022-11-01 Kevin van Liebergen , Juan Caballero , Platon Kotzias , Chris Gates

URLs are central to a myriad of cyber-security threats, from phishing to the distribution of malware. Their inherent ease of use and familiarity is continuously abused by attackers to evade defences and deceive end-users. Seemingly…

密码学与安全 · 计算机科学 2021-08-31 Mahathir Almashor , Ejaz Ahmed , Benjamin Pick , Sharif Abuadbba , Raj Gaire , Seyit Camtepe , Surya Nepal

The malware analysis and detection research community relies on the online platform VirusTotal to label Android apps based on the scan results of around 60 antiviral scanners. Unfortunately, there are no standards on how to best interpret…

密码学与安全 · 计算机科学 2020-07-02 Aleieldin Salem , Sebastian Banescu , Alexander Pretschner

Malicious URL, a.k.a. malicious website, is a common and serious threat to cybersecurity. Malicious URLs host unsolicited content (spam, phishing, drive-by exploits, etc.) and lure unsuspecting users to become victims of scams (monetary…

机器学习 · 计算机科学 2019-08-22 Doyen Sahoo , Chenghao Liu , Steven C. H. Hoi

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 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

The daily deluge of alerts is a sombre reality for Security Operations Centre (SOC) personnel worldwide. They are at the forefront of an organisation's cybersecurity infrastructure, and face the unenviable task of prioritising threats…

密码学与安全 · 计算机科学 2022-08-29 Mahathir Almashor , Ejaz Ahmed , Benjamin Pick , Sharif Abuadbba , Jason Xue , Raj Gaire , Shuo Wang , Seyit Camtepe , Surya Nepal

Phishing URL detection is crucial in cybersecurity as malicious websites disguise themselves to steal sensitive infor mation. Traditional machine learning techniques struggle to per form well in complex real-world scenarios due to large…

Phishing is an increasingly sophisticated method to steal personal user information using sites that pretend to be legitimate. In this paper, we take the following steps to identify phishing URLs. First, we carefully select lexical features…

密码学与安全 · 计算机科学 2016-11-18 Anh Le , Athina Markopoulou , Michalis Faloutsos

Malicious URLs remain a primary vector for phishing, malware, and cyberthreats. This study proposes a hybrid deep learning framework combining \texttt{HashingVectorizer} n-gram analysis, SMOTE balancing, Isolation Forest anomaly filtering,…

密码学与安全 · 计算机科学 2025-12-04 Berkani Khaled , Zeraoulia Rafik

In training their newly-developed malware detection methods, researchers rely on threshold-based labeling strategies that interpret the scan reports provided by online platforms, such as VirusTotal. The dynamicity of this platform renders…

密码学与安全 · 计算机科学 2020-07-02 Aleieldin Salem

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

Cybersecurity is one of the global issues because of the extensive dependence on cyber systems of individuals, industries, and organizations. Among the cyber attacks, phishing is increasing tremendously and affecting the global economy.…

密码学与安全 · 计算机科学 2024-04-30 Md Robiul Islam , Md Mahamodul Islam , Mst. Suraiya Afrin , Anika Antara , Nujhat Tabassum , Al Amin

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 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 growing sophistication of modern malware and phishing campaigns has diminished the effectiveness of traditional signature-based intrusion detection systems. This work presents SecureScan, an AI-driven, triple-layer detection framework…

密码学与安全 · 计算机科学 2026-04-29 Rumman Firdos , Aman Dangi

Browsers often include security features to detect phishing web pages. In the past, some browsers evaluated an unknown URL for inclusion in a list of known phishing pages. However, as the number of URLs and known phishing pages continued to…

密码学与安全 · 计算机科学 2021-08-30 Pranav Maneriker , Jack W. Stokes , Edir Garcia Lazo , Diana Carutasu , Farid Tajaddodianfar , Arun Gururajan

Malicious URLs persistently threaten the cybersecurity ecosystem, by either deceiving users into divulging private data or distributing harmful payloads to infiltrate host systems. Gaining timely insights into the current state of this…

密码学与安全 · 计算机科学 2025-06-03 Ye Tian , Yanqiu Yu , Jianguo Sun , Yanbin Wang

Malicious URL (Uniform Resource Locator) classification is a pivotal aspect of Cybersecurity, offering defense against web-based threats. Despite deep learning's promise in this area, its advancement is hindered by two main challenges: the…

机器学习 · 计算机科学 2025-01-03 Ilan Schvartzman , Roei Sarussi , Maor Ashkenazi , Ido kringel , Yaniv Tocker , Tal Furman Shohet

Malicious advertisement URLs pose a security risk since they are the source of cyber-attacks, and the need to address this issue is growing in both industry and academia. Generally, the attacker delivers an attack vector to the user by…

机器学习 · 计算机科学 2022-04-29 Ehsan Nowroozi , Abhishek , Mohammadreza Mohammadi , Mauro Conti
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