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Phishing is one of the most prevalent and expensive types of cybercrime faced by organizations and individuals worldwide. Most prior research has focused on various technical features and traditional representations of text to characterize…

Cryptography and Security · Computer Science 2024-08-20 Tarini Saka , Rachiyta Jain , Kami Vaniea , Nadin Kökciyan

Phishing is a critical cyber threat, exploiting deceptive tactics to compromise victims and cause significant financial losses. While reference-based phishing detectors (RBPDs) have achieved notable advancements in detection accuracy, their…

Cryptography and Security · Computer Science 2025-02-17 Yuexin Li , Hiok Kuek Tan , Qiaoran Meng , Mei Lin Lock , Tri Cao , Shumin Deng , Nay Oo , Hoon Wei Lim , Bryan Hooi

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…

Cryptography and Security · Computer Science 2018-05-07 Minh Nguyen , Toan Nguyen , Thien Huu Nguyen

Phishing attacks are increasingly prevalent, with adversaries creating deceptive webpages to steal sensitive information. Despite advancements in machine learning and deep learning for phishing detection, attackers constantly develop new…

Cryptography and Security · Computer Science 2025-09-11 Duddu Hriday , Aditya Kulkarni , Vivek Balachandran , Tamal Das

Phishing remains a pervasive cyber threat, as attackers craft deceptive emails to lure victims into revealing sensitive information. While Artificial Intelligence (AI), in particular, deep learning, has become a key component in defending…

Cryptography and Security · Computer Science 2025-05-07 Fengchao Chen , Tingmin Wu , Van Nguyen , Shuo Wang , Alsharif Abuadbba , Carsten Rudolph

Phishing websites are everywhere, and countermeasures based on static blocklists cannot cope with such a threat. To address this problem, state-of-the-art solutions entail the application of machine learning (ML) to detect phishing websites…

Cryptography and Security · Computer Science 2023-11-29 Ajka Draganovic , Savino Dambra , Javier Aldana Iuit , Kevin Roundy , Giovanni Apruzzese

Smishing, or SMS-based phishing, poses an increasing threat to mobile users by mimicking legitimate communications through culturally adapted, concise, and deceptive messages, which can result in the loss of sensitive data or financial…

Machine Learning · Computer Science 2025-06-04 Shaghayegh Hosseinpour , Sanchari Das

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…

Cryptography and Security · Computer Science 2026-04-29 Rumman Firdos , Aman Dangi

Phishing is the number one threat in the world of internet. Phishing attacks are from decades and with each passing year it is becoming a major problem for internet users as attackers are coming with unique and creative ideas to breach the…

Cryptography and Security · Computer Science 2021-04-13 Ayesha Arshad , Attique Ur Rehman , Sabeen Javaid , Tahir Muhammad Ali , Javed Anjum Sheikh , Muhammad Azeem

The escalating sophistication of phishing emails necessitates a shift beyond traditional rule-based and conventional machine-learning-based detectors. Although large language models (LLMs) offer strong natural language understanding, using…

Cryptography and Security · Computer Science 2026-01-30 Abrar Hamed Al Barwani , Abdelaziz Amara Korba , Raja Waseem Anwar

Phishing is a well-known cybersecurity attack that has rapidly increased in recent years. It poses legitimate risks to businesses, government agencies, and all users due to sensitive data breaches, subsequent financial and productivity…

Cryptography and Security · Computer Science 2019-08-19 Sanchari Das , Andrew Kim , Zachary Tingle , Christena Nippert-Eng

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…

Cryptography and Security · Computer Science 2024-07-09 Prashant Kumar , Kevin Antony , Deepakmoney Banga , Arshpreet Sohal

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,…

Cryptography and Security · Computer Science 2025-09-12 Aditya Kulkarni , Shahil Manishbhai Patel , Shivam Pradip Tirmare , Vivek Balachandran , Tamal Das

The large-scale deployment of modern phishing attacks relies on the automatic exploitation of vulnerable websites in the wild, to maximize profit while hindering attack traceability, detection and blacklisting. To the best of our knowledge,…

Cryptography and Security · Computer Science 2017-07-04 Igino Corona , Battista Biggio , Matteo Contini , Luca Piras , Roberto Corda , Mauro Mereu , Guido Mureddu , Davide Ariu , Fabio Roli

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…

Cryptography and Security · Computer Science 2020-07-24 Rizka Purwanto , Arindam Pal , Alan Blair , Sanjay Jha

Phishing continues to pose a significant cybersecurity threat. While blocklists currently serve as a primary defense, due to their reactive, passive nature, these delayed responses leave phishing websites operational long enough to harm…

Cryptography and Security · Computer Science 2025-04-18 Kyungchan Lim , Raffaele Sommese , Mattis Jonker , Ricky Mok , kc claffy , Doowon Kim

The increase in people's use of mobile messaging services has led to the spread of social engineering attacks like phishing, considering that spam text is one of the main factors in the dissemination of phishing attacks to steal sensitive…

Computation and Language · Computer Science 2022-05-10 Mai A. Shaaban , Yasser F. Hassan , Shawkat K. Guirguis

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…

Cryptography and Security · Computer Science 2026-05-14 Fengchao Chen , Tingmin Wu , Van Nguyen , Carsten Rudolph

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…

Cryptography and Security · Computer Science 2026-02-06 Takashi Koide , Hiroki Nakano , Daiki Chiba

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…

Cryptography and Security · Computer Science 2022-08-29 Mahathir Almashor , Ejaz Ahmed , Benjamin Pick , Sharif Abuadbba , Jason Xue , Raj Gaire , Shuo Wang , Seyit Camtepe , Surya Nepal
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