Article

Deep Learning Approaches for Multi-Class Classification of Phishing Text Messages

2025-08-25

Abstract excerpt

Phishing attacks, particularly Smishing (SMS phishing), have become a major cybersecurity threat, with attackers using social engineering tactics to take advantage of human vulnerabilities. Traditional detection models often struggle to keep up with the evolving sophistication of these attacks, especially on devices with constrained computational resources. This research introduces a chain transformer model that i...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 06e1055a-ef1d-5bed-a43c-8b9cb333fbb2
DOI: 10.20944/preprints202508.1703.v1

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Deep Learning Approaches for Multi-Class Classification of Phishing Text MessagesDOI 10.20944/preprints202508.1703.v1Read

RealPhish: An Algorithm for Real-Time Email Phishing DetectionSemantic proximity Read

PhishViT: A Vision Transformer-Based Framework for Phishing Detection from Webpage ScreenshotsSemantic proximity Read

PhishViT: A Vision Transformer-Based Framework for Real-Time Phishing Detection from Webpage ScreenshotsSemantic proximity Read

Social Engineering Attacks: Trends, Psychological Triggers, and AIdriven PreventionSemantic proximity Read

The Ensemble of Text Convolutional Neural Networks and Multi-Head Attention Layers for Classifying Threats in Network PacketsSemantic proximity Read

Structural Leakage in Host Intrusion Alert Corpora: An Evaluation Framework for ATT&CK Technique and Tactic MappingSemantic proximity Read

Functionality-preserving Adversarial Machine Learning For Robust Classification In Cybersecurity And Intrusion Detection Domains: A SurveySemantic proximity Read

An NTD supersite of attackSemantic proximity Read

Cognitive Attack Topology (CAT): A Topological Framework for Modeling and Detecting Human-Centric Cyber AttacksSemantic proximity Read

Detecting fake accounts through Generative adversarial network in online social mediaSemantic proximity Read

ML-RDM: A Multi-Layered Resilient Defense Model Against Evolving Ransomware EcosystemsSemantic proximity Read

Impact of Non-Standard Unicode Characters on Security and Comprehension in Large Language ModelsSemantic proximity Read