PHISHGUARD: A Hybrid GCN-BERT Framework for Context- Aware Social Media Phishing Detection Aligned with MITRE ATT&CK

Abstract

Social media phishing attacks have increased by 72 % globally since 2023, driven by AI-generated lures
and coordinated cross-platform campaigns. Traditional detectors based solely on natural language processing or static
rules suffer from high false positives and delayed responses.