A Hybrid Deep Learning and Anomaly Detection Framework for Real-Time Malicious URL Classification

Berkani Khaled, Zeraoulia Rafik

Malicious URLs remain a primary vector for phishing, malware, and cyberthreats. This study proposes a hybrid deep learning framework combining \texttt{HashingVectorizer} n-gram ana…