DeepGuard: Explainable Behavioral Malware Detection Using Hybrid CNN-BiLSTM-Attention Deep Learning on Dynamic API Call Sequences
Recent rapid increases in sophisticated malware have severely challenged traditional signature-based security systems, particularly in their ability to recognize zero-day and polymorphic threats. This paper introduces “DeepGuard,” an AI/Machine-Learning-powered behavioral malware detection framework built around the an...