FASNet: Federated adversarial Siamese networks for robust malware image classification

• Published in: Journal of parallel and distributed computing Vol. 198; p. 105039
• Main Authors: Ambekar, Namrata Govind, Samal, Sonali, Devi, N. Nandini, Thokchom, Surmila
• Format: Journal Article
• Language: English
• Published: Elsevier Inc 01.04.2025
• Subjects: Adversarial training; Data privacy; Federated learning; Malware images; Siamese networks; Siamese networks; Data privacy; Malware images; Federated learning; Adversarial training

Malware detection faces considerable challenges due to the ever-evolving and complex nature of cyber threats. Various deep learning models have demonstrated effectiveness in identifying malware within organizations. However, developing a reliable distributed malware detection model using diverse dat...