Privacy-Preserving Zero-Day Malware Detection in Encrypted Traffic Using Temporal-Structural Transformers
Michelle Raya de Luis, Zohaib Ali, Najlaa Jannah & Muhammad Arslan · Journal of Engineering Research and Reports · 2026
End-to-end encryption protocols such as TLS 1.3 and QUIC strengthen user privacy but reduce the visibility available to conventional payload-based network-security inspection. This study presents a privacy-preserving Temporal-Structural Transformer (TST) framework for zero-day ma...