Salvatore Signorello

Peregrine: ML-based Malicious Traffic Detection for Terabit Networks

2024 · arXiv (Cornell University)

Malicious traffic detectors leveraging machine learning (ML), namely those incorporating deep learning techniques, exhibit impressive detection capabilities across multiple attacks. However, their effectiveness becomes compromised when deployed in networks handling Terabit-speed traffic. In practice, these …