Galal Eldin Abbas Eltayeb

Drift-Aware Continual Generative Behavioral Detection for Zero-Day Cyberattacks: Reproducible Temporal Evaluation and SIEM-Ready Alerting

Zero-day cyberattacks remain difficult to detect because their behavioral characteristics are not represented in the data available during model training. In addition, intrusion detection models operating in dynamic environments are vulnerable to concept drift, while continual-learning approaches may suffer from catast...