arxivcs.CRcs.AIcs.LG2026-07-17
Boundary-Seeking GAN-Augmented TabTransformer for Adversarially Robust Intrusion Detection
Raihan Sultan Pasha Basuki, Aliyah Kurniasih
Machine learning-based intrusion detection systems (IDSs) often suffer from class imbalance and vulnerability to adversarial attacks, leading to degraded detection performance and reduced robustness. This study proposes a TabTransformer framework augmented by the Boundary-Seeking…