Author

Hazim Hanif

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Preprint Aug 2026

Adaptive Intrusion Detection System using Transformer-Based Neural Networks and Continual Learning Approach with Adversarial Investigation

This work presents an adaptive IDS framework coupling a tabular transformer encoder with a class balanced experience replay buffer that replays benign traffic at every update to stabilize decision boundaries, and investigates the buffer with overt label flipping and stealthy backdoor poisoning attacks.

Azizi Ariffin, A. Haris, F. Zaki et al. · 0 citations