Author

E. Winanto

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Review Open access 2026

Adversarial Robustness of Deep Learning-Based Intrusion Detection Systems: A Systematic Literature Review of Attacks, Defenses, Datasets, and Open Challenges

Deep learning has become the default approach for modern intrusion detection. However, the same models that classify benign and malicious traffic with very high accuracy can be fooled by small, deliberately crafted perturbations. We report a systematic literature review of how this vulnerability has been studied in dee...

E. Winanto, M. Idris · IEEE Access · 0 citations

Open access Aug 2026

Transformer-Based Intrusion Detection for Internet of Vehicles Using Multi-Strategy Feature Selection Approach

The rapid development of the Internet of Vehicles (IoV) has significantly increased the exposure of intelligent transportation systems to sophisticated cyber threats, particularly targeting in-vehicle communication networks such as the Controller Area Network (CAN). Conventional intrusion detection systems and traditio...

E. Winanto, M. B, Sharipuddin Sharipuddin et al. · Jurnal Teknik Informatika (J... · 0 citations