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Home/Authors/Ashim Siwakoti

Ashim Siwakoti

1 indexed paper

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Publications per year

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26

Top categories

Crypto×1

Frequent co-authors

Niklas Bunzel1×

Research Timeline

2026
Detecting Adversarial Evasion Attacks Against Autoencoder-Based Network Intrusion Detection Systems

This paper proposes two detectors, Residual Localisation Detector (RLD) and Feature-Space Perturbation Consistency (FPC) Detector, to defend against adversarial attacks on autoencoder-based network intrusion detection systems (NIDS) using the PANDA framework.

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Papers

cs.CREmpiricalRecentJul 1, 2026

Detecting Adversarial Evasion Attacks Against Autoencoder-Based Network Intrusion Detection Systems

Niklas Bunzel, Ashim Siwakoti

This paper proposes two detectors, Residual Localisation Detector (RLD) and Feature-Space Perturbation Consistency (FPC) Detector, to defend against adversarial attacks on autoencoder-based network in…

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