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Home/Authors/Darren Frst

Darren Frst

1 indexed paper

Recent (6 mo)
1
With code
0
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Publications per year

1
26

Top categories

Crypto×1

Frequent co-authors

Darren Fürst1×
Patrick Levi1×
Sebastian Steindl1×

Research Timeline

2026
NetVAD: Foundation-Model Representation Learning for Identifier-Free Unsupervised Intrusion Detection

NetVAD proposes a novel, identifier-free Variational Autoencoder that leverages frozen Foundation Models to achieve highly competitive unsupervised performance for zero-day intrusion detection.

Highlighted terms show continued research focus across papers

Papers

cs.CRRecentMay 31, 2026

NetVAD: Foundation-Model Representation Learning for Identifier-Free Unsupervised Intrusion Detection

Darren Fürst, Patrick Levi, Sebastian Steindl

NetVAD proposes a novel, identifier-free Variational Autoencoder that leverages frozen Foundation Models to achieve highly competitive unsupervised performance for zero-day intrusion detection.

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