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Author

Gerhard Wunder

3 papers indexed here

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Conference Jul 2026

Diffu Vader: Validity-Constrained Discrete Diffusion for Flow-Level NIDS Red Teaming

Machine-learning-based network intrusion detection systems (NIDS) are increasingly evaluated with synthetic adversarial traffic, yet reported evasion rates often do not distinguish between structurally infeasible flow records and feasible network behavior. In generative NIDS research, synthetic data is more often used...

Hamed Fard, Ilya Komarov, Gerhard Wunder · 0 citations
Jul 2026

Prompt Compression via Activation Aggregation

structure in the activation space of LLMs is revealed: (i) mid-layer representations transfer meaningfully to early layers, suggesting a degree of cross-layer compatibility in how information is encoded; (ii) a single activation vector encodes a quantifiable and recoverable amount of semantic information; (iii) a weig...

Thibaud Ardoin, Semira Einsele, Evis Bregu et al. · 0 citations

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