Laurin Holz
2 indexed papers
Recent (6 mo)
2With code
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226
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Crypto×2AI×2
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Research Timeline
2026
FlowGuard: Flow Matching for Identity-Independent Detection of Data-Free Model Stealing Attacks on Energy System Intrusion Detection Systems
FlowGuard introduces an identity-independent defense using flow matching to detect data-free model stealing attacks by identifying synthetic queries as out-of-distribution based on their lower-dimensional manifold structure.
AI Model Extraction Attacks: Bypassing Single-Client Assumptions in Defenses
This paper demonstrates that current AI model extraction defenses, which assume attacks come from single sources, are easily bypassed by coordinated, distributed threat actors.
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Papers
cs.CRcs.AIRecentJun 2, 2026
FlowGuard: Flow Matching for Identity-Independent Detection of Data-Free Model Stealing Attacks on Energy System Intrusion Detection Systems
FlowGuard introduces an identity-independent defense using flow matching to detect data-free model stealing attacks by identifying synthetic queries as out-of-distribution based on their lower-dimensi…
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cs.CRcs.AIRecentJun 2, 2026