FlowGuard applies continuous normalizing flows to flag out-of-distribution synthetic queries from model stealing attacks on IDS, achieving stable detection in single-client and 100-client Sybil settings unlike identity-dependent baselines.
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FlowGuard: Flow Matching for Identity-Independent Detection of Data-Free Model Stealing Attacks on Energy System Intrusion Detection Systems
FlowGuard applies continuous normalizing flows to flag out-of-distribution synthetic queries from model stealing attacks on IDS, achieving stable detection in single-client and 100-client Sybil settings unlike identity-dependent baselines.