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Enhanced Label-Only Membership Inference Attacks with Fewer QueriesUSENIX Security '252025-08-13
Claims that measuring boundary distance toward a fixed point and scoring it against a shadow model distribution yields a label only MIA that needs far fewer…
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Taming Reachability Analysis of DNN-Controlled Systems via Abstraction-Based Tr...VMCAI 20242024-01-15
Claims a simple engineering change: insert an abstraction layer maps reals to intervals so the network treats every interval as indistinguishable, train with…
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