Najeeb Jebreel
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126
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Crypto×1ML×1
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2026
A Critical Review on the Effectiveness and Privacy Threats of Membership Inference Attacks
The paper proposes a new evaluation framework showing that, under realistic conditions, Membership Inference Attacks (MIAs) are weak privacy threats, suggesting that relying on them as a primary privacy metric may lead to overestimation of risk and unnecessary loss of model utility.
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