Enhanced Label-Only Membership Inference Attacks with Fewer Queries

Published in 34th USENIX Security Symposium (USENIX Security 25), 2025

Our method introduces novel confidence estimation techniques for hard-label APIs, posing significant privacy risks.

Recommended citation: H Li, Z Li, S Wu, Y Ye, M Zhang, D Feng, Y Zhang. (2025). "Enhanced Label-Only Membership Inference Attacks with Fewer Queries." USENIX Security.
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