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ResearchFormerly WizWand

Empirical RDP Auditing on MNIST (test)

0.089Empirical RDP EpsilonSOTA black-box
-0.120241.292132.70454.11687May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SOTA black-boxTarget epsilon_alpha=0.25, alpha=22026.050.089
DV-RényiTarget epsilon_alpha=0.25, alpha=22026.050.202
SOTA black-boxTarget epsilon_alpha=1.0, alpha=22026.050.436
DV-RényiTarget epsilon_alpha=1.0, alpha=22026.050.867
SOTA black-boxTarget epsilon_alpha=2.0, alpha=22026.050.94
DV-RényiTarget epsilon_alpha=2.0, alpha=22026.051.527
SOTA black-boxTarget epsilon_alpha=4.0, alpha=22026.052.01
DV-RényiTarget epsilon_alpha=4.0, alpha=22026.052.127
DV-RényiTarget epsilon_alpha=10.0, alpha=22026.052.65
SOTA black-boxTarget epsilon_alpha=10.0, alpha=22026.055.32