List your company
ResearchFormerly WizWand

RDP Auditing on CIFAR-10

0.031Empirical εαSOTA black-box
-0.231961.543023.3185.09298May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SOTA black-boxTarget εα=0.15625, α=1.252026.050.031
SOTA black-boxTarget εα=0.15625, α=1.252026.050.031
SOTA black-boxTarget epsilon_alpha=0.25, alpha=2.02026.050.05
DV-RényiTarget εα=0.15625, α=1.252026.050.118
DV-RényiTarget εα=0.15625, α=1.252026.050.118
DV-RényiTarget epsilon_alpha=0.25, alpha=2.02026.050.206
SOTA black-boxTarget εα=0.625, α=1.252026.050.289
SOTA black-boxTarget εα=0.625, α=1.252026.050.289
SOTA black-boxTarget epsilon_alpha=1.0, alpha=2.02026.050.463
DV-RényiTarget εα=0.625, α=1.252026.050.551
DV-RényiTarget εα=0.625, α=1.252026.050.551
SOTA black-boxTarget εα=1.25, α=1.252026.050.693
SOTA black-boxTarget εα=1.25, α=1.252026.050.693
DV-RényiTarget epsilon_alpha=1.0, alpha=2.02026.050.953
DV-RényiTarget εα=1.25, α=1.252026.051.095
DV-RényiTarget εα=1.25, α=1.252026.051.095
SOTA black-boxTarget epsilon_alpha=2.0, alpha=2.02026.051.109
SOTA black-boxTarget εα=2.5, α=1.252026.051.539
SOTA black-boxTarget εα=2.5, α=1.252026.051.539
DV-RényiTarget epsilon_alpha=2.0, alpha=2.02026.051.624
DV-RényiTarget εα=2.5, α=1.252026.052.248
DV-RényiTarget εα=2.5, α=1.252026.052.248
DV-RényiTarget epsilon_alpha=4.0, alpha=2.02026.052.25
SOTA black-boxTarget epsilon_alpha=4.0, alpha=2.02026.052.463
DV-RényiTarget epsilon_alpha=10.0, alpha=2.02026.052.751
SOTA black-boxTarget εα=6.25, α=1.252026.054.128
SOTA black-boxTarget εα=6.25, α=1.252026.054.128
DV-RényiTarget εα=6.25, α=1.252026.054.577
DV-RényiTarget εα=6.25, α=1.252026.054.577
SOTA black-boxTarget epsilon_alpha=10.0, alpha=2.02026.056.605