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ResearchFormerly WizWand

Image Classification on CIFAR-10 (test) (Baseline Accuracy)

74.78Test AccuracyGL-BMF
7.710425.122742.53559.9473Apr 15, 2026
Updated 6mo ago

Evaluation results

MethodLinks
GL-BMFSetting=1, Privacy budget (ε)=10, Epochs=100, Pre-training=Pre-ImageNet2026.0474.78
GL-BMFSetting=1, Privacy budget (ε)=8, Epochs=100, Pre-training=Pre-ImageNet2026.0474.59
G-BMFSetting=1, Privacy budget (ε)=10, Epochs=100, Pre-training=Pre-ImageNet2026.0474.41
G-BMFSetting=1, Privacy budget (ε)=8, Epochs=100, Pre-training=Pre-ImageNet2026.0474.25
GL-BMFSetting=1, Privacy budget (ε)=5, Epochs=100, Pre-training=Pre-ImageNet2026.0474.09
G-ShuffPrivacy budget (ε)=10, Epochs=100, Pre-training=Pre-ImageNet2026.0473.88
G-BMFSetting=1, Privacy budget (ε)=5, Epochs=100, Pre-training=Pre-ImageNet2026.0473.63
G-ShuffPrivacy budget (ε)=8, Epochs=100, Pre-training=Pre-ImageNet2026.0472.89
G-ShuffPrivacy budget (ε)=5, Epochs=100, Pre-training=Pre-ImageNet2026.0471.93
GL-BMFSetting=1, Privacy budget (ε)=2, Epochs=100, Pre-training=Pre-ImageNet2026.0471.23
G-BMFSetting=1, Privacy budget (ε)=2, Epochs=100, Pre-training=Pre-ImageNet2026.0470.66
G-ShuffPrivacy budget (ε)=2, Epochs=100, Pre-training=Pre-ImageNet2026.0469.09
GL-BMFSetting=2, Privacy budget (ε)=10, Epochs=100, Pre-training=Pre-ImageNet2026.0466.61
GL-BMFSetting=1, Privacy budget (ε)=1, Epochs=100, Pre-training=Pre-ImageNet2026.0465.97
G-BMFSetting=2, Privacy budget (ε)=10, Epochs=100, Pre-training=Pre-ImageNet2026.0465.85
GL-BMFSetting=2, Privacy budget (ε)=8, Epochs=100, Pre-training=Pre-ImageNet2026.0465.32
G-BMFSetting=1, Privacy budget (ε)=1, Epochs=100, Pre-training=Pre-ImageNet2026.0465.14
G-BMFSetting=2, Privacy budget (ε)=8, Epochs=100, Pre-training=Pre-ImageNet2026.0464.42
G-ShuffPrivacy budget (ε)=1, Epochs=100, Pre-training=Pre-ImageNet2026.0463.71
GL-BMFSetting=2, Privacy budget (ε)=5, Epochs=100, Pre-training=Pre-ImageNet2026.0462.29
G-BMFSetting=2, Privacy budget (ε)=5, Epochs=100, Pre-training=Pre-ImageNet2026.0461.47
GL-BMFSetting=2, Privacy budget (ε)=2, Epochs=100, Pre-training=Pre-ImageNet2026.0456.26
G-BMFSetting=2, Privacy budget (ε)=2, Epochs=100, Pre-training=Pre-ImageNet2026.0455.16
GL-BMFSetting=2, Privacy budget (ε)=1, Epochs=100, Pre-training=Pre-ImageNet2026.0451.32
G-BMFSetting=2, Privacy budget (ε)=1, Epochs=100, Pre-training=Pre-ImageNet2026.0449.14
LDP-GLPrivacy budget (ε)=10, Epochs=100, Pre-training=Pre-ImageNet2026.0428.89
LDP-GPrivacy budget (ε)=10, Epochs=100, Pre-training=Pre-ImageNet2026.0428.16
LDP-GLPrivacy budget (ε)=8, Epochs=100, Pre-training=Pre-ImageNet2026.0424.51
LDP-GPrivacy budget (ε)=8, Epochs=100, Pre-training=Pre-ImageNet2026.0423.97
LDP-GLPrivacy budget (ε)=5, Epochs=100, Pre-training=Pre-ImageNet2026.0417.14
LDP-GPrivacy budget (ε)=5, Epochs=100, Pre-training=Pre-ImageNet2026.0416.69
LDP-GLPrivacy budget (ε)=2, Epochs=100, Pre-training=Pre-ImageNet2026.0411.36
LDP-GPrivacy budget (ε)=2, Epochs=100, Pre-training=Pre-ImageNet2026.0411.14
LDP-GLPrivacy budget (ε)=1, Epochs=100, Pre-training=Pre-ImageNet2026.0410.56
LDP-GPrivacy budget (ε)=1, Epochs=100, Pre-training=Pre-ImageNet2026.0410.29