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ResearchFormerly WizWand

Membership Inference Attack on CIFAR-10 (forget)

72.5AUCBT (base)
49.72455.63761.5567.463Nov 29, 2025
Updated 8mo ago

Evaluation results

MethodLinks
BT (base)Unlearning Algorithm=BT, Defense Strategy=Base2025.1172.5——017.728.7
BT + WARPUnlearning Algorithm=BT, Defense Strategy=WARP2025.1166.1——013.721.9
PGU (base)Unlearning Algorithm=PGU, Defense Strategy=Base2025.1163.6——2.449.8
PGU + WARPUnlearning Algorithm=PGU, Defense Strategy=WARP2025.1163.1——1.83.610.4
Salun (base)Unlearning Algorithm=Salun, Defense Strategy=Base2025.1157.2——26.212.1
Salun + WARPUnlearning Algorithm=Salun, Defense Strategy=WARP2025.1156.5——1.95.911.3
NGP (base)Unlearning Algorithm=NGP, Defense Strategy=Base2025.1154.5——1.237.7
SCRUB (base)Unlearning Algorithm=SCRUB, Defense Strategy=Base2025.1154.3——24.79.2
SCRUB + WARPUnlearning Algorithm=SCRUB, Defense Strategy=WARP2025.1152.6——1.53.67.8
NGP + WARPUnlearning Algorithm=NGP, Defense Strategy=WARP2025.1151.6——0.31.45.5
SF (base)Unlearning Algorithm=SF, Defense Strategy=Base2025.1150.9——0.41.55.6
SF + WARPUnlearning Algorithm=SF, Defense Strategy=WARP2025.1150.6——0.21.25.1
BadTBackbone=ResNet-182025.03—48.820.5———
FTBackbone=ResNet-182025.03—53.494.17———
GABackbone=ResNet-182025.03—52.212.89———
l1-sparseBackbone=ResNet-182025.03—49.630.31———
NoTBackbone=ResNet-182025.03—49.520.2———
RandLBackbone=ResNet-182025.03—54.65.28———
RetrainBackbone=ResNet-182025.03—49.320———
SalUnBackbone=ResNet-182025.03—48.181.14———
SSDBackbone=ResNet-182025.03—58.258.93———