List your company
ResearchFormerly WizWand

Membership Inference Attack on CIFAR-100 AVG forget set

57.8MIA CorrectnessRL
3.569217.6483531.727545.80665Jun 16, 2025
Updated 8mo ago

Evaluation results

MethodLinks
RLOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=None2025.0657.8
RLOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=None2025.0656.145
RLOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=ASAM 1.02025.0655.656
L1-SparseOptimization Algorithm (A)=SGD, Unlearning enhancement=None2025.0655.522
RLOptimization Algorithm (A)=SGD, Unlearning enhancement=None2025.0654.822
L1-SparseOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=None2025.0653.9
RLOptimization Algorithm (A)=SGD, Unlearning enhancement=ASAM 1.02025.0653.689
L1-SparseOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=None2025.0653.433
RLOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=ASAM 1.02025.0653.322
SCRUBOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=None2025.0653.155
RLOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=None2025.0653.134
L1-SparseOptimization Algorithm (A)=SGD, Unlearning enhancement=ASAM 1.02025.0652.756
L1-SparseOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=None2025.0652.644
L1-SparseOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=ASAM 1.02025.0652.311
L1-SparseOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=ASAM 1.02025.0651.733
SalUnOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=None2025.0651.6
L1-SparseOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=ASAM 1.02025.0651.189
RLOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=ASAM 1.02025.0650.655
SalUnOptimization Algorithm (A)=SGD, Unlearning enhancement=None2025.0650
SalUnOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=None2025.0647.589
SalUnOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=ASAM 1.02025.0647.5
SalUnOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=None2025.0647.156
SalUnOptimization Algorithm (A)=SGD, Unlearning enhancement=ASAM 1.02025.0645.144
NegGradOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=None2025.0643.6
SalUnOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=ASAM 1.02025.0642.889
SalUnOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=ASAM 1.02025.0642.456
NegGradOptimization Algorithm (A)=SGD, Unlearning enhancement=None2025.0642.111
NegGradOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=ASAM 1.02025.0638.8
NegGradOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=None2025.0638.689
NegGradOptimization Algorithm (A)=SGD, Unlearning enhancement=ASAM 1.02025.0638.444
NegGradOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=None2025.0638.356
SCRUBOptimization Algorithm (A)=SGD, Unlearning enhancement=None2025.0635.544
NegGradOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=ASAM 1.02025.0635.433
SCRUBOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=None2025.0635.144
NegGradOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=ASAM 1.02025.0631.689
SCRUBOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=None2025.0626.911
SCRUBOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=ASAM 1.02025.0626.722
SCRUBOptimization Algorithm (A)=SGD, Unlearning enhancement=ASAM 1.02025.0620.478
SCRUBOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=ASAM 1.02025.0619.822
SCRUBOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=ASAM 1.02025.065.655