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Membership Inference Attack on CIFAR-100 High forget set

94.933MIA Attack Success RateL1-Sparse
11.21332.94854.68376.418Jun 16, 2025
Updated 8mo ago

Evaluation results

MethodLinks
L1-SparseOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=None2025.0694.933
L1-SparseOptimization Algorithm (A)=SGD, Unlearning enhancement=None2025.0694.733
L1-SparseOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=ASAM 1.02025.0694.3
L1-SparseOptimization Algorithm (A)=SGD, Unlearning enhancement=ASAM 1.02025.0694.267
L1-SparseOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=None2025.0693.833
L1-SparseOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=ASAM 1.02025.0693.8
L1-SparseOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=ASAM 1.02025.0693.633
L1-SparseOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=None2025.0692.867
RLOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=None2025.0691.633
RLOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=ASAM 1.02025.0691.6
RLOptimization Algorithm (A)=SGD, Unlearning enhancement=None2025.0690.767
RLOptimization Algorithm (A)=SGD, Unlearning enhancement=ASAM 1.02025.0690.3
RLOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=None2025.0689.167
RLOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=None2025.0689.067
NegGradOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=None2025.0688.867
RLOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=ASAM 1.02025.0688
NegGradOptimization Algorithm (A)=SGD, Unlearning enhancement=None2025.0686.933
RLOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=ASAM 1.02025.0686.3
NegGradOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=ASAM 1.02025.0685.6
SalUnOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=None2025.0684.533
NegGradOptimization Algorithm (A)=SGD, Unlearning enhancement=ASAM 1.02025.0684.5
SalUnOptimization Algorithm (A)=SGD, Unlearning enhancement=None2025.0683.433
NegGradOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=None2025.0682.167
SalUnOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=ASAM 1.02025.0681.7
SalUnOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=None2025.0681.467
NegGradOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=ASAM 1.02025.0681.233
SalUnOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=None2025.0679.3
SalUnOptimization Algorithm (A)=SGD, Unlearning enhancement=ASAM 1.02025.0679.1
SalUnOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=ASAM 1.02025.0675.633
SalUnOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=ASAM 1.02025.0674.967
NegGradOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=None2025.0674.667
NegGradOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=ASAM 1.02025.0673.967
SCRUBOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=None2025.0664.733
SCRUBOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=ASAM 1.02025.0657.367
SCRUBOptimization Algorithm (A)=SGD, Unlearning enhancement=None2025.0655.433
SCRUBOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=None2025.0654.767
SCRUBOptimization Algorithm (A)=SGD, Unlearning enhancement=ASAM 1.02025.0646.467
SCRUBOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=ASAM 1.02025.0644.7
SCRUBOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=None2025.0639.3
SCRUBOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=ASAM 1.02025.0614.433