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Membership Inference Attack on CIFAR-100 Mid forget set

68.267MIA CorrectnessRL
-0.3043617.4978235.353.10218Jun 16, 2025
Updated 8mo ago

Evaluation results

MethodLinks
RLOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=None2025.0668.267
RLOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=None2025.0663.567
L1-SparseOptimization Algorithm (A)=SGD, Unlearning enhancement=None2025.0663.233
RLOptimization Algorithm (A)=SGD, Unlearning enhancement=None2025.0662.933
RLOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=ASAM 1.02025.0662.667
L1-SparseOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=None2025.0662.067
RLOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=None2025.0661.967
L1-SparseOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=None2025.0661.367
RLOptimization Algorithm (A)=SGD, Unlearning enhancement=ASAM 1.02025.0661.3
RLOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=ASAM 1.02025.0661.3
L1-SparseOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=None2025.0660.033
RLOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=ASAM 1.02025.0659.833
L1-SparseOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=ASAM 1.02025.0659.333
SalUnOptimization Algorithm (A)=SGD, Unlearning enhancement=None2025.0659.233
SalUnOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=None2025.0659.1
L1-SparseOptimization Algorithm (A)=SGD, Unlearning enhancement=ASAM 1.02025.0658.5
L1-SparseOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=ASAM 1.02025.0657.3
L1-SparseOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=ASAM 1.02025.0656.033
SalUnOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=None2025.0654.667
SalUnOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=ASAM 1.02025.0654.167
SalUnOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=None2025.0653.133
SalUnOptimization Algorithm (A)=SGD, Unlearning enhancement=ASAM 1.02025.0651.833
SalUnOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=ASAM 1.02025.0649.5
SalUnOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=ASAM 1.02025.0647.667
NegGradOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=None2025.0640.2
NegGradOptimization Algorithm (A)=SGD, Unlearning enhancement=None2025.0637.233
NegGradOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=None2025.0636.967
NegGradOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=None2025.0632.1
NegGradOptimization Algorithm (A)=SGD, Unlearning enhancement=ASAM 1.02025.0630.1
NegGradOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=ASAM 1.02025.0630.1
NegGradOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=ASAM 1.02025.0624.533
SCRUBOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=None2025.0623.1
SCRUBOptimization Algorithm (A)=ASAM 0.1, Unlearning enhancement=ASAM 1.02025.0622.633
NegGradOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=ASAM 1.02025.0620.733
SCRUBOptimization Algorithm (A)=SGD, Unlearning enhancement=None2025.0618.6
SCRUBOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=None2025.0616.133
SCRUBOptimization Algorithm (A)=SGD, Unlearning enhancement=ASAM 1.02025.0614.867
SCRUBOptimization Algorithm (A)=ASAM 1.0, Unlearning enhancement=ASAM 1.02025.0614.567
SCRUBOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=None2025.069.833
SCRUBOptimization Algorithm (A)=SAM 0.1, Unlearning enhancement=ASAM 1.02025.062.333