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Machine Unlearning on Credit (test)

81.46AUCRetrain
80.898481.044281.1981.3358Jul 7, 2025

Evaluation results

MethodLinks
Retrainstate=Before unlearning, model=MLP2025.0781.4650.431.47
Certified-SPstate=Before unlearning, epsilon=1, delta=1e-5, model=MLP2025.0781.4650.431.47
Retrainstate=After unlearning, model=MLP2025.0781.4450.021.01
EUPGstate=Before unlearning, epsilon=1, delta=0, model=MLP2025.0781.3750.391.15
Certified-SPstate=After unlearning, epsilon=1, delta=1e-5, model=MLP2025.0781.3449.980.83
EUPGstate=After unlearning, epsilon=1, delta=0, model=MLP2025.0781.3150.110.92
EUPGstate=Before unlearning, k=30, model=MLP2025.0781.2650.331.2
EUPGstate=After unlearning, k=30, model=MLP2025.0781.2650.040.99
SISAstate=After unlearning, model=MLP2025.0781.1950.111.05
SISAstate=Before unlearning, model=MLP2025.0780.9252.052.06