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Machine Unlearning on Heart (test)

73.38AccuracyRetrain
72.96473.07273.1873.288Jul 7, 2025

Evaluation results

MethodLinks
Retrainstate=Before unlearning, model=MLP2025.0773.3853.812.54
Certified-SPstate=Before unlearning, epsilon=1, delta=1e-5, model=MLP2025.0773.3853.812.54
EUPGstate=After unlearning, epsilon=1, delta=0, model=MLP2025.0773.3750.231
EUPGstate=Before unlearning, epsilon=1, delta=0, model=MLP2025.0773.3550.771.15
Certified-SPstate=After unlearning, epsilon=1, delta=1e-5, model=MLP2025.0773.3350.281.03
Retrainstate=After unlearning, model=MLP2025.0773.2949.961.05
EUPGstate=After unlearning, k=30, model=MLP2025.0773.2950.230.99
EUPGstate=Before unlearning, k=30, model=MLP2025.0773.2551.371.4
SISAstate=After unlearning, model=MLP2025.0772.9950.051.18
SISAstate=Before unlearning, model=MLP2025.0772.9856.042.73