./data/MUCAC/CelebAMask-HQ/CelebA-HQ-img
./data/MUCAC/CelebAMask-HQ/CelebA-HQ-img

📌 S Retain class distribution for seed 4:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 4:
Class 0: 527
Class 1: 527
./data/MUCAC/CelebAMask-HQ/CelebA-HQ-img
./data/MUCAC/CelebAMask-HQ/CelebA-HQ-img
{'lower_bound': 1, 'exponent': 1, 'magnitude_diff': None, 'min_layer': -1, 'max_layer': -1, 'forget_threshold': 1, 'dampening_constant': 1, 'selection_weighting': 10}
Valid (Test) Dl:  2065
Train Dl:  10548
Retain Train Dl:  9494
Forget Train Dl:  1054
Retain Valid Dl:  9494
Forget Valid Dl:  1054
retain_prob Distribution: 2065 samples
test_prob Distribution: 2065 samples
forget_prob Distribution: 1054 samples
Set1 Distribution: 1054 samples
Set2 Distribution: 1054 samples
Set1 Distribution: 1054 samples
Set2 Distribution: 1054 samples
Set1 Distribution: 2065 samples
Set2 Distribution: 2065 samples
Set1 Distribution: 2065 samples
Set2 Distribution: 2065 samples
Test Accuracy: 95.09293365478516
Retain Accuracy: 95.12092590332031
Zero-Retain Forget (ZRF): 0.721497654914856
Membership Inference Attack (MIA): 0.3092979127134725
Forget vs Retain Membership Inference Attack (MIA): 0.504739336492891
Forget vs Test Membership Inference Attack (MIA): 0.5260663507109005
Test vs Retain Membership Inference Attack (MIA): 0.5084745762711864
Train vs Test Membership Inference Attack (MIA): 0.5290556900726392
Forget Set Accuracy (Df): 93.58332824707031
Method Execution Time: 1294.66 seconds
