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

📌 S Retain class distribution for seed 2:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 2:
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: 54.05432891845703
Retain Accuracy: 51.83631134033203
Zero-Retain Forget (ZRF): 0.8869642615318298
Membership Inference Attack (MIA): 0.5569259962049335
Forget vs Retain Membership Inference Attack (MIA): 0.4786729857819905
Forget vs Test Membership Inference Attack (MIA): 0.44549763033175355
Test vs Retain Membership Inference Attack (MIA): 0.49515738498789347
Train vs Test Membership Inference Attack (MIA): 0.5096852300242131
Forget Set Accuracy (Df): 51.4375
Method Execution Time: 1295.39 seconds
