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

📌 S Retain class distribution for seed 7:
Class 0: 5284
Class 1: 4210

📌 S Forget class distribution for seed 7:
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: 83.62948608398438
Retain Accuracy: 80.7640609741211
Zero-Retain Forget (ZRF): 0.8709604740142822
Membership Inference Attack (MIA): 0.34724857685009486
Forget vs Retain Membership Inference Attack (MIA): 0.44075829383886256
Forget vs Test Membership Inference Attack (MIA): 0.5355450236966824
Test vs Retain Membership Inference Attack (MIA): 0.5254237288135594
Train vs Test Membership Inference Attack (MIA): 0.47094430992736075
Forget Set Accuracy (Df): 80.57291412353516
Method Execution Time: 1310.59 seconds
