hello
hello
Labels

📌S Retain class distribution for seed 4:
Class 0: 4500
Class 1: 4500
Class 2: 4500
Class 3: 4500
Class 4: 4500
Class 5: 4500
Class 6: 4500
Class 7: 4500
Class 8: 4500
Class 9: 4500

📌S Forget class distribution for seed 4:
Class 0: 500
Class 1: 500
Class 2: 500
Class 3: 500
Class 4: 500
Class 5: 500
Class 6: 500
Class 7: 500
Class 8: 500
Class 9: 500
78090990
hello
hello
Valid (Test) Dl:  10000
Train Dl:  50000
Retain Train Dl:  45000
Forget Train Dl:  5000
Retain Valid Dl:  45000
Forget Valid Dl:  5000
retain_prob Distribution: 10000 samples
test_prob Distribution: 10000 samples
forget_prob Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 5000 samples
Set2 Distribution: 5000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Set1 Distribution: 10000 samples
Set2 Distribution: 10000 samples
Test Accuracy: 43.779296875
Retain Accuracy: 44.7650032043457
Zero-Retain Forget (ZRF): 0.9143360257148743
Membership Inference Attack (MIA): 0.4246
Forget vs Retain Membership Inference Attack (MIA): 0.5735
Forget vs Test Membership Inference Attack (MIA): 0.5125
Test vs Retain Membership Inference Attack (MIA): 0.6015
Train vs Test Membership Inference Attack (MIA): 0.502
Forget Set Accuracy (Df): 45.84788513183594
Method Execution Time: 913.67 seconds
