hello
hello
Labels

📌S Retain class distribution for seed 10:
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 10:
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
780909900
hello
hello
Epoch 1 Unlearning Loss 0.08287478238344193
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: 79.404296875
Retain Accuracy: 96.06498718261719
Zero-Retain Forget (ZRF): 0.9746465682983398
Membership Inference Attack (MIA): 0.362
Forget vs Retain Membership Inference Attack (MIA): 0.5455
Forget vs Test Membership Inference Attack (MIA): 0.5195
Test vs Retain Membership Inference Attack (MIA): 0.52625
Train vs Test Membership Inference Attack (MIA): 0.5445
Forget Set Accuracy (Df): 91.92095947265625
Method Execution Time: 918.34 seconds
