hello
hello
Labels

📌S Retain class distribution for seed 1:
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 1:
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
Epoch 1 Unlearning Loss 0.04119798168540001
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: 43.53515625
Retain Accuracy: 44.247779846191406
Zero-Retain Forget (ZRF): 0.982183039188385
Membership Inference Attack (MIA): 0.3466
Forget vs Retain Membership Inference Attack (MIA): 0.544
Forget vs Test Membership Inference Attack (MIA): 0.516
Test vs Retain Membership Inference Attack (MIA): 0.58975
Train vs Test Membership Inference Attack (MIA): 0.49525
Forget Set Accuracy (Df): 44.856388092041016
Method Execution Time: 938.84 seconds
