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Machine Unlearning on CIFAR-10 class-wise
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99.71
Accuracy Difference (Df)
Original
-3.9884
22.9333
49.855
76.7767
Aug 3, 2025
Accuracy Difference (Df)
Accuracy Retained (Dr)
Accuracy Target (Dt)
MIA Success Rate
Weight Distribution Distance (Wdist)
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy Difference (Df)
Accuracy Retained (Dr)
Accuracy Target (Dt)
MIA Success Rate
Weight Distribution Distance (Wdist)
Original
Dr=✓, Df=✓
2025.08
99.71
99.45
94.43
0.01
-
IU*
Dr=✓, Df=✓, Run time (...
2025.08
7.56
96.04
90.24
0.96
0.15
RL
Dr=✗, Df=✓, Run time (...
2025.08
0.71
79.01
73.33
0.99
4.04
SCAR*
Dr=✗, Df=✓, Run time (...
2025.08
0.5
85.78
80.99
1
4.8
GA
Dr=✗, Df=✓, Run time (...
2025.08
0.48
75.89
72.43
0.99
3.59
NPO
Dr=✗, Df=✓, Run time (...
2025.08
0.2
91.63
85.84
1
0.24
IMU
Dr=✗, Df=✓, Run time (...
2025.08
0.18
98.93
93.38
1
0.07
Retrain
Dr=✓, Df=✗
2025.08
0
99.98
94.41
1
0
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