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Benchmarks
Machine Unlearning on CIFAR-100 subclass-wise
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100
Accuracy (Deleted Data)
Original
-4
23
50
77
Aug 3, 2025
Accuracy (Deleted Data)
Accuracy (Retained Data)
Accuracy (Test Data)
MIA Success Rate
Weight Distribution Distance
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy (Deleted Data)
Accuracy (Retained Data)
Accuracy (Test Data)
MIA Success Rate
Weight Distribution Distance
Original
Dr=✓, Df=✓
2025.08
100
100
77.8
0
-
Retrain
Dr=✓, Df=✗
2025.08
0
99.33
76.49
1
0
IU*
Dr=✓, Df=✓, Run time (...
2025.08
0
60.58
54.5
1
5.8
GA
Dr=✗, Df=✓, Run time (...
2025.08
0
75.56
49.5
1
7.54
RL
Dr=✗, Df=✓, Run time (...
2025.08
0
76.49
47.69
1
7.57
SSD
Dr=✓, Df=✓, Run time (...
2025.08
0
83.07
52.2
1
4.81
SCAR*
Dr=✗, Df=✓, Run time (...
2025.08
0
78.72
56.55
1
5.88
NPO
Dr=✗, Df=✓, Run time (...
2025.08
0
90.22
58.9
1
5.61
IMU
Dr=✗, Df=✓, Run time (...
2025.08
0
98.61
67.6
1
3.69
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