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Sample Unlearning on CIFAR-10 (test)
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56
Accuracy (0-shot)
Retrain
2.96
16.73
30.5
44.27
Feb 28, 2025
Accuracy (0-shot)
Preservation Score
Retention Accuracy
MIA Success Rate
Computation Time (ms)
Communication Overhead (MB)
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy (0-shot)
Preservation Score
Retention Accuracy
MIA Success Rate
Computation Time (ms)
Communication Overhead (MB)
Retrain
Backbone=ResNet18
2025.02
56
55
100
98
4,619.82
-
FUSED
Backbone=ResNet18
2025.02
52
54
100
99
1,253.98
-
FUSED
Backbone=Transformer
2025.02
33
54
50
100
342.14
-
Retrain
Backbone=Transformer
2025.02
5
20
3
85
628.44
-
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