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Benchmarks
Image Classification on CIFAR-100C contrast level 4
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33
Error Rate (Actual)
GLK23
31.35
32.175
33
33.825
Dec 5, 2025
Error Rate (Actual)
Error Bound (GLK23)
Error Bound (Ours)
Error Bound (RG23)
Disagreement Discrepancy (GLK23)
Disagreement Discrepancy (Ours)
Disagreement Discrepancy (RG23)
Updated 4d ago
Evaluation Results
Method
Method
Links
Error Rate (Actual)
Error Bound (GLK23)
Error Bound (Ours)
Error Bound (RG23)
Disagreement Discrepancy (GLK23)
Disagreement Discrepancy (Ours)
Disagreement Discrepancy (RG23)
GLK23
Source=cifar100, Attac...
2025.12
33
48.1
-
-
20
-
-
Consistent Disagreement Discrepancy Surrogate
Source=cifar100, Attac...
2025.12
33
-
1
-
-
0.969
-
RG23
Source=cifar100, Attac...
2025.12
33
-
-
0.942
-
-
0.661
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