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Benchmarks
Image Classification on CIFAR-10C (Frost Level 4)
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16.9
Error Rate
GLK23
16.148
21.224
26.3
31.376
Dec 5, 2025
Error Rate
Error Bound (GLK23)
Error Bound (Ours)
Error Bound (RG23)
Disagreement Discrepancy (GLK23)
Disagreement Discrepancy (Ours)
Disagreement Discrepancy (RG23)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Error Rate
Error Bound (GLK23)
Error Bound (Ours)
Error Bound (RG23)
Disagreement Discrepancy (GLK23)
Disagreement Discrepancy (Ours)
Disagreement Discrepancy (RG23)
GLK23
Source=cifar10, Attack...
2025.12
16.9
16.9
-
-
5.9
-
-
Consistent Disagreement Discrepancy Surrogate
Source=cifar10, Attack...
2025.12
16.9
-
56.7
-
-
45.7
-
RG23
Source=cifar10, Attack...
2025.12
16.9
-
-
26.5
-
-
15.5
Consistent Disagreement Discrepancy Surrogate
Source=cifar10, Attack...
2025.12
35.7
-
51.9
-
-
40.9
-
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