CIFAR
Benchmarks
Task NameDataset NameSOTA ResultTrendResults
CIFAR-10
2.84TPR @ 0.1% FPR
11
CIFAR-10
92.3Accuracy
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CIFAR-100 long-tailed (test)
82.61AUROC
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CIFAR-10 10% random removal 1.0 (MIA)
11.63Efficacy
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CIFAR-10 Unlearn 10% random removal 1.0
5.48Accuracy
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CIFAR-10 (test)
3.88Efficiency Index (EI)
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CIFAR-10
3.68FID
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CIFAR-100
99.98Retention Accuracy
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CIFAR-100
99.98Retention Accuracy (RA)
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CIFAR-10 Random forgetting
99.99RA
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CIFAR-10 Class-wise forgetting
99.99Retention Accuracy (RA)
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CIFAR-10 Standard (train val)
94.97Accuracy Retention (Accr)
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CIFAR100 Practical Label Skew Dirichlet (test)
44.88Accuracy
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CIFAR10 Practical Label Skew Dirichlet (test)
83.78Accuracy
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CIFAR100 Pathological Label Skew (test)
58.37Accuracy
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CIFAR-100
50TER
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CIFAR-10-W
55.53AAUC
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CIFAR-100 (test)
90Accuracy (Df)
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CIFAR-10N-r
91.28Accuracy
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CIFAR80N (test)
72.9Accuracy (Uniform 20% Noise)
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CIFAR-100-C 1.0 (test)
78.05Overall Accuracy
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CIFAR-10 Dirichlet alpha=0.5 (test)
77.27Local Accuracy
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CIFAR-20 Lamp
85.52RA
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CIFAR100 20 Task (test)
90.1Average Task Accuracy (AAT)
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CIFAR10 (ID) -> CIFAR100 (Near-OOD) (test)
98.64ID Accuracy
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