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CIFAR and LSUN

Benchmarks

Task NameDataset NameSOTA ResultTrend
Federated Out-of-Distribution DetectionCIFAR-100 (ID) and LSUN-C (OOD) (test)
FPR@9536.4
33
Metric Correlation AnalysisCIFAR-10 and LSUN Timesteps 900-999 Initial denoising stages
L2 Norm (mu_t)0
8
Metric Correlation AnalysisCIFAR-10 and LSUN Timesteps 0-999 Averaged over 5 runs across 36 model configurations (Full trajectory)
L2 Norm of Mean (||mu_t||_2)0
8
OOD DetectionCIFAR-100 (in-distribution) and LSUN (out-of-distribution) (test)
ROC AUC92.3
6
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