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Image Classification on CIFAR-100 (Parameterized Robustness Metrics)

70.93Accuracy (Uniform, M=24600, γu=1)CE
17.026831.020945.01559.0091May 8, 2026

Evaluation results

MethodLinks
CEScenario=SL, Labeled Samples (N)=400, Labeled Distribution Ratio (γl)=12026.0570.9369.3868.7668.4864.8464.167.0262.1761.6366.37
LAScenario=SL, Labeled Samples (N)=400, Labeled Distribution Ratio (γl)=12026.0570.8370.1870.0868.466.3966.3967.3464.3664.4667.6
SAGEScenario=LTSSL, Labeled Samples (N)=400, Labeled Distribution Ratio (γl)=12026.054139.3140.1138.7636.3136.5837.8234.1834.2537.59
CGMatchScenario=SSL, Labeled Samples (N)=400, Labeled Distribution Ratio (γl)=12026.0539.4436.6436.6633.929.6631.4131.3227.63032.96
ACRScenario=LTSSL, Labeled Samples (N)=400, Labeled Distribution Ratio (γl)=12026.0538.8138.5337.9135.5434.0835.1933.9331.0131.7535.19
CPGScenario=LTSSL, Labeled Samples (N)=400, Labeled Distribution Ratio (γl)=12026.0538.0937.2237.5737.1934.5534.4134.1131.8632.4835.28
FixMatchScenario=SSL, Labeled Samples (N)=400, Labeled Distribution Ratio (γl)=12026.0537.5738.0437.1135.334.3234.633.0131.0232.0534.78
FreeMatchScenario=SSL, Labeled Samples (N)=400, Labeled Distribution Ratio (γl)=12026.0536.5332.8833.5930.1327.2228.328.3524.7625.7229.72
SoftMatchScenario=SSL, Labeled Samples (N)=400, Labeled Distribution Ratio (γl)=12026.0536.234.3233.4529.927.9628.0628.2225.6226.2229.99
Meta-ExpertScenario=LTSSL, Labeled Samples (N)=400, Labeled Distribution Ratio (γl)=12026.0529.6826.5328.726.3121.8224.1324.7921.1722.9425.12
CDMADScenario=LTSSL, Labeled Samples (N)=400, Labeled Distribution Ratio (γl)=12026.0526.3527.1225.9224.923.0721.8621.3620.5319.3723.39
SimProScenario=LTSSL, Labeled Samples (N)=400, Labeled Distribution Ratio (γl)=12026.0519.118.6218.119.7419.0216.7418.6617.9718.2118.46