Classification on CIFAR-10 (Accuracy, Average Accuracy)
91.31AccuracyLA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LAScenario=SL, N=40, M=13980, Distribution=Uniform, gamma_u=12026.05 | 91.31 | — | |
| CEScenario=SL, N=40, M=13980, Distribution=Uniform, gamma_u=12026.05 | 91.23 | — | |
| LAScenario=SL, N=40, M=12390, Distribution=Uniform, gamma_u=12026.05 | 90.79 | — | |
| CEScenario=SL, N=40, M=12390, Distribution=Uniform, gamma_u=12026.05 | 90.77 | — | |
| CEScenario=SL, N=40, M=11650, Distribution=Uniform, gamma_u=12026.05 | 90.52 | — | |
| LAScenario=SL, N=40, M=11650, Distribution=Uniform, gamma_u=12026.05 | 90.47 | — | |
| LAScenario=SL, N=40, M=13980, Distribution=Long-tailed, gamma_u=502026.05 | 88.13 | — | |
| LAScenario=SL, N=40, M=13980, Distribution=Arbitrary, gamma_u=502026.05 | 87.53 | — | |
| LAScenario=SL, N=40, M=12390, Distribution=Long-tailed, gamma_u=1002026.05 | 85.79 | — | |
| LAScenario=SL, N=40, M=12390, Distribution=Arbitrary, gamma_u=1002026.05 | 85.18 | — | |
| CEScenario=SL, N=40, M=13980, Distribution=Long-tailed, gamma_u=502026.05 | 84.24 | — | |
| LAScenario=SL, N=40, M=11650, Distribution=Long-tailed, gamma_u=1502026.05 | 84.22 | — | |
| LAScenario=SL, N=40, M=11650, Distribution=Arbitrary, gamma_u=1502026.05 | 83.15 | — | |
| CEScenario=SL, N=40, M=13980, Distribution=Arbitrary, gamma_u=502026.05 | 82.98 | — | |
| SAGEScenario=LTSSL, N=40, M=13980, Distribution=Uniform, gamma_u=12026.05 | 80.68 | — | |
| CEScenario=SL, N=40, M=12390, Distribution=Long-tailed, gamma_u=1002026.05 | 79.49 | — | |
| CEScenario=SL, N=40, M=12390, Distribution=Arbitrary, gamma_u=1002026.05 | 79 | — | |
| SAGEScenario=LTSSL, N=40, M=12390, Distribution=Uniform, gamma_u=12026.05 | 77.82 | — | |
| SAGEScenario=LTSSL, N=40, M=11650, Distribution=Uniform, gamma_u=12026.05 | 76.96 | — | |
| CEScenario=SL, N=40, M=11650, Distribution=Arbitrary, gamma_u=1502026.05 | 76.01 | — | |
| CEScenario=SL, N=40, M=11650, Distribution=Long-tailed, gamma_u=1502026.05 | 75.83 | — | |
| CGMatchScenario=SSL, N=40, M=13980, Distribution=Uniform, gamma_u=12026.05 | 72.83 | — | |
| SoftMatchScenario=SSL, N=40, M=13980, Distribution=Uniform, gamma_u=12026.05 | 72.37 | — | |
| FreeMatchScenario=SSL, N=40, M=13980, Distribution=Uniform, gamma_u=12026.05 | 72.23 | — | |
| SoftMatchScenario=SSL, N=40, M=12390, Distribution=Uniform, gamma_u=12026.05 | 72 | — | |
| FreeMatchScenario=SSL, N=40, M=12390, Distribution=Uniform, gamma_u=12026.05 | 71.91 | — | |
| CGMatchScenario=SSL, N=40, M=11650, Distribution=Uniform, gamma_u=12026.05 | 70.36 | — | |
| FreeMatchScenario=SSL, N=40, M=11650, Distribution=Uniform, gamma_u=12026.05 | 69.94 | — | |
| SAGEScenario=LTSSL, N=40, M=13980, Distribution=Arbitrary, gamma_u=502026.05 | 69.43 | — | |
| CDMADScenario=LTSSL, N=40, M=13980, Distribution=Uniform, gamma_u=12026.05 | 69.21 | — | |
| SAGEScenario=LTSSL, N=40, M=13980, Distribution=Long-tailed, gamma_u=502026.05 | 68.11 | — | |
| SAGEScenario=LTSSL, N=40, M=12390, Distribution=Arbitrary, gamma_u=1002026.05 | 65.99 | — | |
| CGMatchScenario=SSL, N=40, M=12390, Distribution=Uniform, gamma_u=12026.05 | 65.55 | — | |
| SoftMatchScenario=SSL, N=40, M=11650, Distribution=Uniform, gamma_u=12026.05 | 65.44 | — | |
| CPGScenario=LTSSL, N=40, M=13980, Distribution=Uniform, gamma_u=12026.05 | 65.1 | — | |
| CDMADScenario=LTSSL, N=40, M=11650, Distribution=Uniform, gamma_u=12026.05 | 63.15 | — | |
| CDMADScenario=LTSSL, N=40, M=12390, Distribution=Uniform, gamma_u=12026.05 | 63.01 | — | |
| SAGEScenario=LTSSL, N=40, M=12390, Distribution=Long-tailed, gamma_u=1002026.05 | 62.42 | — | |
| CPGScenario=LTSSL, N=40, M=12390, Distribution=Uniform, gamma_u=12026.05 | 62.4 | — | |
| CPGScenario=LTSSL, N=40, M=11650, Distribution=Uniform, gamma_u=12026.05 | 62.16 | — | |
| FixMatchScenario=SSL, N=40, M=12390, Distribution=Uniform, gamma_u=12026.05 | 61.26 | — | |
| SAGEScenario=LTSSL, N=40, M=11650, Distribution=Arbitrary, gamma_u=1502026.05 | 61.24 | — | |
| ACRScenario=LTSSL, N=40, M=13980, Distribution=Uniform, gamma_u=12026.05 | 61.12 | — | |
| CGMatchScenario=SSL, N=40, M=13980, Distribution=Arbitrary, gamma_u=502026.05 | 59.57 | — | |
| SAGEScenario=LTSSL, N=40, M=11650, Distribution=Long-tailed, gamma_u=1502026.05 | 59.26 | — | |
| ACRScenario=LTSSL, N=40, M=13980, Distribution=Arbitrary, gamma_u=502026.05 | 58.82 | — | |
| FixMatchScenario=SSL, N=40, M=11650, Distribution=Uniform, gamma_u=12026.05 | 58.79 | — | |
| FixMatchScenario=SSL, N=40, M=13980, Distribution=Uniform, gamma_u=12026.05 | 58.56 | — | |
| FreeMatchScenario=SSL, N=40, M=13980, Distribution=Arbitrary, gamma_u=502026.05 | 57.66 | — | |
| ACRScenario=LTSSL, N=40, M=11650, Distribution=Uniform, gamma_u=12026.05 | 57.52 | — | |
| FixMatchScenario=SSL, N=40, M=13980, Distribution=Arbitrary, gamma_u=502026.05 | 56.94 | — | |
| ACRScenario=LTSSL, N=40, M=12390, Distribution=Arbitrary, gamma_u=1002026.05 | 56.36 | — | |
| CGMatchScenario=SSL, N=40, M=13980, Distribution=Long-tailed, gamma_u=502026.05 | 55.45 | — | |
| ACRScenario=LTSSL, N=40, M=12390, Distribution=Uniform, gamma_u=12026.05 | 55.4 | — | |
| SoftMatchScenario=SSL, N=40, M=13980, Distribution=Arbitrary, gamma_u=502026.05 | 54.33 | — | |
| FixMatchScenario=SSL, N=40, M=13980, Distribution=Long-tailed, gamma_u=502026.05 | 54.23 | — | |
| SoftMatchScenario=SSL, N=40, M=13980, Distribution=Long-tailed, gamma_u=502026.05 | 53.68 | — | |
| CPGScenario=LTSSL, N=40, M=13980, Distribution=Arbitrary, gamma_u=502026.05 | 52.82 | — | |
| CPGScenario=LTSSL, N=40, M=12390, Distribution=Arbitrary, gamma_u=1002026.05 | 52.41 | — | |
| CGMatchScenario=SSL, N=40, M=12390, Distribution=Arbitrary, gamma_u=1002026.05 | 51.54 | — | |
| FixMatchScenario=SSL, N=40, M=12390, Distribution=Arbitrary, gamma_u=1002026.05 | 51.39 | — | |
| CGMatchScenario=SSL, N=40, M=12390, Distribution=Long-tailed, gamma_u=1002026.05 | 51.34 | — | |
| ACRScenario=LTSSL, N=40, M=13980, Distribution=Long-tailed, gamma_u=502026.05 | 51.02 | — | |
| CDMADScenario=LTSSL, N=40, M=13980, Distribution=Arbitrary, gamma_u=502026.05 | 50.95 | — | |
| CPGScenario=LTSSL, N=40, M=13980, Distribution=Long-tailed, gamma_u=502026.05 | 50.59 | — | |
| FreeMatchScenario=SSL, N=40, M=13980, Distribution=Long-tailed, gamma_u=502026.05 | 50.58 | — | |
| FreeMatchScenario=SSL, N=40, M=12390, Distribution=Arbitrary, gamma_u=1002026.05 | 50.41 | — | |
| CPGScenario=LTSSL, N=40, M=11650, Distribution=Arbitrary, gamma_u=1502026.05 | 50.24 | — | |
| CGMatchScenario=SSL, N=40, M=11650, Distribution=Arbitrary, gamma_u=1502026.05 | 49.92 | — | |
| CPGScenario=LTSSL, N=40, M=12390, Distribution=Long-tailed, gamma_u=1002026.05 | 49.75 | — | |
| CPGScenario=LTSSL, N=40, M=11650, Distribution=Long-tailed, gamma_u=1502026.05 | 49.05 | — | |
| CGMatchScenario=SSL, N=40, M=11650, Distribution=Long-tailed, gamma_u=1502026.05 | 48.82 | — | |
| Meta-ExpertScenario=LTSSL, N=40, M=13980, Distribution=Uniform, gamma_u=12026.05 | 48.75 | — | |
| FixMatchScenario=SSL, N=40, M=11650, Distribution=Arbitrary, gamma_u=1502026.05 | 48.36 | — | |
| SoftMatchScenario=SSL, N=40, M=11650, Distribution=Long-tailed, gamma_u=1502026.05 | 48.36 | — | |
| FreeMatchScenario=SSL, N=40, M=12390, Distribution=Long-tailed, gamma_u=1002026.05 | 47.49 | — | |
| FreeMatchScenario=SSL, N=40, M=11650, Distribution=Long-tailed, gamma_u=1502026.05 | 46.85 | — | |
| Meta-ExpertScenario=LTSSL, N=40, M=12390, Distribution=Uniform, gamma_u=12026.05 | 46.76 | — | |
| SoftMatchScenario=SSL, N=40, M=12390, Distribution=Long-tailed, gamma_u=1002026.05 | 46.69 | — | |
| Meta-ExpertScenario=LTSSL, N=40, M=11650, Distribution=Uniform, gamma_u=12026.05 | 46.38 | — | |
| CDMADScenario=LTSSL, N=40, M=12390, Distribution=Arbitrary, gamma_u=1002026.05 | 45.57 | — | |
| FreeMatchScenario=SSL, N=40, M=11650, Distribution=Arbitrary, gamma_u=1502026.05 | 45.38 | — | |
| Meta-ExpertScenario=LTSSL, N=40, M=13980, Distribution=Arbitrary, gamma_u=502026.05 | 45.37 | — | |
| FixMatchScenario=SSL, N=40, M=11650, Distribution=Long-tailed, gamma_u=1502026.05 | 45.25 | — | |
| SoftMatchScenario=SSL, N=40, M=12390, Distribution=Arbitrary, gamma_u=1002026.05 | 45.21 | — | |
| ACRScenario=LTSSL, N=40, M=11650, Distribution=Arbitrary, gamma_u=1502026.05 | 45.06 | — | |
| FixMatchScenario=SSL, N=40, M=12390, Distribution=Long-tailed, gamma_u=1002026.05 | 44.14 | — | |
| CDMADScenario=LTSSL, N=40, M=11650, Distribution=Arbitrary, gamma_u=1502026.05 | 44.04 | — | |
| ACRScenario=LTSSL, N=40, M=11650, Distribution=Long-tailed, gamma_u=1502026.05 | 43.37 | — | |
| SoftMatchScenario=SSL, N=40, M=11650, Distribution=Arbitrary, gamma_u=1502026.05 | 42.82 | — | |
| Meta-ExpertScenario=LTSSL, N=40, M=12390, Distribution=Arbitrary, gamma_u=1002026.05 | 42.72 | — | |
| CDMADScenario=LTSSL, N=40, M=13980, Distribution=Long-tailed, gamma_u=502026.05 | 42.39 | — | |
| CDMADScenario=LTSSL, N=40, M=12390, Distribution=Long-tailed, gamma_u=1002026.05 | 42.01 | — | |
| Meta-ExpertScenario=LTSSL, N=40, M=11650, Distribution=Arbitrary, gamma_u=1502026.05 | 41.45 | — | |
| CDMADScenario=LTSSL, N=40, M=11650, Distribution=Long-tailed, gamma_u=1502026.05 | 41.31 | — | |
| ACRScenario=LTSSL, N=40, M=12390, Distribution=Long-tailed, gamma_u=1002026.05 | 40.01 | — | |
| Meta-ExpertScenario=LTSSL, N=40, M=13980, Distribution=Long-tailed, gamma_u=502026.05 | 37.64 | — | |
| Meta-ExpertScenario=LTSSL, N=40, M=12390, Distribution=Long-tailed, gamma_u=1002026.05 | 36.71 | — | |
| Meta-ExpertScenario=LTSSL, N=40, M=11650, Distribution=Long-tailed, gamma_u=1502026.05 | 34.15 | — | |
| SimProScenario=LTSSL, N=40, M=12390, Distribution=Uniform, gamma_u=12026.05 | 16.91 | — |