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Active Learning research benchmarks – Page 2 · SOTA2 Research

Active Learning

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

39RMSE

10

Apr 7, 2026

0.12RMSE

10

Apr 7, 2026

coupled double-well n=1100 (test)

22.98Mean NLL

9

May 15, 2026

nnActive average

67.62AUBC

9

Feb 26, 2026

Synthetic phase-competition system_seed = 12 (test)

MI-LB (MaxDist)

1.945NLL (Mean)

8

May 15, 2026

47.6AULC

8

Mar 31, 2026

48.4AULC

8

Mar 31, 2026

18AULC

8

Mar 31, 2026

18.9AULC

8

Mar 31, 2026

TabPFN-Proxy-Hybrid

40.1AULC

8

May 8, 2026

Blood-Transfusion

15.1AULC

8

Mar 31, 2026

13.7AULC

8

Mar 31, 2026

CatBoost-Margin

41.7AULC

8

Mar 31, 2026

38.3AULC

8

Mar 31, 2026

TabPFN-Proxy-Hybrid

0.358AULC

8

Mar 31, 2026

25.8AULC

8

Mar 31, 2026

90.7AULC

8

Mar 31, 2026

0.629AULC

8

Mar 31, 2026

0.704AULC

8

Mar 31, 2026

83.3AULC

8

Mar 31, 2026

TabPFN-Proxy-Hybrid

81.1AULC

8

Mar 31, 2026

81AULC

8

Mar 31, 2026

48.9AULC

8

Mar 31, 2026

93.4AULC

8

Mar 31, 2026

Rotated MNIST (test)

96.5Overall Accuracy (OA)

7

Jul 2, 2026

Page 2 of 3

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