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Irregular Time Series Classification research benchmarks · SOTA2 Research

Irregular Time Series Classification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

97.37Accuracy

53

May 7, 2026

90.18Accuracy

33

Feb 26, 2026

0.852AUC-ROC

20

Apr 15, 2026

0.9AUC-ROC

20

Apr 15, 2026

UEA Time Series Classification Archive 70% Dropped v1 (test)

77.49Accuracy

9

Feb 26, 2026

UEA Time Series Classification Archive 50% Dropped v1 (test)

0.8Average Accuracy

9

Feb 26, 2026

UEA Time Series Classification Archive 30% Dropped v1 (test)

81.26Avg Accuracy

9

Feb 26, 2026

Popular datasets

UEA time series classification archive MIMIC Physionet E-MNIST PAR

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