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Superconductivity

Benchmarks

Task NameDataset NameSOTA ResultTrend
OOD detectionSuperconductivity (test)
AU-ROC (AU)0.887
24
Linear RegressionSuperconductivity 20 MCAR injected (test)
Time (s)0.0692
19
Linear RegressionSuperconductivity 60
Time (s)6.5
16
Linear RegressionSuperconductivity 40
Time (s)14.08
16
Linear RegressionSuperconductivity 20
Time (s)11.76
16
Linear RegressionSuperconductivity (60% MNAR)
Time (s)0.0091
16
Linear RegressionSuperconductivity 40% MNAR
Time (s)9.86
16
Linear RegressionSuperconductivity 20% MNAR
Time (s)11.76
16
Multimodal regressionSuperconductivity (test)
RMSE10.37
13
Regressionsuperconductivity outliers (test)
Mean Outlier Coverage92
7
Regressionsuperconductivity n=21263 (test)
ILR1.09
7
RegressionSuperconductivity UCI (test)
RMSE11.034
6
RegressionSuperconductivity (SC) UCI (test)
PICP98.3
6
Regressionsuperconductivity (test)
Conditional Large-Loss Rate18
6
Selective Regressionsuperconductivity (test)
Conditional Large-Loss Rate17.9
6
Synthetic Data GenerationSuperconductivity
Average Runtime (s)2.5845
5
Linear RegressionSuperconductivity 60 MCAR injected (test)
Time (s)1.85
5
Linear RegressionSuperconductivity 40 MCAR injected (test)
Time (s)2.05
5
Tabular RegressionSuperconductivity (UCI)
Total Experiment Time (s)2.2
4
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