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Tabular Datasets

Benchmarks

Task NameDataset NameSOTA ResultTrend
Tabular Regression52 Tabular Datasets (test)
NMAE0.139
85
Tabular Classification253 Tabular Datasets
Accuracy77.6
54
Tabular Classification253 Tabular Datasets Average across all shift strengths
Accuracy79.2
28
Tabular Classification253 Tabular Datasets Shift strength β=5.0
Accuracy77.6
28
Tabular Classification253 tabular datasets Shift strength β=2.0
Accuracy78.9
28
Tabular Classification253 tabular datasets Shift strength β=1.0
Accuracy79.6
28
Tabular Classification253 Tabular Datasets Shift strength β=0.1
Accuracy79.8
28
Tabular Classification253 tabular datasets Shift strength β=0.0
Accuracy79.9
28
Tabular Classification253 tabular datasets w/o shift
Accuracy81.8
28
CalibrationTabular datasets
NLL0.2983
21
SimulatabilityTabular Datasets Aggregate (test)
Accuracy (w/o explanation)74.63
18
Tabular Data Analysis8 Tabular Datasets Overall
Average Rank1.38
16
Tabular Classification10 Tabular Datasets Missing rate > 10% MNAR (cross-method intersection)
AUC81.72
15
Anomaly Detection34 Tabular Datasets average (test)
AUC-PR (Baseline)0.729
14
Tabular Classification5 tabular datasets mean (test)
Balanced Accuracy76.7
13
Neural Architecture Search Proxy Evaluation8 Tabular Datasets Aggregated
Mean SRCC0.82
10
Synthetic Tabular Data Generation Evaluation11 Tabular Datasets Average (test)
RMSE0.086
10
Synthetic Tabular Data Generation11 Tabular Datasets Average Rank (test)
RMSE2.6
10
Tabular ClassificationTabular Datasets All-shot
AP83.3
9
Tabular ClassificationTabular Datasets 512-shot
AP83.5
9
Tabular ClassificationTabular Datasets 256-shot
AP82.2
9
Tabular ClassificationTabular Datasets 128-shot
AP79.7
9
Tabular ClassificationTabular Datasets 64-shot
AP77
9
Tabular ClassificationTabular Datasets 32-shot
AP72.8
9
Tabular ClassificationTabular Datasets 16-shot
AP68.5
9
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