Tabular Datasets
Benchmarks
TaskDatasetSOTA resultTrendResults
52 Tabular Datasets (test)
0.139NMAE
85
253 Tabular Datasets
77.6Accuracy
54
253 Tabular Datasets Average across all shift strengths
79.2Accuracy
28
253 Tabular Datasets Shift strength β=5.0
77.6Accuracy
28
253 tabular datasets Shift strength β=2.0
78.9Accuracy
28
253 tabular datasets Shift strength β=1.0
79.6Accuracy
28
253 Tabular Datasets Shift strength β=0.1
79.8Accuracy
28
253 tabular datasets Shift strength β=0.0
79.9Accuracy
28
253 tabular datasets w/o shift
81.8Accuracy
28
Tabular datasets
0.298NLL
21
Tabular Datasets Aggregate (test)
74.63Accuracy (w/o explanation)
18
8 Tabular Datasets Overall
1.38Average Rank
16
10 Tabular Datasets Missing rate > 10% MNAR (cross-method intersection)
81.72AUC
15
34 Tabular Datasets average (test)
0.729AUC-PR (Baseline)
14
5 tabular datasets mean (test)
76.7Balanced Accuracy
13
8 Tabular Datasets Aggregated
0.82Mean SRCC
10
11 Tabular Datasets Average (test)
0.086RMSE
10
11 Tabular Datasets Average Rank (test)
2.6RMSE
10
Tabular Datasets All-shot
83.3AP
9
Tabular Datasets 512-shot
83.5AP
9
Tabular Datasets 256-shot
82.2AP
9
Tabular Datasets 128-shot
79.7AP
9
Tabular Datasets 64-shot
77AP
9
Tabular Datasets 32-shot
72.8AP
9
Tabular Datasets 16-shot
68.5AP
9