Tabular Classification

Benchmarks

Dataset Name	SOTA Method	Metric
75 Tabular Classification Datasets (test)	TabSieve	Accuracy74.33	89	3mo ago
CARTE Binary		Average Balanced Accuracy0.8481	60	3mo ago
TabArena Binary		Avg Balanced Accuracy89.32	56	3mo ago
253 Tabular Datasets	RandomForest + DistPFN	Accuracy77.6	54	27d ago
Diabetes (test)	CTGAN	Accuracy82.94	32	1mo ago
WIDS	TabNet	Clean Accuracy98.4	29	1mo ago
LCLD	TabTr.	Clean Accuracy74.5	29	1mo ago
253 Tabular Datasets Average across all shift strengths	TabPFN-v2	Accuracy79.2	28	27d ago
253 Tabular Datasets Shift strength β=5.0	LoCalPFN	Accuracy77.6	28	27d ago
253 tabular datasets Shift strength β=2.0	TabPFN-v2	Accuracy78.9	28	27d ago
253 tabular datasets Shift strength β=1.0	TabPFN-v2	Accuracy79.6	28	27d ago
253 tabular datasets Shift strength β=0.5	TabPFN-v2	Accuracy79.7	28	27d ago
253 Tabular Datasets Shift strength β=0.1	TabPFN-v2	Accuracy79.8	28	27d ago
253 tabular datasets Shift strength β=0.0	TabPFN-v2	Accuracy79.9	28	27d ago
253 tabular datasets w/o shift	TabPFN-v2	Accuracy81.8	28	27d ago
OpenML 253 (test)	TabPFN-v2	Accuracy (w/o shift)81.8	28	27d ago
Travel (test)	Gradient Boosting (GB)	F1 Score0.7018	28	3mo ago
Adult (test)	TabTrans	AUROC91.4	28	3mo ago
CreditDefault (test)		Oracle ECE0.45	25	21d ago
153 datasets shared-coverage v1 (single seed)	TabICLv2	AUC90.8	21	14d ago
URL	TabICL	Clean Accuracy97.3	20	1mo ago
TabZilla avg across 98 datasets	TuneTables	Mean Accuracy86	20	3mo ago
HELOC (test)	TabNet	Accuracy100	19	1mo ago
MIC (test)		Accuracy98.23	18	1mo ago
Iris (test)		Accuracy100	18	1mo ago

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