Tabular Classification

Benchmarks

Dataset Name	SOTA Method	Metric
75 Tabular Classification Datasets (test)	TabSieve	Accuracy74.33	89	4mo ago
CARTE Binary		Average Balanced Accuracy0.8481	60	4mo ago
TabArena Binary		Avg Balanced Accuracy89.32	56	4mo ago
253 Tabular Datasets	RandomForest + DistPFN	Accuracy77.6	54	2mo ago
xdomain13 (test)	TabPFN v2.6	BACC76.4	40	25d ago
Diabetes (test)	CTGAN	Accuracy82.94	32	2mo ago
Heart		Mean AUC-ROC92.85	31	1mo ago
Anemia	SMOTE	Balanced Accuracy0.957	30	25d ago
WIDS	TabNet	Clean Accuracy98.4	29	3mo ago
LCLD	TabTr.	Clean Accuracy74.5	29	3mo ago
253 Tabular Datasets Average across all shift strengths	TabPFN-v2	Accuracy79.2	28	2mo ago
253 Tabular Datasets Shift strength β=5.0	LoCalPFN	Accuracy77.6	28	2mo ago
253 tabular datasets Shift strength β=2.0	TabPFN-v2	Accuracy78.9	28	2mo ago
253 tabular datasets Shift strength β=1.0	TabPFN-v2	Accuracy79.6	28	2mo ago
253 tabular datasets Shift strength β=0.5	TabPFN-v2	Accuracy79.7	28	2mo ago
253 Tabular Datasets Shift strength β=0.1	TabPFN-v2	Accuracy79.8	28	2mo ago
253 tabular datasets Shift strength β=0.0	TabPFN-v2	Accuracy79.9	28	2mo ago
253 tabular datasets w/o shift	TabPFN-v2	Accuracy81.8	28	2mo ago
OpenML 253 (test)	TabPFN-v2	Accuracy (w/o shift)81.8	28	2mo ago
Travel (test)	Gradient Boosting (GB)	F1 Score0.7018	28	4mo ago
Adult (test)	TabTrans	AUROC91.4	28	4mo ago
N. Thyroid	ctdGAN	Balanced Accuracy93.1	27	25d ago
glass6	ctdGAN	Balanced Accuracy93.7	27	25d ago
glass 5	ctdGAN	Balanced Accuracy94.1	27	25d ago
Flare-F	TVAE	Balanced Accuracy82.4	27	25d ago

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