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Aggregate Tabular Benchmarking on Aggregate

1Avg Rank

TabII

Updated 1mo ago

Evaluation Results

Method	Links
TabII 2026.01		1	0
MLP-PLR 2022.03		3	-
ResNet-PLR 2022.03		3.2	-
CatBoost 2022.03		3.6	-
Transformer-T-LR 2022.03		3.7	-
Transformer-PLR 2022.03		3.9	-
ResNet-T-LR 2022.03		4.1	-
Transformer-Q-LR 2022.03		4.4	-
XGBoost 2022.03		4.6	-
ResNet-Q-LR 2022.03		4.7	-
MLP-Q-LR 2022.03		5.1	-
MLP-T-LR 2022.03		5.1	-
TabPFN-v2 2026.01		5.19	4.54
Transformer-LR 2022.03		5.2	-
MLP-LR 2022.03		5.5	-
ResNet-LR 2022.03		5.6	-
FT-Trans 2026.01		5.69	2.25
TabPFN-v2 2026.01		5.69	3.07
Transformer-L 2022.03		5.9	-
ResNet 2022.03		6.7	-
ResNet 2026.01		6.75	3.28
CatBoost 2026.01		7.44	3.94
MLP 2026.01		8.06	2.69
TransTab 2026.01		8.25	5.44
MLP 2022.03		8.5	-
SCARF 2026.01		8.56	2.76
TabPFN-v2 2026.01		9.38	4.37
XGBoost 2026.01		9.75	5.04
LR 2026.01		9.88	3.02
MediTab 2026.01		10.75	4.4
TabNet 2026.01		11.75	1.67
TabLLM 2026.01		13.31	2.34
FT-Trans* 2026.01		14.56	2.8