Tabular Regression

Benchmarks

Dataset Name	SOTA Method	Metric
52 Tabular Datasets (test)	TabSieve	NMAE0.139	85	4mo ago
Diamonds	Llama 3.1-8B	RMSE3.64	23	1mo ago
Housing (test)		MAPE21	18	2mo ago
21 Regression Datasets	Ours	Mean NMAE0.111	15	4mo ago
Protein UCI 10% outlier contamination	MacKay	RMSE520.6	11	1mo ago
Carbon UCI 10% outlier contamination	Grad. (Primal)	RMSE0.013	11	1mo ago
Energy UCI 10% outlier contamination	EM	RMSE1.89	11	1mo ago
Protein no contamination (avg. over 10 trials)	GP	RMSE356.4	11	1mo ago
Carbon no contamination (avg. over 10 trials)	GP	RMSE0.013	11	1mo ago
Energy no contamination (avg. over 10 trials)	GP	RMSE1.43	11	1mo ago
15 regression datasets		Mean NMAE0.1236	10	4mo ago
TALENT 100 regression tasks	GenRe2-ReMax	RMSE (Mean)0.5151	8	4mo ago
MLGym House Price		R20.99	7	1mo ago
OpenML-CTR23 (test)		Mean Rank3.14	7	2mo ago
FB (Facebook) (test)	CTabGAN+	MLE0.509	6	4mo ago
CA (California Housing) (test)	CTabGAN+	MLE Loss0.525	6	4mo ago
AD (Abalone) (test)	CTabGAN+	MLE0.772	6	4mo ago
California Housing Kaggle original (train test)	Hierarchical MCTS	Median Percentile Score24.78	5	4mo ago
Calorie Expenditure Prediction (Kaggle) original (train test)	Hierarchical MCTS	Median Percentile16.81	5	4mo ago
BPM Prediction (Kaggle) original (train test)	MCTS-Shaped	Median Leaderboard Percentile5.03	5	4mo ago
KI (King) (test)		MLE0.907	5	4mo ago
IN Insurance (test)	TVAE	MLE0.784	5	4mo ago
HO (House) (test)	TVAE	MLE0.493	5	4mo ago
Wine		RMSE0.693	4	2mo ago
CPU Utilisation (PMLB)	XGBoost	Total experiment time (s)0.52	4	3mo ago

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