Tabular Regression

Benchmarks

Dataset Name	SOTA Method	Metric
52 Tabular Datasets (test)	TabSieve	NMAE0.139	85	3mo ago
Housing (test)		MAPE21	18	1mo ago
21 Regression Datasets	Ours	Mean NMAE0.111	15	2mo ago
Protein UCI 10% outlier contamination	MacKay	RMSE520.6	11	5d ago
Carbon UCI 10% outlier contamination	Grad. (Primal)	RMSE0.013	11	5d ago
Energy UCI 10% outlier contamination	EM	RMSE1.89	11	5d ago
Protein no contamination (avg. over 10 trials)	GP	RMSE356.4	11	5d ago
Carbon no contamination (avg. over 10 trials)	GP	RMSE0.013	11	5d ago
Energy no contamination (avg. over 10 trials)	GP	RMSE1.43	11	5d ago
15 regression datasets		Mean NMAE0.1236	10	2mo ago
TALENT 100 regression tasks	GenRe2-ReMax	RMSE (Mean)0.5151	8	3mo ago
OpenML-CTR23 (test)		Mean Rank3.14	7	19d ago
FB (Facebook) (test)	CTabGAN+	MLE0.509	6	3mo ago
CA (California Housing) (test)	CTabGAN+	MLE Loss0.525	6	3mo ago
AD (Abalone) (test)	CTabGAN+	MLE0.772	6	3mo ago
California Housing Kaggle original (train test)	Hierarchical MCTS	Median Percentile Score24.78	5	3mo ago
Calorie Expenditure Prediction (Kaggle) original (train test)	Hierarchical MCTS	Median Percentile16.81	5	3mo ago
BPM Prediction (Kaggle) original (train test)	MCTS-Shaped	Median Leaderboard Percentile5.03	5	3mo ago
KI (King) (test)		MLE0.907	5	3mo ago
IN Insurance (test)	TVAE	MLE0.784	5	3mo ago
HO (House) (test)	TVAE	MLE0.493	5	3mo ago
Wine		RMSE0.693	4	21d ago
CPU Utilisation (PMLB)	XGBoost	Total experiment time (s)0.52	4	1mo ago
Wind Speed PMLB	XGBoost	Total Experiment Time (s)0.75	4	1mo ago
Echocardiogram PMLB	XGBoost	Total Experiment Time (s)0.63	4	1mo ago

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