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Tabular Regression

Benchmarks

Dataset Name	SOTA Method	Metric
52 Tabular Datasets (test)	TabSieve	NMAE0.139	85	1mo ago
21 Regression Datasets	Ours	Mean NMAE0.111	15	1mo ago
15 regression datasets		Mean NMAE0.1236	10	1mo ago
TALENT 100 regression tasks	GenRe2-ReMax	RMSE (Mean)0.5151	8	1mo ago
FB (Facebook) (test)	CTabGAN+	MLE0.509	6	1mo ago
CA (California Housing) (test)	CTabGAN+	MLE Loss0.525	6	1mo ago
AD (Abalone) (test)	CTabGAN+	MLE0.772	6	1mo ago
California Housing Kaggle original (train test)	Hierarchical MCTS	Median Percentile Score24.78	5	1mo ago
Calorie Expenditure Prediction (Kaggle) original (train test)	Hierarchical MCTS	Median Percentile16.81	5	1mo ago
BPM Prediction (Kaggle) original (train test)	MCTS-Shaped	Median Leaderboard Percentile5.03	5	1mo ago
KI (King) (test)		MLE0.907	5	1mo ago
IN Insurance (test)	TVAE	MLE0.784	5	1mo ago
HO (House) (test)	TVAE	MLE0.493	5	1mo ago
CPU Utilisation (PMLB)	XGBoost	Total experiment time (s)0.52	4	11d ago
Wind Speed PMLB	XGBoost	Total Experiment Time (s)0.75	4	11d ago
Echocardiogram PMLB	XGBoost	Total Experiment Time (s)0.63	4	11d ago
Ankara Weather OpenML	Spectral Paths	Total experiment time (s)0.1	4	11d ago
Izmir Weather OpenML	XGBoost	Total Experiment Time (s)0.11	4	11d ago
Aquatic Toxicity OpenML	XGBoost	Total Experiment Time (s)0.12	4	11d ago
Cancer Drug Response OpenML	Spectral Paths	Total Time (s)1.4	4	11d ago
Yacht Hydrodynamics OpenML	Spectral Paths	Total Experiment Time (s)0.1	4	11d ago
Concrete Slump OpenML	Spectral Paths	Total experiment time (s)0.4	4	11d ago
Phishing Websites (UCI)	XGBoost	Total Experiment Time (s)0.37	4	11d ago
Wine Quality (UCI)	XGBoost	Total experiment time (s)3.4	4	11d ago
Superconductivity (UCI)		Total Experiment Time (s)2.2	4	11d ago

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