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Tabular Data Prediction on TabReD (random split)

0.9639HI

CatBoost

Updated 4d ago

Evaluation Results

Method	Links
CatBoost 2025.12		0.9639	0.6213	0.858	0.234	0.4805	0.5471	0.1613	1.4556	5.375
TabM 2025.12		0.9636	0.6299	0.8427	0.2317	0.4784	0.5492	0.1609	1.4891	3.75
TabM 2025.12		0.9633	0.6319	0.838	0.2306	0.4785	0.5491	0.1608	1.4717	3.5
TabM 2025.12		0.9629	0.6332	0.8282	0.2305	0.4794	0.5495	0.1607	1.4681	4
XGBoost 2025.12		0.9625	0.62	0.8452	0.2298	0.4806	0.5468	0.1611	1.4566	5.25
ModernNCA 2025.12		0.9617	0.6246	0.8399	0.2299	0.4806	0.551	0.1621	1.4773	7.75
LightGBM 2025.12		0.9616	0.6136	0.8334	0.2322	0.4807	0.5469	0.1616	1.4471	7.5
FT-T 2025.12		0.9616	0.6268	0.5846	0.2369	0.4804	0.5503	0.1622	1.5001	9.375
MLP-PLR 2025.12		0.9607	0.6237	0.8104	0.2365	0.4792	0.5564	0.1613	1.5314	9.75
MLP-PLR 2025.12		0.96	0.6252	0.821	0.2368	0.4798	0.5528	0.1612	1.5048	8.625
MLP-PLR 2025.12		0.9599	0.6225	0.8208	0.2406	0.48	0.5507	0.1616	1.5097	9.875
RandomForest 2025.12		0.958	0.6254	0.8142	0.2427	0.4846	0.5588	0.1649	1.5694	13.25
MLP 2025.12		0.9567	0.6267	0.5562	0.2499	0.4786	0.5594	0.1618	1.5122	11.5
TabR 2025.12		0.9543	0.6206	0.8147	0.2384	0.488	0.5548	0.1622	1.4629	12.25
MLP 2025.12		0.9451	0.6267	0.553	0.261	0.4796	0.5569	0.1618	1.5333	12.375
Linear 2025.12		0.9397	0.5895	0.8235	0.2458	0.4867	0.5591	0.1685	1.7425	15.125
MLP 2025.12		0.9383	0.6225	0.5532	0.2509	0.4814	0.5521	0.1619	1.5252	13.75