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Regression on TabArena Lite

1,779Elo

AutoGluon 1.3

Updated 11d ago

Evaluation Results

Method
AutoGluon 1.3 2025.08	1,779	0.673	5.2	3.2	1	3.6
RealMLP 2025.08	1,721	0.66	6.6	5.4	0	3.1
ModernNCA 2025.08	1,626	0.622	9.2	2.6	3	5.4
LightGBM 2025.08	1,602	0.478	10.1	7.5	0	6
TabDPT 2025.08	1,575	0.515	10.9	3.8	2	3.9
xRFM 2025.08	1,563	0.492	11.5	5.3	1	5.1
CatBoost 2025.08	1,558	0.435	11.8	8.9	0	5.7
TabM 2025.08	1,529	0.439	12.8	8.5	0	4.3
CatBoost 2025.08	1,515	0.406	13.3	6.8	0	5.9
xRFM 2025.08	1,504	0.406	13.8	9.7	0	5.7
LightGBM 2025.08	1,498	0.354	13.9	10.2	0	6.8
XGBoost 2025.08	1,470	0.328	15.2	13.9	0	6.7
XGBoost 2025.08	1,470	0.325	15.2	13.3	0	6.7
ModernNCA 2025.08	1,457	0.323	15.6	11	0	8.1
TabM 2025.08	1,453	0.311	16	12.6	0	5.2
RealMLP 2025.08	1,439	0.306	16.6	13.3	0	5.9
CatBoost 2025.08	1,419	0.278	17.4	12	0	7.9
ModernNCA 2025.08	1,411	0.347	17.6	6.7	0	7.9
TabPFNv2 2025.08	1,377	0.41	19.1	2.7	4	4.9
TabM 2025.08	1,361	0.232	20.1	16.5	0	6.9
TabPFNv2 2025.08	1,314	0.281	22.1	6.9	0	6.4
TorchMLP 2025.08	1,301	0.141	22.7	19.1	0	8.1
ExtraTrees 2025.08	1,297	0.169	23.1	16.9	0	11.1
RealMLP 2025.08	1,274	0.085	24	21.6	0	8.2
ExtraTrees 2025.08	1,273	0.174	24	16.7	0	11.4
TabPFNv2 2025.08	1,264	0.262	24.3	7.7	0	7.6
TorchMLP 2025.08	1,245	0.124	25.2	20.8	0	8.7
xRFM 2025.08	1,236	0.149	25.8	8.6	1	11.7
LightGBM 2025.08	1,231	0.069	25.9	24.5	0	9.7
XGBoost 2025.08	1,195	0.104	27.4	24.5	0	10.4
RandomForest 2025.08	1,193	0.056	27.5	25.5	0	12.1
RandomForest 2025.08	1,142	0.046	29.9	27.5	0	12.8
EBM 2025.08	1,133	0.122	30	16.4	0	14.7
ExtraTrees 2025.08	1,117	0.056	30.6	27.7	0	13
FastaiMLP 2025.08	1,086	0.005	31.8	30.6	0	13.1
EBM 2025.08	1,076	0.131	32.2	9.4	1	15.3
TorchMLP 2025.08	1,075	0.015	32.4	30.3	0	12.9
FastaiMLP 2025.08	1,046	0	33.3	32.3	0	13.6
EBM 2025.08	1,009	0.071	34.7	30.3	0	16
TabICL 2025.08	1,006	0	34.8	34.2	0	14.2
RandomForest 2025.08	1,000	0	34.8	34.2	0	14.2
FastaiMLP 2025.08	916	0	37.2	36.5	0	17.8
KNN 2025.08	533	0	43.8	43.6	0	37.3
Linear 2025.08	485	0	44.3	44.2	0	35.5
KNN 2025.08	434	0	44.9	44.7	0	38
Linear 2025.08	426	0	44.9	44.8	0	35.7
Linear 2025.08	312	0	46	46	0	38.1
KNN 2025.08	263	0	46.5	46.2	0	41.6