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Time Series Forecasting on 27 real-world application datasets (test)

0.3974SQL

Baguan-TS

Updated 2mo ago

Evaluation Results

Method	Links
Baguan-TS 2026.03		0.3974	0.4956	0.0597	0.049
Baguan-TS 2026.03		0.3974	0.4956	0.0597	0.049
Baguan-TS 2026.03		0.4089	0.5182	0.0219	0.0174
Chronos-Bolt 2026.03		0.4415	0.5491	0.0253	0.0203
TabPFN-TS 2026.03		0.4663	0.6115	0.0688	0.0537
TabPFN-TS 2026.03		0.4663	0.6115	0.0688	0.0537
Chronos-Bolt 2026.03		0.5101	0.635	0.0976	0.0783
Chronos-Bolt 2026.03		0.5101	0.635	0.0976	0.0783
TabPFN-TS 2026.03		0.512	0.6817	0.0325	0.0242
TiRex 2026.03		0.5544	0.6896	0.0336	0.027
TiRex 2026.03		0.571	0.7094	0.0975	0.0784
TiRex 2026.03		0.571	0.7094	0.0975	0.0784
Moirai-2.0 2026.03		0.7139	0.8875	0.1031	0.086
Moirai-2.0 2026.03		0.7139	0.8875	0.1031	0.086
Sundial-Base 2026.03		0.7486	0.9042	0.1133	0.0981
Sundial-Base 2026.03		0.7486	0.9042	0.1133	0.0981
Sundial-Base 2026.03		0.7536	0.9411	0.045	0.036
Moirai-2.0 2026.03		0.7621	0.9701	0.046	0.036
Toto-1.0 2026.03		0.8414	1.0566	0.1269	0.1034
Toto-1.0 2026.03		0.8414	1.0566	0.1269	0.1034
TimesFM-2.0 2026.03		0.8418	0.9278	0.1093	0.0954
TimesFM-2.0 2026.03		0.8418	0.9278	0.1093	0.0954
Toto-1.0 2026.03		0.8888	1.1359	0.0557	0.043
AutoTheta 2026.03		0.8977	1.2644	0.0632	0.0385
TimesFM-2.0 2026.03		0.941	1.0132	0.0506	0.0469
Seasonal Naive 2026.03		1.0799	1.2065	0.0596	0.0499
Stat. Ensemble 2026.03		1.6205	2.232	0.1051	0.076
Stat. Ensemble 2026.03		2.1497	2.5786	0.3952	0.3696
Naive 2026.03		2.4675	3.0599	0.1479	0.1182
AutoARIMA 2026.03		2.573	0.8526	0.0395	0.1289
Seasonal Naive 2026.03		2.8045	1.0504	0.1138	0.6565
AutoARIMA 2026.03		2.8936	0.8303	0.1052	0.4383
Naive 2026.03		3.3094	3.9533	0.6684	0.5749
AutoETS 2026.03		7.4514	6.4652	0.2931	0.3218
AutoETS 2026.03		12.4569	6.2235	0.7653	2.4483
AutoTheta 2026.03		13.5611	3.0717	0.7062	3.892