Time Series Forecasting on Weather (MAE, sMAPE) benchmark leaderboard · SOTA2 Research

Time Series Forecasting on Weather (MAE, sMAPE)

0.0244MAEDeformTime

Evaluation Results

Method	Links
DeformTime2024.06		0.0244	37.89
DLinear2024.06		0.0251	39.03
CycleNet2024.06		0.0253	38.87
PatchTST2024.06		0.0258	39.37
DeformTime2024.06		0.026	39.33
CycleNet2024.06		0.027	41.72
DLinear2024.06		0.027	42.68
Crossformer2024.06		0.0271	44.92
iTransformer2024.06		0.0277	42.39
iTransformer2024.06		0.0277	42.77
ModernTCN2024.06		0.0279	42.49
PatchTST2024.06		0.0279	42.02
DeformTime2024.06		0.0291	44.26
LightTS2024.06		0.0293	48.48
TimeXer2024.06		0.0301	44.04
CycleNet2024.06		0.0301	45.31
PatchTST2024.06		0.0303	45.31
DLinear2024.06		0.0305	47.68
Crossformer2024.06		0.0308	54.14
iTransformer2024.06		0.0308	46.01
ModernTCN2024.06		0.0314	46.05
LightTS2024.06		0.0317	50.83
LightTS2024.06		0.0319	51.45
TimeMixer2024.06		0.0322	45.9
TimeXer2024.06		0.0326	46.85
Persistence2024.06		0.0329	51.83
Crossformer2024.06		0.0345	62.53
TimeMixer2024.06		0.0347	48.62
TimeXer2024.06		0.0348	49.12
ModernTCN2024.06		0.0351	50.12
DLinear2024.06		0.0352	54.54
TimeMixer2024.06		0.0359	49.75
Persistence2024.06		0.0361	54.92
Persistence2024.06		0.0361	55.14
DeformTime2024.06		0.0363	53.72
CycleNet2024.06		0.0383	56.47
LightTS2024.06		0.0386	62.96
PatchTST2024.06		0.0389	56.04
Persistence2024.06		0.0394	56.04
iTransformer2024.06		0.0395	57.01
Crossformer2024.06		0.0395	65.47
ModernTCN2024.06		0.0414	57.66
TimeXer2024.06		0.0437	58.7
TimeMixer2024.06		0.0457	59.82