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ResearchFormerly WizWand

Multivariate Long-Term Series Forecasting on Weather

0.142MSESeesawNet
0.138960.159480.180.20052Nov 27, 2022Jun 25, 2023Jan 22, 2024Aug 20, 2024Mar 18, 2025Oct 15, 2025May 14, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SeesawNetPrediction length (H)=962026.050.1420.184
D-PADPrediction Length (H)=96, Input Length (T)=3362024.030.1430.181
TimeBridgePrediction length (H)=962026.050.1440.185
PDFPrediction length (H)=962026.050.1450.196
DLinear + TimeAPNPrediction Length=96, Backbone=DLinear2026.030.1460.203
TimePerceiverPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.120.1470.199
DecompKANPrediction Horizon (H)=962026.040.1480.195
PatchTST/64Prediction length (T)=962022.110.1490.198
PatchTST/64T=962023.040.1490.198
PatchTSTPrediction Horizon (H)=962026.040.1490.198
CATSPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.120.150.201
PatchTSTPrediction length (H)=962026.050.150.199
PatchTST/42Prediction length (T)=962022.110.1520.199
SANPrediction length (H)=962026.050.1520.21
DDNPrediction length (H)=962026.050.1530.211
DeformableTSTPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.120.1550.203
S_Mamba + TimeAPNPrediction Length=96, Backbone=S_Mamba2026.030.1550.22
CARDPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.120.1560.208
Ada-MSHyperHorizon=962024.100.1570.195
N-HiTST=962023.040.1580.195
CrossformerHorizon=962024.100.1580.23
PatchTSTPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.120.1580.207
CrossGNN*Horizon=962024.100.1590.218
KFSPrediction Length (F)=96, Input sequence length=962025.080.1590.205
U-mixerPrediction length (H)=962026.050.1590.197
N-HITSPrediction Length (H)=96, Input Length (T)=3362024.030.160.197
S-MambaPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.120.1620.212
TimeKANPrediction Horizon (H)=962026.040.1620.208
TimeMixer*Horizon=962024.100.1630.21
MSGNet*Horizon=962024.100.1630.212
iTransformerPrediction length (H)=962026.050.1630.214
S_MambaPrediction Length=96, Backbone=S_Mamba2026.030.1650.21
LaSTPrediction Length (H)=96, Input Length (T)=3362024.030.1660.218
TiDET=962023.040.1660.222
iTransformerPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.120.1660.214
PatchTST + TimeAPNPrediction Length=96, Backbone=PatchTST2026.030.1670.219
KoopaPrediction Length=962024.090.1690.198
TimesNetPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.120.1690.221
Time TrackerModeling Type=Channel-Mixing (CM), Input Length (L)=96, Predicting Length (F)=962025.050.1690.213
MSHyper*Horizon=962024.100.170.223
RMoK-BPrediction Horizon (H)=962026.040.1710.221
Koopa + FANPrediction Length=962024.090.1720.214
TimesNetHorizon=962024.100.1720.22
PatchTSTModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.050.1720.214
TimesNetModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.050.1720.22
FEDformer + TimeAPNPrediction Length=96, Backbone=FEDformer2026.030.1730.249
TimesNet + FANPrediction Length=962024.090.1740.223
iTransformerHorizon=962024.100.1740.214
DLinearPrediction Length=96, Backbone=DLinear2026.030.1740.233
iTransformerPrediction Horizon (H)=962026.040.1740.214
iTransformerModeling Type=Channel-Mixing (CM), Input Length (L)=96, Predicting Length (F)=962025.050.1750.216
DLinearPrediction length (T)=962022.110.1760.237
DLinearPrediction Length (H)=96, Input Length (T)=3362024.030.1760.237
DLinearT=962023.040.1760.237
TimerModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.050.1760.217
DLinearPrediction Horizon (H)=962026.040.1760.237
PatchTSTHorizon=962024.100.1770.218
DLinearPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.120.1780.238
TiDEPrediction Length (H)=96, Input Length (L)=Averaged over {96, 384, 768}2025.120.1830.238
PatchTSTPrediction Length=96, Backbone=PatchTST2026.030.1830.222
NS-TransformerPrediction length (H)=962026.050.1830.23
TimeBridgePrediction length (H)=1922026.050.1860.227
D-PADPrediction Length (H)=192, Input Length (T)=3362024.030.1890.229
PDFPrediction length (H)=1922026.050.1890.239
DLinear + TimeAPNPrediction Length=192, Backbone=DLinear2026.030.190.249
SeesawNetPrediction length (H)=1922026.050.190.235
DecompKANPrediction Horizon (H)=1922026.040.1920.238
TimePerceiverPrediction Length (H)=192, Input Length (L)=Averaged over {96, 384, 768}2025.120.1930.242
PatchTST/64Prediction length (T)=1922022.110.1940.241
PatchTST/64T=1922023.040.1940.241
PatchTSTPrediction Horizon (H)=1922026.040.1940.241
PatchTSTPrediction length (H)=1922026.050.1950.241
DLinearHorizon=962024.100.1960.255
SANPrediction length (H)=1922026.050.1960.253
PatchTST/42Prediction length (T)=1922022.110.1970.243
DLinearModeling Type=Channel-Independent (CI), Input Length (L)=96, Predicting Length (F)=962025.050.1980.26
FiLM*Horizon=962024.100.1990.262
DDNPrediction length (H)=1922026.050.20.259
U-mixerPrediction length (H)=1922026.050.2030.239
LaSTPrediction Length (H)=192, Input Length (T)=3362024.030.2040.247
iTransformerPrediction length (H)=1922026.050.2040.25
S_Mamba + TimeAPNPrediction Length=192, Backbone=S_Mamba2026.030.2050.264
CrossformerHorizon=1922024.100.2060.277
N-HITSPrediction Length (H)=192, Input Length (T)=3362024.030.2070.265
KFSPrediction Length (F)=192, Input sequence length=962025.080.2070.249
TimeKANPrediction Horizon (H)=1922026.040.2070.249
TiDET=1922023.040.2090.263
N-HiTST=1922023.040.2110.247
KoopaPrediction Length=1682024.090.2110.233
CrossGNN*Horizon=1922024.100.2110.266
TimeMixer*Horizon=1922024.100.2120.257
MSGNet*Horizon=1922024.100.2120.254
Koopa + FANPrediction Length=1682024.090.2130.255
TimesNet + FANPrediction Length=1682024.090.2140.263
PatchTST + TimeAPNPrediction Length=192, Backbone=PatchTST2026.030.2140.264
S_MambaPrediction Length=192, Backbone=S_Mamba2026.030.2140.252
FEDformerHorizon=962024.100.2170.296
Ada-MSHyperHorizon=1922024.100.2180.259
MSHyper*Horizon=1922024.100.2180.253
DLinearPrediction Length=192, Backbone=DLinear2026.030.2180.278