List your company
ResearchFormerly WizWand

Multivariate Time Series Forecasting on PEMS03

0.06MSEAda-MSHyper
0.048480.126240.2040.28176May 28, 2024Sep 6, 2024Dec 17, 2024Mar 29, 2025Jul 8, 2025Oct 18, 2025Jan 28, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Ada-MSHyperPrediction Length (H)=122024.100.060.165
SCINetPrediction Length (H)=122024.100.0660.172
Db2-TransFSequence Length=122025.120.0680.173
iTransformerPrediction Length (H)=122024.100.0710.174
iTransformerSequence Length=122025.120.0710.174
Ada-MSHyperPrediction Length (H)=242024.100.0750.184
Ada-MSHyperforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.0850.193
TimesNetPrediction Length (H)=122024.100.0850.192
SCINetPrediction Length (H)=242024.100.0850.198
TimesNetSequence Length=122025.120.0850.192
CrossformerPrediction Length (H)=122024.100.090.203
CrossformerSequence Length=122025.120.090.203
iTransformerPrediction Length (H)=242024.100.0930.201
iTransformerSequence Length=242025.120.0930.201
Db2-TransFSequence Length=242025.120.0950.205
iTransformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.0960.204
ForecastGrapherInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.0980.205
TimeMixerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.0980.207
PatchTSTPrediction Length (H)=122024.100.0990.216
PatchTSTSequence Length=122025.120.0990.216
MSHyperPrediction Length (H)=122024.100.1060.207
SCINetforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.110.21
iTransformerInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.1130.221
iTransformerSequence Length=Avg2025.120.1130.221
SCINetInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.1140.224
ACFormer2026.010.1170.222
TimesNetPrediction Length (H)=242024.100.1180.223
TimesNetSequence Length=242025.120.1180.223
Ada-MSHyperPrediction Length (H)=482024.100.120.23
CrossformerPrediction Length (H)=242024.100.1210.24
CrossformerSequence Length=242025.120.1210.24
DLinearPrediction Length (H)=122024.100.1220.243
DLinearSequence Length=122025.120.1220.243
MSHyperforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.1230.226
iTransformerPrediction Length (H)=482024.100.1250.236
iTransformerSequence Length=482025.120.1250.236
MSHyperPrediction Length (H)=242024.100.1260.207
FEDformerPrediction Length (H)=122024.100.1260.251
RLinearSequence Length=122025.120.1260.236
FEDformerSequence Length=122025.120.1260.251
FEDformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.1270.212
SCINetPrediction Length (H)=482024.100.1270.238
AmplifierPublication Year=20252026.010.1310.236
Db2-TransFSequence Length=Avg2025.120.1340.24
MSHyperPrediction Length (H)=482024.100.1380.265
PatchTSTPrediction Length (H)=242024.100.1420.259
PatchTSTSequence Length=242025.120.1420.259
Db2-TransFSequence Length=482025.120.1460.26
TimesNetInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.1470.248
PatchTSTforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.1470.25
TimesNetSequence Length=Avg2025.120.1470.248
FEDformerPrediction Length (H)=242024.100.1490.275
FEDformerSequence Length=242025.120.1490.275
iTransformerPublication Year=20242026.010.1510.253
TimesNetPublication Year=20232026.010.1540.247
TimesNetPrediction Length (H)=482024.100.1550.26
TimesNetSequence Length=482025.120.1550.26
TimeMixerPrediction Length (H)=122024.100.1610.323
iTransformerSequence Length=962025.120.1640.275
DLinearforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.1670.291
CrossformerInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.1690.281
CrossformerSequence Length=Avg2025.120.1690.281
TiDESequence Length=122025.120.1780.305
PatchTSTInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.180.291
PatchTSTSequence Length=Avg2025.120.180.291
TimeMixerPrediction Length (H)=242024.100.1810.352
DLinearPrediction Length (H)=242024.100.2010.317
DLinearSequence Length=242025.120.2010.317
CrossformerPrediction Length (H)=482024.100.2020.317
CrossformerSequence Length=482025.120.2020.317
ModernTCNPublication Year=20242026.010.2060.303
PatchTSTPublication Year=20232026.010.2080.294
PatchTSTPrediction Length (H)=482024.100.2110.319
PatchTSTSequence Length=482025.120.2110.319
FEDformerSequence Length=Avg2025.120.2130.327
TimesNetforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.2190.328
Autoformerforecast_type=short-range, multivariate=true, input_length=96, output_lengths=12, 24, 482024.100.220.26
TimeMixerPrediction Length (H)=482024.100.2220.407
Db2-TransFSequence Length=962025.120.2260.323
FEDformerPrediction Length (H)=482024.100.2270.348
FEDformerSequence Length=482025.120.2270.348
TimesNetSequence Length=962025.120.2280.317
TimeMixer++Publication Year=20252026.010.240.328
RLinearSequence Length=242025.120.2460.334
TiDESequence Length=242025.120.2570.371
DLinearSequence Length=962025.120.2570.515
DLinearPublication Year=20232026.010.2620.343
CrossformerSequence Length=962025.120.2620.367
PatchTSTSequence Length=962025.120.2690.37
AutoformerPrediction Length (H)=122024.100.2720.385
AutoformerSequence Length=122025.120.2720.385
DLinearInput length=96, Output lengths={12, 24, 48, 96}, Averaging protocol=averaged from all output lengths2024.050.2780.375
DLinearSequence Length=Avg2025.120.2780.375
TiDESequence Length=Avg2025.120.3260.419
TimeProPublication Year=20252026.010.3310.375
DLinearPrediction Length (H)=482024.100.3330.425
DLinearSequence Length=482025.120.3330.425
AutoformerPrediction Length (H)=242024.100.3340.44
AutoformerSequence Length=242025.120.3340.44
FEDformerSequence Length=962025.120.3480.434