Multivariate Time Series Forecasting on PEMS03 (MSE, MAE)
0.059MSEPAMNet
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PAMNetHorizon=122026.05 | 0.059 | 0.157 | |
| TQNetHorizon=122026.05 | 0.06 | 0.161 | |
| CycleNetHorizon=122026.05 | 0.066 | 0.172 | |
| AmplifierHorizon=122026.05 | 0.07 | 0.172 | |
| iTransformerHorizon=122026.05 | 0.071 | 0.174 | |
| PAMNetHorizon=242026.05 | 0.072 | 0.173 | |
| FilterTSHorizon=122026.05 | 0.072 | 0.181 | |
| TimeMixerHorizon=122026.05 | 0.076 | 0.188 | |
| TimesNetHorizon=122026.05 | 0.085 | 0.192 | |
| PAMNetHorizon=Avg2026.05 | 0.091 | 0.188 | |
| PAMNetLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.05 | 0.091 | 0.188 | |
| TQNetHorizon=Avg2026.05 | 0.097 | 0.203 | |
| TQNetLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.05 | 0.097 | 0.203 | |
| PAMNetHorizon=482026.05 | 0.098 | 0.197 | |
| PatchTSTHorizon=122026.05 | 0.099 | 0.216 | |
| PULSElook-back window=962026.05 | 0.103 | 0.209 | |
| IsterPrediction length S={12, 24, 48, 96}, Look-back length T=962024.12 | 0.108 | 0.217 | |
| TimeXerPrediction length S={12, 24, 48, 96}, Look-back length T=962024.12 | 0.112 | 0.214 | |
| TimeXerlook-back window=962026.05 | 0.112 | 0.214 | |
| iTransformerHorizon=Avg2026.05 | 0.113 | 0.222 | |
| iTransformerLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.05 | 0.113 | 0.222 | |
| iTransformerPrediction length S={12, 24, 48, 96}, Look-back length T=962024.12 | 0.113 | 0.222 | |
| iTransformerlook-back window=962026.05 | 0.113 | 0.221 | |
| iTransformerPrediction Length=Avg2026.06 | 0.113 | 0.222 | |
| SCINetPrediction length S={12, 24, 48, 96}, Look-back length T=962024.12 | 0.114 | 0.224 | |
| CycleNetHorizon=Avg2026.05 | 0.118 | 0.226 | |
| CycleNetLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.05 | 0.118 | 0.226 | |
| CycleNetlook-back window=962026.05 | 0.118 | 0.226 | |
| DlinearHorizon=122026.05 | 0.122 | 0.243 | |
| S-MambaPrediction length S={12, 24, 48, 96}, Look-back length T=962024.12 | 0.122 | 0.228 | |
| AmplifierHorizon=Avg2026.05 | 0.131 | 0.239 | |
| AmplifierLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.05 | 0.131 | 0.239 | |
| FAiTLook-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.05 | 0.131 | 0.233 | |
| SPDMPrediction Length=Avg2026.06 | 0.131 | 0.24 | |
| PAMNetHorizon=962026.05 | 0.134 | 0.225 | |
| FilterTSHorizon=Avg2026.05 | 0.134 | 0.246 | |
| FilterTSLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.05 | 0.134 | 0.246 | |
| Fredfm.Look-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.05 | 0.135 | 0.243 | |
| CFPTlook-back window=962026.05 | 0.143 | 0.25 | |
| FilterNetLook-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.05 | 0.145 | 0.251 | |
| TimesNetHorizon=Avg2026.05 | 0.147 | 0.248 | |
| TimesNetLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.05 | 0.147 | 0.248 | |
| TimesNetPrediction length S={12, 24, 48, 96}, Look-back length T=962024.12 | 0.147 | 0.248 | |
| TimesNetlook-back window=962026.05 | 0.147 | 0.248 | |
| TimesNetLook-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.05 | 0.147 | 0.248 | |
| MSGNetPrediction length S={12, 24, 48, 96}, Look-back length T=962024.12 | 0.15 | 0.251 | |
| MSGNetlook-back window=962026.05 | 0.15 | 0.251 | |
| TimeMixer++Look-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.05 | 0.165 | 0.263 | |
| TimeMixerHorizon=Avg2026.05 | 0.167 | 0.267 | |
| TimeMixerLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.05 | 0.167 | 0.267 | |
| TimeMixerLook-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.05 | 0.167 | 0.267 | |
| CrossformerPrediction length S={12, 24, 48, 96}, Look-back length T=962024.12 | 0.169 | 0.282 | |
| Crossformerlook-back window=962026.05 | 0.169 | 0.282 | |
| Crossfm.Look-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.05 | 0.169 | 0.282 | |
| CARDLook-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.05 | 0.174 | 0.275 | |
| PatchTSTHorizon=Avg2026.05 | 0.18 | 0.291 | |
| PatchTSTLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.05 | 0.18 | 0.291 | |
| PatchTSTPrediction length S={12, 24, 48, 96}, Look-back length T=962024.12 | 0.18 | 0.291 | |
| PatchTSTlook-back window=962026.05 | 0.18 | 0.291 | |
| PatchTSTLook-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.05 | 0.18 | 0.291 | |
| DlinearHorizon=Avg2026.05 | 0.278 | 0.375 | |
| DLinearLookback length=96, Prediction horizons=H={12, 24, 48, 96}2026.05 | 0.278 | 0.375 | |
| DLinearPrediction length S={12, 24, 48, 96}, Look-back length T=962024.12 | 0.278 | 0.375 | |
| DLinearlook-back window=962026.05 | 0.278 | 0.375 | |
| DlinearLook-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.05 | 0.278 | 0.375 | |
| FITSLook-back length L=96, Prediction Horizons H={12, 24, 48, 96}2026.05 | 0.489 | 0.465 |