Time Series Forecasting on PEMS03
0.065MSES-Mamba
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| S-MambaForecast length (T)=12, Lookback length (L)=962025.04 | 0.065 | — | — | |
| CycleNet/MLPLook-back length=96, Forecast horizon=122024.09 | 0.066 | 0.172 | — | |
| SCINetLook-back length=96, Forecast horizon=122024.09 | 0.066 | 0.172 | — | |
| ms-MambaForecast length (T)=12, Lookback length (L)=962025.04 | 0.066 | — | — | |
| FISformerPrediction Length=122026.03 | 0.068 | 0.174 | — | |
| iTransformerLook-back length=96, Forecast horizon=122024.09 | 0.071 | 0.174 | — | |
| iTransformerForecast length (T)=12, Lookback length (L)=962025.04 | 0.071 | — | — | |
| iTransformerPrediction Length=122026.03 | 0.071 | 0.174 | — | |
| HINTS PatchTSThorizon=122025.12 | 0.076 | 0.182 | — | |
| CycleNet/LinearLook-back length=96, Forecast horizon=122024.09 | 0.08 | 0.192 | — | |
| HINTS TimeMixerhorizon=122025.12 | 0.08 | 0.192 | — | |
| AMDInput sequence length (L)=96, Prediction length (T)=122024.06 | 0.084 | 0.198 | — | |
| SCINetLook-back length=96, Forecast horizon=242024.09 | 0.085 | 0.198 | — | |
| TimesNetInput sequence length (L)=96, Prediction length (T)=122024.06 | 0.085 | 0.192 | — | |
| TimesNetForecast length (T)=12, Lookback length (L)=962025.04 | 0.085 | — | — | |
| iTransformer+MLOWPrediction Length (T)=96, Base Model=iTransformer2026.03 | 0.086 | 0.186 | — | |
| iTransformer+MLOWBase Model=iTransformer, Decomposition Module=MLOW, Prediction Horizon (T)=962026.03 | 0.086 | 0.186 | — | |
| ms-MambaForecast length (T)=24, Lookback length (L)=962025.04 | 0.087 | — | — | |
| S-MambaForecast length (T)=24, Lookback length (L)=962025.04 | 0.087 | — | — | |
| CycleNet/MLPLook-back length=96, Forecast horizon=242024.09 | 0.089 | 0.201 | — | |
| CrossformerLook-back length=96, Forecast horizon=122024.09 | 0.09 | 0.203 | — | |
| CrossformerInput sequence length (L)=96, Prediction length (T)=122024.06 | 0.09 | 0.203 | — | |
| CrossformerForecast length (T)=12, Lookback length (L)=962025.04 | 0.09 | — | — | |
| CrossformerPrediction Length=122026.03 | 0.09 | 0.203 | — | |
| iTransformerLook-back length=96, Forecast horizon=242024.09 | 0.093 | 0.201 | — | |
| iTransformerForecast length (T)=24, Lookback length (L)=962025.04 | 0.093 | — | — | |
| iTransformerPrediction Length=242026.03 | 0.093 | 0.201 | — | |
| FISformerPrediction Length=242026.03 | 0.095 | 0.204 | — | |
| PatchTSTLook-back length=96, Forecast horizon=122024.09 | 0.099 | 0.216 | — | |
| PatchTSTInput sequence length (L)=96, Prediction length (T)=122024.06 | 0.099 | 0.216 | — | |
| PatchTSThorizon=122025.12 | 0.099 | 0.216 | — | |
| TimeMixerhorizon=122025.12 | 0.099 | 0.205 | — | |
| PatchTSTForecast length (T)=12, Lookback length (L)=962025.04 | 0.099 | — | — | |
| HINTS DLinearhorizon=122025.12 | 0.104 | 0.219 | — | |
| IdealTSFH=Avg2025.12 | 0.106 | 0.208 | — | |
| TimeMixerPrediction Length (T)=962026.03 | 0.107 | 0.212 | — | |
| PatchTST+MLOWPrediction Length (T)=96, Base Model=PatchTST2026.03 | 0.108 | 0.222 | — | |
| PatchTST+MLOWBase Model=PatchTST, Decomposition Module=MLOW, Prediction Horizon (T)=962026.03 | 0.108 | 0.222 | — | |
| TwinsH=Avg2025.12 | 0.109 | 0.219 | — | |
| HINTS TimeMixerhorizon=242025.12 | 0.111 | 0.223 | — | |
| iTransformerForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.113 | — | — | |
| iTransformerPrediction Length=Avg2026.03 | 0.113 | 0.222 | — | |
| DUETPrediction Length (T)=962026.03 | 0.114 | 0.223 | — | |
| Mixer++H=Avg2025.12 | 0.116 | 0.226 | — | |
| MTS-MixersInput sequence length (L)=96, Prediction length (T)=122024.06 | 0.117 | 0.232 | — | |
| TimesNetForecast length (T)=24, Lookback length (L)=962025.04 | 0.118 | — | — | |
| CycleNet/LinearLook-back length=96, Forecast horizon=242024.09 | 0.12 | 0.237 | — | |
| CrossformerLook-back length=96, Forecast horizon=242024.09 | 0.121 | 0.24 | — | |
| CrossformerForecast length (T)=24, Lookback length (L)=962025.04 | 0.121 | — | — | |
| CrossformerPrediction Length=242026.03 | 0.121 | 0.24 | — | |
| DLinearLook-back length=96, Forecast horizon=122024.09 | 0.122 | 0.243 | — | |
| DLinearInput sequence length (L)=96, Prediction length (T)=122024.06 | 0.122 | 0.243 | — | |
| DLinearhorizon=122025.12 | 0.122 | 0.243 | — | |
| DLinearForecast length (T)=12, Lookback length (L)=962025.04 | 0.122 | — | — | |
| ms-MambaForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.122 | — | — | |
| S-MambaForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.122 | — | — | |
| CycleNetPrediction Length (T)=962026.03 | 0.122 | 0.223 | — | |
| iTransformerLook-back length=96, Forecast horizon=482024.09 | 0.125 | 0.236 | — | |
| TimesNet + DPADBackbone=TimesNet, DPAD Enhancement=true, Look-back length=96, Prediction length=12, 24, 48, 962026.01 | 0.125 | 0.229 | — | |
| iTransformerForecast length (T)=48, Lookback length (L)=962025.04 | 0.125 | — | — | |
| iTransformerPrediction Length=482026.03 | 0.125 | 0.236 | — | |
| RLinearLook-back length=96, Forecast horizon=122024.09 | 0.126 | 0.236 | — | |
| FEDformerInput sequence length (L)=96, Prediction length (T)=122024.06 | 0.126 | 0.251 | — | |
| RLinearInput sequence length (L)=96, Prediction length (T)=122024.06 | 0.126 | 0.236 | — | |
| RLinearForecast length (T)=12, Lookback length (L)=962025.04 | 0.126 | — | — | |
| FEDformerForecast length (T)=12, Lookback length (L)=962025.04 | 0.126 | — | — | |
| FedformerPrediction Length=122026.03 | 0.126 | 0.251 | — | |
| SCINetLook-back length=96, Forecast horizon=482024.09 | 0.127 | 0.238 | — | |
| HINTS PatchTSThorizon=242025.12 | 0.127 | 0.238 | — | |
| iTransformerBase Model=iTransformer, Decomposition Module=None, Prediction Horizon (T)=962026.03 | 0.129 | 0.233 | — | |
| iTransformer+MABase Model=iTransformer, Decomposition Module=MA, Prediction Horizon (T)=962026.03 | 0.13 | 0.232 | — | |
| TimeMixerhorizon=242025.12 | 0.133 | 0.246 | — | |
| ms-MambaForecast length (T)=48, Lookback length (L)=962025.04 | 0.133 | — | — | |
| S-MambaForecast length (T)=48, Lookback length (L)=962025.04 | 0.133 | — | — | |
| TimeXer + DPADBackbone=TimeXer, DPAD Enhancement=true, Look-back length=96, Prediction length=12, 24, 48, 962026.01 | 0.134 | 0.248 | — | |
| CycleNet/MLPLook-back length=96, Forecast horizon=482024.09 | 0.136 | 0.247 | — | |
| FISformerPrediction Length=Avg2026.03 | 0.138 | 0.244 | — | |
| PatchTSTLook-back length=96, Forecast horizon=242024.09 | 0.142 | 0.259 | — | |
| PatchTSThorizon=242025.12 | 0.142 | 0.259 | — | |
| PatchTSTForecast length (T)=24, Lookback length (L)=962025.04 | 0.142 | — | — | |
| TimesNetForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.147 | — | — | |
| FEDformerForecast length (T)=24, Lookback length (L)=962025.04 | 0.149 | — | — | |
| TimesNetPrediction Length (T)=962026.03 | 0.149 | 0.257 | — | |
| FedformerPrediction Length=242026.03 | 0.149 | 0.275 | — | |
| TimesNetBackbone=TimesNet, DPAD Enhancement=false, Look-back length=96, Prediction length=12, 24, 48, 962026.01 | 0.153 | 0.254 | — | |
| TimeBridgeBackbone=TimeBridge, DPAD Enhancement=false, Look-back length=96, Prediction length=12, 24, 48, 962026.01 | 0.153 | 0.262 | — | |
| FISformerPrediction Length=482026.03 | 0.153 | 0.262 | — | |
| TimeBridge + DPADBackbone=TimeBridge, DPAD Enhancement=true, Look-back length=96, Prediction length=12, 24, 48, 962026.01 | 0.155 | 0.259 | — | |
| TimesNetForecast length (T)=48, Lookback length (L)=962025.04 | 0.155 | — | — | |
| CycleNet/LinearLook-back length=96, Forecast horizon=482024.09 | 0.156 | 0.258 | — | |
| DLinearH=Avg2025.12 | 0.159 | 0.262 | — | |
| iTransformerLook-back length=96, Forecast horizon=962024.09 | 0.164 | 0.275 | — | |
| iTransformerForecast length (T)=96, Lookback length (L)=962025.04 | 0.164 | — | — | |
| iTransformerPrediction Length=962026.03 | 0.164 | 0.275 | — | |
| HINTS TimeMixerhorizon=482025.12 | 0.169 | 0.287 | — | |
| iTransH=Avg2025.12 | 0.169 | 0.272 | — | |
| CrossformerForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.169 | — | — | |
| CrossformerPrediction Length=Avg2026.03 | 0.169 | 0.281 | — | |
| SCINetLook-back length=96, Forecast horizon=962024.09 | 0.178 | 0.287 | — | |
| TiDEInput sequence length (L)=96, Prediction length (T)=122024.06 | 0.178 | 0.305 | — |