Long-term Forecasting on PEMS03
0.01MSEMSTN-Transformer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| MSTN-TransformerPrediction Horizon (H)=122025.11 | 0.01 | 0.08 | |
| MSTN-BiLSTMPrediction Horizon (H)=122025.11 | 0.018 | 0.102 | |
| MSTN-TransformerPrediction Horizon (H)=242025.11 | 0.019 | 0.103 | |
| MSTN-TransformerPrediction Horizon (H)=Avg2025.11 | 0.027 | 0.114 | |
| MSTN-TransformerPrediction Horizon (H)=482025.11 | 0.032 | 0.127 | |
| MSTN-BiLSTMPrediction Horizon (H)=242025.11 | 0.032 | 0.132 | |
| MSTN-BiLSTMPrediction Horizon (H)=Avg2025.11 | 0.046 | 0.149 | |
| MSTN-TransformerPrediction Horizon (H)=962025.11 | 0.048 | 0.145 | |
| MSTN-BiLSTMPrediction Horizon (H)=482025.11 | 0.06 | 0.178 | |
| QDFForecasting Horizon (T)=122025.10 | 0.064 | 0.167 | |
| DARTS-TSPrediction Horizon (H)=12, Publication Year=20252025.11 | 0.066 | 0.171 | |
| iTransformerPrediction Horizon (H)=12, Publication Year=20242025.11 | 0.069 | 0.175 | |
| MSTN-BiLSTMPrediction Horizon (H)=962025.11 | 0.072 | 0.185 | |
| TSMixerPrediction Horizon (H)=12, Publication Year=20232025.11 | 0.075 | 0.187 | |
| PatchTSTPrediction Horizon (H)=12, Publication Year=20232025.11 | 0.079 | 0.187 | |
| QDFForecasting Horizon (T)=242025.10 | 0.08 | 0.189 | |
| TimesNetPrediction Horizon (H)=12, Publication Year=20232025.11 | 0.085 | 0.192 | |
| QDFForecasting Horizon (T)=Avg2025.10 | 0.089 | 0.197 | |
| vLinearInput Length=96, Prediction Length=12, 24, 48, 96 (Avg)2026.01 | 0.093 | 0.197 | |
| OLinear2026.01 | 0.095 | 0.199 | |
| QDFForecasting Horizon (T)=362025.10 | 0.098 | 0.208 | |
| MICNForecasting Horizon (T)=Avg2025.10 | 0.106 | 0.223 | |
| Leddam2026.01 | 0.107 | 0.21 | |
| QDFForecasting Horizon (T)=482025.10 | 0.112 | 0.223 | |
| ModernTCNPrediction Horizon (H)=12, Publication Year=20242025.11 | 0.112 | 0.221 | |
| iTransformer2026.01 | 0.113 | 0.221 | |
| TQNetForecasting Horizon (T)=Avg2025.10 | 0.119 | 0.217 | |
| iTransformerForecasting Horizon (T)=Avg2025.10 | 0.122 | 0.233 | |
| TimesNetForecasting Horizon (T)=Avg2025.10 | 0.126 | 0.23 | |
| DARTS-TSPrediction Horizon (H)=Avg, Publication Year=20252025.11 | 0.137 | 0.241 | |
| FredformerForecasting Horizon (T)=Avg2025.10 | 0.146 | 0.26 | |
| FreTSForecasting Horizon (T)=Avg2025.10 | 0.149 | 0.261 | |
| TimesNetPrediction Horizon (H)=Avg, Publication Year=20232025.11 | 0.151 | 0.248 | |
| TSMixerPrediction Horizon (H)=Avg, Publication Year=20232025.11 | 0.162 | 0.281 | |
| PatchTSTForecasting Horizon (T)=Avg2025.10 | 0.17 | 0.282 | |
| PDFForecasting Horizon (T)=Avg2025.10 | 0.181 | 0.286 | |
| PatchTSTPrediction Horizon (H)=Avg, Publication Year=20232025.11 | 0.199 | 0.291 | |
| DLinearForecasting Horizon (T)=Avg2025.10 | 0.216 | 0.322 | |
| TiDEForecasting Horizon (T)=Avg2025.10 | 0.316 | 0.37 | |
| ModernTCNPrediction Horizon (H)=Avg, Publication Year=20242025.11 | 0.408 | 0.419 | |
| iTransformerPrediction Horizon (H)=Avg, Publication Year=20242025.11 | 0.458 | 0.408 |