Multivariable long-term time series forecasting on ECL v1 (test)
0.122MSEPMDformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| PMDformerPrediction horizon=96, Lookback window=720, Year=ours2026.06 | 0.122 | 0.214 | |
| ModernTCNPrediction horizon=96, Lookback window=720, Year=20242026.06 | 0.131 | 0.227 | |
| SOFTSPrediction horizon=96, Lookback window=720, Year=20242026.06 | 0.133 | 0.229 | |
| iTransformerPrediction horizon=96, Lookback window=720, Year=20242026.06 | 0.135 | 0.233 | |
| TimeBasePrediction horizon=96, Lookback window=720, Year=20252026.06 | 0.139 | 0.231 | |
| SparseTSFPrediction horizon=96, Lookback window=720, Year=20242026.06 | 0.139 | 0.239 | |
| PatchTSTPrediction horizon=96, Lookback window=720, Year=20232026.06 | 0.141 | 0.24 | |
| TimeMixerPrediction horizon=96, Lookback window=720, Year=20242026.06 | 0.142 | 0.247 | |
| TQNetPrediction horizon=96, Lookback window=720, Year=20252026.06 | 0.143 | 0.244 | |
| PMDformerPrediction horizon=Avg, Lookback window=720, Year=ours2026.06 | 0.148 | 0.241 | |
| ModernTCNPrediction horizon=Avg, Lookback window=720, Year=20242026.06 | 0.158 | 0.255 | |
| TQNetPrediction horizon=Avg, Lookback window=720, Year=20252026.06 | 0.164 | 0.261 |