Time Series Forecasting on M5
0.0688MSEWaveMoE
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| WaveMoEContext length=512, Prediction horizon=962026.04 | 0.0688 | 0.015 | |
| Li-NetPrediction Length=962026.03 | 0.2014 | 0.2051 | |
| TFTPrediction Length=3362026.03 | 0.2164 | 0.1051 | |
| TFTPrediction Length=7202026.03 | 0.2364 | 0.1441 | |
| Li-NetPrediction Length=1922026.03 | 0.2464 | 0.2309 | |
| TFTPrediction Length=1922026.03 | 0.2589 | 0.236 | |
| TFTPrediction Length=962026.03 | 0.2639 | 0.2244 | |
| TimeMixerPrediction Length=962026.03 | 0.3224 | 0.2085 | |
| Li-NetPrediction Length=3362026.03 | 0.326 | 0.2976 | |
| PatchTSTPrediction Length=962026.03 | 0.357 | 0.2323 | |
| Li-NetPrediction Length=7202026.03 | 0.3695 | 0.3399 | |
| TimeMixerPrediction Length=1922026.03 | 0.4213 | 0.2321 | |
| iTransformerPrediction Length=962026.03 | 0.4258 | 0.298 | |
| DiPE-LinearPrediction Length=242024.11 | 0.49 | 0.497 | |
| PatchTSTPrediction Length=1922026.03 | 0.494 | 0.3071 | |
| NlinearPrediction Length=242024.11 | 0.498 | 0.502 | |
| FITSPrediction Length=242024.11 | 0.499 | 0.502 | |
| RLinearPrediction Length=242024.11 | 0.5 | 0.503 | |
| DLinearPrediction Length=242024.11 | 0.503 | 0.505 | |
| DiPE-LinearPrediction Length=362024.11 | 0.515 | 0.511 | |
| NlinearPrediction Length=362024.11 | 0.522 | 0.515 | |
| FITSPrediction Length=362024.11 | 0.523 | 0.529 | |
| RLinearPrediction Length=362024.11 | 0.524 | 0.517 | |
| TimeMixerPrediction Length=3362026.03 | 0.529 | 0.2996 | |
| DLinearPrediction Length=362024.11 | 0.533 | 0.521 | |
| DiPE-LinearPrediction Length=482024.11 | 0.542 | 0.525 | |
| iTransformerPrediction Length=1922026.03 | 0.5451 | 0.357 | |
| NlinearPrediction Length=482024.11 | 0.549 | 0.529 | |
| FITSPrediction Length=482024.11 | 0.55 | 0.53 | |
| RLinearPrediction Length=482024.11 | 0.552 | 0.531 | |
| PatchTSTPrediction Length=3362026.03 | 0.562 | 0.3331 | |
| DLinearPrediction Length=482024.11 | 0.563 | 0.537 | |
| DiPE-LinearPrediction Length=602024.11 | 0.565 | 0.538 | |
| NlinearPrediction Length=602024.11 | 0.57 | 0.541 | |
| FITSPrediction Length=602024.11 | 0.572 | 0.542 | |
| RLinearPrediction Length=602024.11 | 0.575 | 0.543 | |
| DLinearPrediction Length=602024.11 | 0.581 | 0.547 | |
| TimeMixerPrediction Length=7202026.03 | 0.5902 | 0.354 | |
| iTransformerPrediction Length=3362026.03 | 0.6346 | 0.404 | |
| PatchTSTPrediction Length=7202026.03 | 0.642 | 0.3827 | |
| iTransformerPrediction Length=7202026.03 | 0.6925 | 0.429 | |
| Time-MoEContext length=512, Prediction horizon=962026.04 | 0.8408 | 0.4251 | |
| SundialContext length=512, Prediction horizon=962026.04 | 0.9121 | 0.3717 | |
| ChronosContext length=512, Prediction horizon=962026.04 | 1.0564 | 0.3751 | |
| TCNPrediction Length=962026.03 | 1.095 | 0.3309 | |
| TimerContext length=512, Prediction horizon=962026.04 | 1.2633 | 0.6218 | |
| TCNPrediction Length=7202026.03 | 1.7902 | 0.6498 | |
| TCNPrediction Length=3362026.03 | 2.0633 | 0.5622 | |
| TCNPrediction Length=1922026.03 | 2.6692 | 0.4119 |