Long-term prediction on INO-SST
0.2322MSEAdaMamba
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AdaMambaInput length=360, Prediction length=302026.04 | 0.2322 | 0.351 | |
| TimeMachineInput length=360, Prediction length=302026.04 | 0.2356 | 0.3514 | |
| iTransformerInput length=360, Prediction length=302026.04 | 0.2477 | 0.3618 | |
| STDMambaInput length=360, Prediction length=302026.04 | 0.2604 | 0.3757 | |
| AffirmInput length=360, Prediction length=302026.04 | 0.2637 | 0.3775 | |
| FreTSInput length=360, Prediction length=302026.04 | 0.2704 | 0.3834 | |
| PatchTSTInput length=360, Prediction length=302026.04 | 0.2832 | 0.3935 | |
| S_MambaInput length=360, Prediction length=302026.04 | 0.2834 | 0.3964 | |
| ModernTCNInput length=360, Prediction length=302026.04 | 0.3321 | 0.431 | |
| S_MambaInput length=360, Prediction length=602026.04 | 0.3326 | 0.442 | |
| TimeMachineInput length=360, Prediction length=602026.04 | 0.3454 | 0.4306 | |
| AdaMambaInput length=360, Prediction length=602026.04 | 0.3521 | 0.4401 | |
| STDMambaInput length=360, Prediction length=602026.04 | 0.3597 | 0.4428 | |
| iTransformerInput length=360, Prediction length=602026.04 | 0.3616 | 0.4403 | |
| FreTSInput length=360, Prediction length=602026.04 | 0.3735 | 0.4505 | |
| S_MambaInput length=360, Prediction length=902026.04 | 0.3789 | 0.474 | |
| ModernTCNInput length=360, Prediction length=602026.04 | 0.3922 | 0.4689 | |
| AffirmInput length=360, Prediction length=602026.04 | 0.3977 | 0.4688 | |
| PatchTSTInput length=360, Prediction length=602026.04 | 0.4008 | 0.4701 | |
| AdaMambaInput length=360, Prediction length=902026.04 | 0.4152 | 0.4806 | |
| TimeMachineInput length=360, Prediction length=902026.04 | 0.4196 | 0.4779 | |
| ModernTCNInput length=360, Prediction length=902026.04 | 0.4243 | 0.4885 | |
| iTransformerInput length=360, Prediction length=902026.04 | 0.432 | 0.4857 | |
| S_MambaInput length=360, Prediction length=1802026.04 | 0.4333 | 0.5115 | |
| STDMambaInput length=360, Prediction length=902026.04 | 0.4345 | 0.4913 | |
| AdaMambaInput length=360, Prediction length=Avg2026.04 | 0.4345 | 0.4914 | |
| FreTSInput length=360, Prediction length=902026.04 | 0.4483 | 0.4993 | |
| S_MambaInput length=360, Prediction length=Avg2026.04 | 0.449 | 0.5071 | |
| TimeMachineInput length=360, Prediction length=Avg2026.04 | 0.4523 | 0.4956 | |
| iTransformerInput length=360, Prediction length=Avg2026.04 | 0.4556 | 0.4988 | |
| STDMambaInput length=360, Prediction length=Avg2026.04 | 0.4609 | 0.5066 | |
| ModernTCNInput length=360, Prediction length=Avg2026.04 | 0.4615 | 0.5117 | |
| FreTSInput length=360, Prediction length=Avg2026.04 | 0.4618 | 0.5083 | |
| AffirmInput length=360, Prediction length=902026.04 | 0.4692 | 0.5114 | |
| PatchTSTInput length=360, Prediction length=902026.04 | 0.4745 | 0.514 | |
| AffirmInput length=360, Prediction length=Avg2026.04 | 0.4824 | 0.5174 | |
| PatchTSTInput length=360, Prediction length=Avg2026.04 | 0.4915 | 0.5232 | |
| ModernTCNInput length=360, Prediction length=1802026.04 | 0.5012 | 0.5357 | |
| AdaMambaInput length=360, Prediction length=1802026.04 | 0.5059 | 0.5394 | |
| FreTSInput length=360, Prediction length=1802026.04 | 0.5307 | 0.5535 | |
| iTransformerInput length=360, Prediction length=1802026.04 | 0.5326 | 0.5476 | |
| TimeMachineInput length=360, Prediction length=1802026.04 | 0.5347 | 0.5478 | |
| STDMambaInput length=360, Prediction length=1802026.04 | 0.536 | 0.5547 | |
| AdaMambaInput length=360, Prediction length=2702026.04 | 0.5459 | 0.5647 | |
| ModernTCNInput length=360, Prediction length=2702026.04 | 0.5489 | 0.5658 | |
| AdaMambaInput length=360, Prediction length=3602026.04 | 0.5558 | 0.5752 | |
| AffirmInput length=360, Prediction length=1802026.04 | 0.5607 | 0.5652 | |
| FreTSInput length=360, Prediction length=2702026.04 | 0.5675 | 0.5772 | |
| PatchTSTInput length=360, Prediction length=1802026.04 | 0.5678 | 0.5695 | |
| ModernTCNInput length=360, Prediction length=3602026.04 | 0.5703 | 0.5802 | |
| iTransformerInput length=360, Prediction length=2702026.04 | 0.5777 | 0.5759 | |
| FreTSInput length=360, Prediction length=3602026.04 | 0.5804 | 0.5858 | |
| iTransformerInput length=360, Prediction length=3602026.04 | 0.5819 | 0.5814 | |
| STDMambaInput length=360, Prediction length=2702026.04 | 0.5838 | 0.5841 | |
| TimeMachineInput length=360, Prediction length=2702026.04 | 0.589 | 0.5811 | |
| TimeMachineInput length=360, Prediction length=3602026.04 | 0.5897 | 0.5848 | |
| STDMambaInput length=360, Prediction length=3602026.04 | 0.5909 | 0.5908 | |
| AffirmInput length=360, Prediction length=2702026.04 | 0.6006 | 0.5889 | |
| AffirmInput length=360, Prediction length=3602026.04 | 0.6024 | 0.5927 | |
| PatchTSTInput length=360, Prediction length=2702026.04 | 0.6093 | 0.5937 | |
| PatchTSTInput length=360, Prediction length=3602026.04 | 0.6134 | 0.5985 | |
| S_MambaInput length=360, Prediction length=2702026.04 | 0.6308 | 0.6083 | |
| S_MambaInput length=360, Prediction length=3602026.04 | 0.6347 | 0.6123 |