Time-series forecasting on Pems-bay
0.938R2iTransformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| iTransformerSNN=false, Horizon=32026.01 | 0.938 | 0.269 | |
| iSpikformerSNN=true, Horizon=32026.01 | 0.935 | 0.276 | |
| MambaSNN=false, Horizon=32026.01 | 0.922 | 0.303 | |
| SpikySpaceSNN=true, Horizon=32026.01 | 0.921 | 0.304 | |
| iTransformerSNN=false, Horizon=62026.01 | 0.888 | 0.362 | |
| iSpikformerSNN=true, Horizon=62026.01 | 0.884 | 0.369 | |
| MambaSNN=false, Horizon=62026.01 | 0.875 | 0.383 | |
| SpikeSTAGSNN=true, Horizon=32026.01 | 0.874 | 0.384 | |
| SpikySpaceSNN=true, Horizon=62026.01 | 0.866 | 0.395 | |
| SpikeTCNSNN=true, Horizon=32026.01 | 0.862 | 0.401 | |
| SpikeSTAGSNN=true, Horizon=62026.01 | 0.835 | 0.439 | |
| SpikeTCNSNN=true, Horizon=62026.01 | 0.829 | 0.448 | |
| iTransformerSNN=false, Horizon=122026.01 | 0.797 | 0.488 | |
| iSpikformerSNN=true, Horizon=122026.01 | 0.787 | 0.499 | |
| SpikeSTAGSNN=true, Horizon=122026.01 | 0.787 | 0.537 | |
| GRUSNN=false, Horizon=32026.01 | 0.783 | 0.479 | |
| SpikeTCNSNN=true, Horizon=122026.01 | 0.782 | 0.504 | |
| MambaSNN=false, Horizon=122026.01 | 0.778 | 0.509 | |
| GRUSNN=false, Horizon=62026.01 | 0.769 | 0.504 | |
| SpikeRNNSNN=true, Horizon=32026.01 | 0.763 | 0.527 | |
| SpikySpaceSNN=true, Horizon=122026.01 | 0.761 | 0.528 | |
| SpikeRNNSNN=true, Horizon=62026.01 | 0.721 | 0.571 | |
| SpikeRNNSNN=true, Horizon=122026.01 | 0.71 | 0.582 | |
| GRUSNN=false, Horizon=122026.01 | 0.696 | 0.638 | |
| GRUSNN=false, Horizon=242026.01 | 0.696 | 0.638 | |
| SpikeRNNSNN=true, Horizon=242026.01 | 0.693 | 0.599 | |
| SpikeTCNSNN=true, Horizon=242026.01 | 0.681 | 0.582 | |
| iTransformerSNN=false, Horizon=242026.01 | 0.629 | 0.659 | |
| SpikeSTAGSNN=true, Horizon=242026.01 | 0.626 | 0.661 | |
| iSpikformerSNN=true, Horizon=242026.01 | 0.622 | 0.665 | |
| MambaSNN=false, Horizon=242026.01 | 0.606 | 0.679 | |
| SpikySpaceSNN=true, Horizon=242026.01 | 0.605 | 0.679 |