Time-series forecasting on Solar
0.964R2 (6h)iTransformer
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| iTransformerSpike=false, Param=1.63M2026.02 | 0.964 | 0.879 | 0.799 | 0.738 | 0.191 | 0.348 | 0.448 | 0.563 | 0.71 | |
| iSpikformer w/ DSNSpike=true, Param=1.79M2026.02 | 0.964 | 0.879 | 0.798 | 0.736 | 0.199 | 0.35 | 0.45 | 0.526 | 0.711 | |
| iSpikformerSpike=true, Param=1.63M2026.02 | 0.961 | 0.876 | 0.795 | 0.738 | 0.204 | 0.333 | 0.465 | 0.521 | 0.709 | |
| RNN (ANN)SNN=false, Spike=false, PE=false2024.05 | 0.959 | 0.83 | 0.81 | 0.718 | 0.208 | 0.413 | 0.438 | 0.549 | — | |
| TCN (ANN)SNN=false, Spike=false, PE=false2024.05 | 0.958 | 0.871 | 0.737 | 0.661 | 0.21 | 0.359 | 0.513 | 0.583 | — | |
| Spikformer w/ DSNSpike=true, Param=2.68M2026.02 | 0.956 | 0.86 | 0.765 | 0.736 | 0.219 | 0.373 | 0.481 | 0.572 | 0.686 | |
| TransformerSpike=false, Param=2.53M2026.02 | 0.953 | 0.858 | 0.759 | 0.718 | 0.223 | 0.377 | 0.504 | 0.545 | 0.679 | |
| SpikeTCN w/ CPG-PESNN=true, Spike=true, PE=true2024.05 | 0.951 | 0.861 | 0.729 | 0.651 | 0.222 | 0.373 | 0.521 | 0.606 | — | |
| SpikeTCN w/o PESNN=true, Spike=true, PE=false2024.05 | 0.937 | 0.84 | 0.708 | 0.65 | 0.259 | 0.401 | 0.541 | 0.596 | — | |
| Spikformer w/ Float-PESNN=true, Spike=true, PE=true2024.05 | 0.937 | 0.833 | 0.757 | 0.707 | 0.255 | 0.42 | 0.506 | 0.555 | — | |
| Spikformer w/ CPG-PESNN=true, Spike=true, PE=true2024.05 | 0.937 | 0.833 | 0.757 | 0.709 | 0.257 | 0.418 | 0.512 | 0.563 | — | |
| Spikformer w/ CPG-FullSNN=true, Spike=true, PE=true2024.05 | 0.936 | 0.835 | 0.757 | 0.709 | 0.26 | 0.417 | 0.508 | 0.548 | — | |
| SpikeRNN w/ CPG-PESNN=true, Spike=true, PE=true2024.05 | 0.934 | 0.833 | 0.811 | 0.724 | 0.264 | 0.419 | 0.435 | 0.544 | — | |
| Spikformer w/ RPESNN=true, Spike=true, PE=true2024.05 | 0.934 | 0.834 | 0.752 | 0.674 | 0.26 | 0.421 | 0.512 | 0.582 | — | |
| Spikformer w/o PESNN=true, Spike=true, PE=false2024.05 | 0.929 | 0.828 | 0.744 | 0.666 | 0.272 | 0.426 | 0.519 | 0.586 | — | |
| SpikformerSpike=true, Param=2.52M2026.02 | 0.929 | 0.828 | 0.744 | 0.674 | 0.272 | 0.426 | 0.519 | 0.586 | 0.659 | |
| SpikeRNN w/o-PESNN=true, Spike=true, PE=false2024.05 | 0.923 | 0.82 | 0.812 | 0.714 | 0.278 | 0.425 | 0.435 | 0.544 | — | |
| Transformer (ANN)SNN=false, Spike=false, PE=true2024.05 | 0.903 | 0.819 | 0.715 | 0.656 | 0.319 | 0.425 | 0.512 | 0.627 | — | |
| Spikformer w/ PSNSpike=true, Param=2.68M2026.02 | 0.861 | 0.759 | 0.554 | 0.439 | 0.383 | 0.504 | 0.685 | 0.749 | 0.603 |