Time-series forecasting on Solar (R2, RRSE)
0.974R2iTransformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| iTransformerSNN=false, Horizon=32026.01 | 0.974 | 0.562 | |
| MambaSNN=false, Horizon=32026.01 | 0.973 | 0.168 | |
| SpikeSTAGSNN=true, Horizon=32026.01 | 0.973 | 0.246 | |
| iSpikformerSNN=true, Horizon=32026.01 | 0.972 | 0.217 | |
| SpikySpaceSNN=true, Horizon=32026.01 | 0.971 | 0.176 | |
| iTransformerSNN=false, Horizon=62026.01 | 0.964 | 0.584 | |
| GRUSNN=false, Horizon=32026.01 | 0.962 | 0.508 | |
| iSpikformerSNN=true, Horizon=62026.01 | 0.955 | 0.218 | |
| MambaSNN=false, Horizon=62026.01 | 0.954 | 0.22 | |
| SpikySpaceSNN=true, Horizon=62026.01 | 0.953 | 0.223 | |
| GRUSNN=false, Horizon=62026.01 | 0.95 | 0.548 | |
| SpikeSTAGSNN=true, Horizon=62026.01 | 0.95 | 0.272 | |
| SpikeTCNSNN=true, Horizon=32026.01 | 0.946 | 0.205 | |
| SpikeTCNSNN=true, Horizon=62026.01 | 0.937 | 0.252 | |
| SpikeRNNSNN=true, Horizon=32026.01 | 0.933 | 0.246 | |
| SpikeSTAGSNN=true, Horizon=122026.01 | 0.926 | 0.315 | |
| SpikeRNNSNN=true, Horizon=62026.01 | 0.923 | 0.278 | |
| iTransformerSNN=false, Horizon=122026.01 | 0.918 | 0.575 | |
| iSpikformerSNN=true, Horizon=122026.01 | 0.918 | 0.295 | |
| MambaSNN=false, Horizon=122026.01 | 0.915 | 0.3 | |
| SpikySpaceSNN=true, Horizon=122026.01 | 0.914 | 0.301 | |
| GRUSNN=false, Horizon=122026.01 | 0.907 | 0.569 | |
| SpikeRNNSNN=true, Horizon=122026.01 | 0.903 | 0.343 | |
| SpikeTCNSNN=true, Horizon=122026.01 | 0.893 | 0.409 | |
| iTransformerSNN=false, Horizon=242026.01 | 0.879 | 0.541 | |
| SpikeSTAGSNN=true, Horizon=242026.01 | 0.879 | 0.39 | |
| GRUSNN=false, Horizon=242026.01 | 0.875 | 0.572 | |
| iSpikformerSNN=true, Horizon=242026.01 | 0.869 | 0.372 | |
| SpikeTCNSNN=true, Horizon=242026.01 | 0.84 | 0.541 | |
| SpikySpaceSNN=true, Horizon=242026.01 | 0.825 | 0.43 | |
| MambaSNN=false, Horizon=242026.01 | 0.824 | 0.43 | |
| SpikeRNNSNN=true, Horizon=242026.01 | 0.82 | 0.425 |