Time-series Forecasting on Metr-la (R2/RSE Evaluation)
89.5Avg R2SpikySpace
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| SpikySpaceSNN=true, Horizon=32026.01 | 89.5 | — | — | — | — | — | — | — | — | 34.2 | |
| MambaSNN=false, Horizon=32026.01 | 89.1 | — | — | — | — | — | — | — | — | 34.9 | |
| SpikeSTAGSNN=true, Horizon=32026.01 | 87.3 | — | — | — | — | — | — | — | — | 37.5 | |
| iTransformerSNN=false, Horizon=32026.01 | 86.4 | — | — | — | — | — | — | — | — | 34.4 | |
| iTransformerSNN=false, Horizon=62026.01 | 84.9 | — | — | — | — | — | — | — | — | 41 | |
| SpikySpaceSNN=true, Horizon=62026.01 | 84.7 | — | — | — | — | — | — | — | — | 41.3 | |
| SpikeTCNSNN=true, Horizon=32026.01 | 84.5 | — | — | — | — | — | — | — | — | 41.5 | |
| MambaSNN=false, Horizon=62026.01 | 84.2 | — | — | — | — | — | — | — | — | 41.9 | |
| SpikeSTAGSNN=true, Horizon=62026.01 | 82.2 | — | — | — | — | — | — | — | — | 43 | |
| iSpikformerSNN=true, Horizon=32026.01 | 80.5 | — | — | — | — | — | — | — | — | 46.6 | |
| GRUSNN=false, Horizon=32026.01 | 80.3 | — | — | — | — | — | — | — | — | 44.8 | |
| SpikeTCNSNN=true, Horizon=62026.01 | 79.9 | — | — | — | — | — | — | — | — | 47.3 | |
| SpikeRNNSNN=true, Horizon=32026.01 | 78.4 | — | — | — | — | — | — | — | — | 49 | |
| iSpikformerSNN=true, Horizon=62026.01 | 76.5 | — | — | — | — | — | — | — | — | 51.2 | |
| iTransformerSNN=false, Horizon=122026.01 | 76.3 | — | — | — | — | — | — | — | — | 51.4 | |
| GRUSNN=false, Horizon=62026.01 | 76.1 | — | — | — | — | — | — | — | — | 50.7 | |
| SpikySpaceSNN=true, Horizon=122026.01 | 76 | — | — | — | — | — | — | — | — | 51.7 | |
| MambaSNN=false, Horizon=122026.01 | 75.4 | — | — | — | — | — | — | — | — | 52.4 | |
| SpikeSTAGSNN=true, Horizon=122026.01 | 73.4 | — | — | — | — | — | — | — | — | 53.5 | |
| SpikeRNNSNN=true, Horizon=62026.01 | 73.1 | — | — | — | — | — | — | — | — | 54.7 | |
| iSpikformerSNN=true, Horizon=122026.01 | 72.3 | — | — | — | — | — | — | — | — | 55.5 | |
| SpikeTCNSNN=true, Horizon=122026.01 | 71.8 | — | — | — | — | — | — | — | — | 56 | |
| iSpikformer w/ DSNSpike=true, Param=1.79M2026.02 | 71.1 | 82.3 | 62.4 | 44 | 28.3 | 45 | 64.6 | 75.5 | 88.1 | — | |
| iTransformerSpike=false, Param=1.63M2026.02 | 71 | 82.9 | 62.3 | 43.9 | 28.5 | 43.6 | 64.8 | 78 | 87.8 | — | |
| iSpikformerSpike=true, Param=1.63M2026.02 | 70.9 | 81.7 | 61.8 | 44 | 27.9 | 47.5 | 66.8 | 75.2 | 90.5 | — | |
| Spikformer w/ DSNSpike=true, Param=2.68M2026.02 | 68.6 | 73.4 | 54.9 | 42.2 | 28.3 | 53.9 | 72 | 80.4 | 89.6 | — | |
| GRUSNN=false, Horizon=122026.01 | 68.2 | — | — | — | — | — | — | — | — | 58.5 | |
| TransformerSpike=false, Param=2.53M2026.02 | 67.9 | 72.7 | 55.4 | 41.3 | 28.4 | 55.1 | 70.4 | 80.8 | 89.5 | — | |
| SpikeRNNSNN=true, Horizon=122026.01 | 66.1 | — | — | — | — | — | — | — | — | 61.4 | |
| SpikformerSpike=true, Param=2.52M2026.02 | 65.9 | 71.3 | 52.7 | 39.9 | 26.7 | 56.5 | 72.5 | 81.8 | 90.3 | — | |
| GRUSNN=false, Horizon=242026.01 | 61.4 | — | — | — | — | — | — | — | — | 66.3 | |
| MambaSNN=false, Horizon=242026.01 | 61.2 | — | — | — | — | — | — | — | — | 65.8 | |
| SpikySpaceSNN=true, Horizon=242026.01 | 61 | — | — | — | — | — | — | — | — | 65.9 | |
| Spikformer w/ PSNSpike=true, Param=2.68M2026.02 | 60.3 | 71.6 | 51.8 | 40.1 | 26.8 | 56.2 | 73.1 | 81.5 | 90.1 | — | |
| SpikeTCNSNN=true, Horizon=242026.01 | 60.2 | — | — | — | — | — | — | — | — | 66.5 | |
| SpikeSTAGSNN=true, Horizon=242026.01 | 59 | — | — | — | — | — | — | — | — | 68.5 | |
| SpikeRNNSNN=true, Horizon=242026.01 | 55.7 | — | — | — | — | — | — | — | — | 70.2 | |
| iSpikformerSNN=true, Horizon=242026.01 | 54.9 | — | — | — | — | — | — | — | — | 70.9 | |
| iTransformerSNN=false, Horizon=242026.01 | 53.8 | — | — | — | — | — | — | — | — | 65.2 | |
| RNN (ANN)SNN=false, Spike=false, PE=false2024.05 | — | 84.4 | 60 | 44.2 | 30.7 | 41.4 | 66.8 | 78.1 | 89.7 | — | |
| SpikeRNN w/ CPG-PESNN=true, Spike=true, PE=true2024.05 | — | 84.4 | 62.1 | 43.8 | 30.6 | 41.6 | 64.5 | 78.2 | 87.8 | — | |
| SpikeRNN w/o-PESNN=true, Spike=true, PE=false2024.05 | — | 84.6 | 62.2 | 43.3 | 28.3 | 41.2 | 64.8 | 80.2 | 81.2 | — | |
| SpikeTCN w/ CPG-PESNN=true, Spike=true, PE=true2024.05 | — | 80.2 | 60.3 | 46.7 | 33.7 | 46.9 | 66.4 | 77 | 85.9 | — | |
| SpikeTCN w/o PESNN=true, Spike=true, PE=false2024.05 | — | 78.3 | 60.3 | 46.8 | 32.6 | 49.1 | 66.5 | 76.9 | 86.5 | — | |
| Spikformer w/ CPG-FullSNN=true, Spike=true, PE=true2024.05 | — | 71.9 | 53 | 41.7 | 28.6 | 56 | 71.9 | 80.7 | 89.3 | — | |
| Spikformer w/ CPG-PESNN=true, Spike=true, PE=true2024.05 | — | 72.6 | 52.6 | 41.9 | 28.7 | 55.3 | 72 | 80.6 | 89 | — | |
| Spikformer w/ Float-PESNN=true, Spike=true, PE=true2024.05 | — | 69.9 | 51.2 | 42.6 | 26.7 | 57.8 | 74.4 | 81 | 91.2 | — | |
| Spikformer w/ RPESNN=true, Spike=true, PE=true2024.05 | — | 71.3 | 52.7 | 42.5 | 31.9 | 56.5 | 72.5 | 82.8 | 74.4 | — | |
| Spikformer w/o PESNN=true, Spike=true, PE=false2024.05 | — | 69.7 | 49.1 | 38.3 | 24.2 | 58.1 | 75.3 | 82.8 | 91.7 | — | |
| TCN (ANN)SNN=false, Spike=false, PE=false2024.05 | — | 82 | 60.1 | 45.5 | 33 | 44.6 | 66.5 | 77.8 | 85.1 | — | |
| Transformer (ANN)SNN=false, Spike=false, PE=true2024.05 | — | 72.7 | 55.4 | 41.3 | 28.4 | 55.1 | 70.4 | 80.8 | 89.5 | — |