Time Series Forecasting on Electricity (ECL)
94.2R2SpikF-GO w/ CPG
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| SpikF-GO w/ CPGAvg. Rank (R2)=2.4, Avg. Rank (MAE)=2.32026.06 | 94.2 | 89.14 | |
| Spikformer w/ CPGAvg. Rank (R2)=6.5, Avg. Rank (MAE)=6.22026.06 | 93 | 84.65 | |
| SpikF-GOAvg. Rank (R2)=2.8, Avg. Rank (MAE)=3.82026.06 | 92.7 | 91.15 | |
| TS-FormerAvg. Rank (R2)=7.9, Avg. Rank (MAE)=7.62026.06 | 92.5 | 84.78 | |
| SpikeRNN w/ CPGAvg. Rank (R2)=8.3, Avg. Rank (MAE)=8.82026.06 | 91.6 | 96.45 | |
| FourierGNNAvg. Rank (R2)=4.8, Avg. Rank (MAE)=3.12026.06 | 91.2 | 97.13 | |
| SpikeTCN w/ CPGAvg. Rank (R2)=6.4, Avg. Rank (MAE)=6.92026.06 | 91 | 96.17 | |
| SpikFAvg. Rank (R2)=4.4, Avg. Rank (MAE)=4.32026.06 | 91 | 99.99 | |
| TS-GRUAvg. Rank (R2)=8.9, Avg. Rank (MAE)=7.62026.06 | 90.2 | 103.36 | |
| Spike-GRUAvg. Rank (R2)=10.5, Avg. Rank (MAE)=10.72026.06 | 89.8 | 107.09 | |
| TS-TCNAvg. Rank (R2)=7.4, Avg. Rank (MAE)=8.82026.06 | 89.3 | 104.51 | |
| iSpikformerAvg. Rank (R2)=7.7, Avg. Rank (MAE)=8.12026.06 | 82.9 | 139.73 |