Time Series Forecasting on Solar (R2, MAE)
0.742R2FourierGNN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FourierGNNAvg. Rank (R2)=4.8, Avg. Rank (MAE)=3.12026.06 | 0.742 | 9.03 | |
| SpikF-GO w/ CPGAvg. Rank (R2)=2.4, Avg. Rank (MAE)=2.32026.06 | 0.742 | 9.03 | |
| SpikF-GOAvg. Rank (R2)=2.8, Avg. Rank (MAE)=3.82026.06 | 0.74 | 9.18 | |
| SpikFAvg. Rank (R2)=4.4, Avg. Rank (MAE)=4.32026.06 | 0.712 | 9.61 | |
| TS-TCNAvg. Rank (R2)=7.4, Avg. Rank (MAE)=8.82026.06 | 0.707 | 9.8 | |
| SpikeTCN w/ CPGAvg. Rank (R2)=6.4, Avg. Rank (MAE)=6.92026.06 | 0.706 | 9.84 | |
| Spikformer w/ CPGAvg. Rank (R2)=6.5, Avg. Rank (MAE)=6.22026.06 | 0.699 | 10.03 | |
| SpikeRNN w/ CPGAvg. Rank (R2)=8.3, Avg. Rank (MAE)=8.82026.06 | 0.68 | 10.37 | |
| TS-FormerAvg. Rank (R2)=7.9, Avg. Rank (MAE)=7.62026.06 | 0.679 | 10.5 | |
| iSpikformerAvg. Rank (R2)=7.7, Avg. Rank (MAE)=8.12026.06 | 0.593 | 12.27 | |
| TS-GRUAvg. Rank (R2)=8.9, Avg. Rank (MAE)=7.62026.06 | 0.59 | 12.13 | |
| Spike-GRUAvg. Rank (R2)=10.5, Avg. Rank (MAE)=10.72026.06 | 0.487 | 14.34 |