Load Forecasting on GEFCom
0.034MAPEMulti-APLF
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Multi-APLFEntity=22025.12 | 0.034 | 0.05 | — | — | |
| APLFEntity=22025.12 | 0.0363 | 0.06 | — | — | |
| Multi-APLFEntity=42025.12 | 0.0419 | 0.07 | — | — | |
| Multi-APLFEntity=32025.12 | 0.0449 | 0.17 | — | — | |
| MTGPEntity=22025.12 | 0.0452 | 0.07 | — | — | |
| Multi-APLFEntity=Average2025.12 | 0.0461 | 0.11 | — | — | |
| APLFEntity=42025.12 | 0.0462 | 0.08 | — | — | |
| Multi-APLFEntity=82025.12 | 0.047 | 0.12 | — | — | |
| Multi-APLFEntity=52025.12 | 0.0476 | 0.06 | — | — | |
| N-HITSEntity=22025.12 | 0.0477 | 0.07 | — | — | |
| Multi-APLFEntity=72025.12 | 0.0484 | 0.03 | — | — | |
| APLFEntity=Average2025.12 | 0.0508 | 0.12 | — | — | |
| APLFEntity=32025.12 | 0.0509 | 0.19 | — | — | |
| APLFEntity=72025.12 | 0.0511 | 0.04 | — | — | |
| Multi-APLFEntity=62025.12 | 0.0521 | 0.12 | — | — | |
| VAREntity=22025.12 | 0.0528 | 0.09 | — | — | |
| APLFEntity=52025.12 | 0.0529 | 0.06 | — | — | |
| Multi-APLFEntity=12025.12 | 0.0532 | 0.25 | — | — | |
| APLFEntity=82025.12 | 0.0532 | 0.13 | — | — | |
| MTGPEntity=72025.12 | 0.0563 | 0.04 | — | — | |
| APLFEntity=12025.12 | 0.0567 | 0.26 | — | — | |
| APLFEntity=62025.12 | 0.0587 | 0.13 | — | — | |
| MTGPEntity=42025.12 | 0.0595 | 0.11 | — | — | |
| MTGPEntity=52025.12 | 0.0596 | 0.07 | — | — | |
| N-HITSEntity=72025.12 | 0.0605 | 0.04 | — | — | |
| MTGPEntity=32025.12 | 0.0615 | 0.24 | — | — | |
| N-HITSEntity=82025.12 | 0.0629 | 0.16 | — | — | |
| MTGPEntity=62025.12 | 0.0634 | 0.14 | — | — | |
| MTGPEntity=Average2025.12 | 0.0638 | 0.15 | — | — | |
| VAREntity=42025.12 | 0.0645 | 0.11 | — | — | |
| VAREntity=72025.12 | 0.0648 | 0.05 | — | — | |
| N-HITSEntity=Average2025.12 | 0.0648 | 0.15 | — | — | |
| N-HITSEntity=42025.12 | 0.0652 | 0.11 | — | — | |
| VAREntity=52025.12 | 0.0665 | 0.08 | — | — | |
| VAREntity=Average2025.12 | 0.067 | 0.17 | — | — | |
| N-HITSEntity=32025.12 | 0.0672 | 0.25 | — | — | |
| MTGPEntity=82025.12 | 0.0678 | 0.16 | — | — | |
| MTGPEntity=12025.12 | 0.0682 | 0.3 | — | — | |
| N-HITSEntity=52025.12 | 0.0683 | 0.08 | — | — | |
| MLREntity=22025.12 | 0.0687 | 0.13 | — | — | |
| VAREntity=32025.12 | 0.0697 | 0.26 | — | — | |
| VAREntity=12025.12 | 0.0707 | 0.34 | — | — | |
| N-HITSEntity=62025.12 | 0.0716 | 0.16 | — | — | |
| VAREntity=82025.12 | 0.0718 | 0.19 | — | — | |
| VAREntity=62025.12 | 0.0722 | 0.16 | — | — | |
| N-HITSEntity=12025.12 | 0.0752 | 0.35 | — | — | |
| MLREntity=72025.12 | 0.0866 | 0.07 | — | — | |
| MLREntity=32025.12 | 0.0892 | 0.4 | — | — | |
| MLREntity=82025.12 | 0.0963 | 0.29 | — | — | |
| MLREntity=42025.12 | 0.0983 | 0.21 | — | — | |
| MLREntity=Average2025.12 | 0.0983 | 0.28 | — | — | |
| MLREntity=52025.12 | 0.1099 | 0.16 | — | — | |
| MLREntity=12025.12 | 0.1101 | 0.62 | — | — | |
| MLREntity=62025.12 | 0.1275 | 0.35 | — | — | |
| FreeGNN2026.03 | 6.842 | 7.123 | 5.237 | 7.018 | |
| STGCN2026.03 | 6.912 | 6.982 | 5.301 | 7.104 | |
| TGN2026.03 | 6.978 | 7.35 | 5.362 | 7.214 | |
| EvolveGCN2026.03 | 7.023 | 7.3 | 5.417 | 7.291 | |
| DER++2026.03 | 7.112 | 7.45 | 5.548 | 7.394 | |
| GEM2026.03 | 7.204 | 7.541 | 5.612 | 7.482 | |
| EWC2026.03 | 7.312 | 7.632 | 5.694 | 7.598 | |
| SFDA2026.03 | 7.498 | 7.842 | 5.812 | 7.784 | |
| SHOT2026.03 | 7.562 | 7.924 | 5.873 | 7.856 | |
| GraphSAGE2026.03 | 7.812 | 8.031 | 5.987 | 8.087 | |
| GAT2026.03 | 8.021 | 8.247 | 6.118 | 8.295 | |
| AdaBN2026.03 | 8.142 | 8.318 | 6.203 | 8.417 | |
| GCN2026.03 | 8.341 | 8.512 | 6.432 | 8.604 |