Early-session prediction of EV charging demand on ACN dataset
3.36MAEXGB
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| XGBTraining Paradigm=Centralized2026.05 | 3.36 | 4.84 | 1.1 | 1.5 | |
| TransformerTraining Paradigm=Centralized2026.05 | 3.55 | 5.35 | 1.64 | 2.33 | |
| MLPTraining Paradigm=Centralized2026.05 | 3.63 | 5.39 | 1.23 | 0.14 | |
| GRUTraining Paradigm=Centralized2026.05 | 3.64 | 5.36 | 1.25 | 0.05 | |
| TransformerTraining Paradigm=Federated2026.05 | 3.69 | 5.56 | 1.64 | 2.33 | |
| MLPTraining Paradigm=Federated2026.05 | 3.79 | 6.41 | 1.23 | 0.14 | |
| CNNTraining Paradigm=Centralized2026.05 | 3.83 | 5.52 | 1.25 | 0.05 | |
| GRUTraining Paradigm=Federated2026.05 | 3.99 | 5.71 | 1.25 | 0.05 | |
| XGBTraining Paradigm=Federated2026.05 | 4.13 | 6.17 | 1.1 | 1.5 | |
| CNNTraining Paradigm=Federated2026.05 | 4.14 | 6.56 | 1.25 | 0.05 | |
| LRTraining Paradigm=Centralized2026.05 | 4.33 | 5.86 | 0.78 | 0.01 | |
| LRTraining Paradigm=Federated2026.05 | 5.53 | 8.1 | 0.78 | 0.01 |