Battery Degradation Trajectory Forecasting on Na-ion battery dataset
1.002MAPE (%)BatteryMFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BatteryMFormer2026.05 | 1.002 | 0.83 | |
| TimeBridge2026.05 | 1.217 | 1.008 | |
| CPMLP2026.05 | 1.267 | 1.05 | |
| TimeMixer++2026.05 | 1.303 | 1.082 | |
| IC2ML2026.05 | 1.348 | 1.114 | |
| PatchMLP2026.05 | 1.35 | 1.12 | |
| ConvTimeNet2026.05 | 1.491 | 1.233 | |
| CPTransformer2026.05 | 1.511 | 1.254 | |
| DLinear2026.05 | 1.607 | 1.331 | |
| PatchTST2026.05 | 1.783 | 1.484 | |
| iTransformer2026.05 | 1.884 | 1.564 | |
| TimesFM2026.05 | 2.717 | 2.247 |