Battery Degradation Trajectory Forecasting on Zn-ion battery dataset
4.97MAPE (%)BatteryMFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BatteryMFormer2026.05 | 4.97 | 4.721 | |
| IC2ML2026.05 | 5.46 | 5.355 | |
| TimeBridge2026.05 | 5.563 | 5.408 | |
| CPTransformer2026.05 | 5.811 | 5.649 | |
| iTransformer2026.05 | 5.938 | 5.743 | |
| PatchTST2026.05 | 5.969 | 5.773 | |
| PatchMLP2026.05 | 6.14 | 5.835 | |
| TimeMixer++2026.05 | 6.749 | 6.593 | |
| CPMLP2026.05 | 6.841 | 6.733 | |
| DLinear2026.05 | 7.288 | 7.029 | |
| ConvTimeNet2026.05 | 7.81 | 7.628 | |
| TimesFM2026.05 | 14.332 | 13.258 |