Battery Degradation Trajectory Forecasting on CALB battery dataset
1.789MAPEBatteryMFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BatteryMFormer2026.05 | 1.789 | 0.0169 | |
| IC2ML2026.05 | 1.955 | 0.0189 | |
| TimeBridge2026.05 | 2.287 | 0.0214 | |
| PatchTST2026.05 | 3.096 | 0.0291 | |
| iTransformer2026.05 | 3.203 | 0.03 | |
| ConvTimeNet2026.05 | 3.255 | 0.0304 | |
| TimeMixer++2026.05 | 3.281 | 0.0308 | |
| CPTransformer2026.05 | 3.354 | 0.0314 | |
| CPMLP2026.05 | 3.371 | 0.0316 | |
| TimesFM2026.05 | 4.012 | 0.0374 | |
| DLinear2026.05 | 17.968 | 0.1643 | |
| PatchMLP2026.05 | 23.502 | 0.2189 |