Battery Degradation Trajectory Forecasting on Li-ion battery dataset
2.248MAPE (%)BatteryMFormer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| BatteryMFormer2026.05 | 2.248 | 0.0203 | |
| IC2ML2026.05 | 2.528 | 0.0228 | |
| CPTransformer2026.05 | 2.557 | 0.0233 | |
| CPMLP2026.05 | 2.615 | 0.0238 | |
| TimeMixer++2026.05 | 2.69 | 0.0245 | |
| PatchMLP2026.05 | 2.819 | 0.0256 | |
| iTransformer2026.05 | 2.986 | 0.0273 | |
| TimeBridge2026.05 | 3.037 | 0.0278 | |
| ConvTimeNet2026.05 | 3.472 | 0.0316 | |
| PatchTST2026.05 | 3.699 | 0.0339 | |
| DLinear2026.05 | 4.155 | 0.038 | |
| TimesFM2026.05 | 8.376 | 0.0741 |