Multivariate Time Series Forecasting on PEMS08 In-Distribution (MAE, MSE)
0.186Mean Absolute Error (MAE)VLBM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| VLBM2026.06 | 0.186 | 0.104 | |
| DUET2026.06 | 0.214 | 0.12 | |
| iTransformer2026.06 | 0.226 | 0.15 | |
| FilterTS2026.06 | 0.252 | 0.185 | |
| MegaCRN2026.06 | 0.254 | 0.206 | |
| TimePro2026.06 | 0.262 | 0.196 | |
| ModernTCN2026.06 | 0.267 | 0.179 | |
| TimeMixer++2026.06 | 0.27 | 0.185 | |
| Memformer2026.06 | 0.273 | 0.176 | |
| STONE2026.06 | 0.281 | 0.209 | |
| TimeLLM2026.06 | 0.306 | 0.247 | |
| TimeKAN2026.06 | 0.323 | 0.261 | |
| DLinear2026.06 | 0.416 | 0.379 |