Thickening Dewatering on Thickening Hidden shift
18.15MAE (x 10^3)Mamba + ROAM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Mamba + ROAMBackbone=Mamba, Setting=+ROAM, Inference Time (ms/step)=8.7362026.07 | 18.15 | 34.891 | 0.3866 | |
| LSTM + ROAMBackbone=LSTM, Setting=+ROAM, Inference Time (ms/step)=0.5892026.07 | 18.282 | 35.021 | 0.382 | |
| Transformer + ROAMBackbone=Transformer, Setting=+ROAM, Inference Time (ms/step)=1.1862026.07 | 18.298 | 35.115 | 0.3787 | |
| GRU + ROAMBackbone=GRU, Setting=+ROAM, Inference Time (ms/step)=1.5382026.07 | 18.329 | 35.154 | 0.3773 | |
| XGBoost + ROAMBackbone=XGBoost, Setting=+ROAM, Inference Time (ms/step)=0.2702026.07 | 18.888 | 36.12 | 0.3426 | |
| Informer + ROAMBackbone=Informer, Setting=+ROAM, Inference Time (ms/step)=7.8582026.07 | 19.382 | 36.079 | 0.3441 | |
| SVR + ROAMBackbone=SVR, Setting=+ROAM, Inference Time (ms/step)=0.1512026.07 | 19.684 | 37.019 | 0.3095 | |
| MambaBackbone=Mamba, Setting=Base, Inference Time (ms/step)=8.7162026.07 | 22.842 | 40.303 | 0.1815 | |
| GRUBackbone=GRU, Setting=Base, Inference Time (ms/step)=1.5322026.07 | 22.957 | 40.391 | 0.178 | |
| TransformerBackbone=Transformer, Setting=Base, Inference Time (ms/step)=1.1702026.07 | 22.977 | 40.424 | 0.1766 | |
| LSTMBackbone=LSTM, Setting=Base, Inference Time (ms/step)=0.5842026.07 | 23.014 | 40.443 | 0.1758 | |
| XGBoostBackbone=XGBoost, Setting=Base, Inference Time (ms/step)=0.2552026.07 | 23.128 | 40.63 | 0.1682 | |
| SVRBackbone=SVR, Setting=Base, Inference Time (ms/step)=0.1442026.07 | 24.219 | 41.572 | 0.1292 | |
| InformerBackbone=Informer, Setting=Base, Inference Time (ms/step)=7.8452026.07 | 24.398 | 41.484 | 0.1329 |