SST forecasting on OISST
0.373RMSEOptFormer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| OptFormerSampling interval (delta t)=52025.12 | 0.373 | 0.0117 | |
| OptFormerSampling interval (delta t)=12025.12 | 0.446 | 0.014 | |
| LSTMSampling interval (delta t)=12025.12 | 0.467 | 0.0148 | |
| AutoFormerSampling interval (delta t)=12025.12 | 0.547 | 0.0174 | |
| TCNSampling interval (delta t)=12025.12 | 0.682 | 0.0224 | |
| OptFormerSampling interval (delta t)=32025.12 | 0.868 | 0.0297 | |
| AutoFormerSampling interval (delta t)=52025.12 | 0.977 | 0.0344 | |
| InformerSampling interval (delta t)=32025.12 | 0.988 | 0.0333 | |
| AutoFormerSampling interval (delta t)=32025.12 | 1.055 | 0.0374 | |
| LSTMSampling interval (delta t)=52025.12 | 1.096 | 0.039 | |
| TCNSampling interval (delta t)=52025.12 | 1.135 | 0.0395 | |
| LSTMSampling interval (delta t)=32025.12 | 1.144 | 0.041 | |
| InformerSampling interval (delta t)=52025.12 | 1.156 | 0.0404 | |
| InformerSampling interval (delta t)=12025.12 | 1.597 | 0.0568 | |
| TCNSampling interval (delta t)=32025.12 | 1.822 | 0.0657 | |
| N-BEATSSampling interval (delta t)=52025.12 | 2.038 | 0.0725 | |
| N-BEATSSampling interval (delta t)=12025.12 | 3.067 | 0.1106 | |
| N-BEATSSampling interval (delta t)=32025.12 | 3.451 | 0.1245 |