Sequence Prediction on Ornstein-Uhlenbeck (OU) (test)
0.89MISEHGAN-SDEs
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HGAN-SDEsCategory=SDE-based Models2025.12 | 0.89 | 0.33 | 0.01 | 0.02 | |
| TransformerCategory=Attention-based Models2025.12 | 1.22 | 0.7 | 0.03 | 0.02 | |
| InformerCategory=Attention-based Models2025.12 | 8.58 | 3.2 | 0.1 | 0.09 | |
| AutoformerCategory=Attention-based Models2025.12 | 10.87 | 9.22 | 0.13 | 0.15 | |
| TimesNetCategory=Convolutional Models2025.12 | 13.56 | 8.1 | 0.14 | 0.15 | |
| SegRNNCategory=RNN Model2025.12 | 13.68 | 7.24 | 0.16 | 0.14 | |
| MambaCategory=State Space Model2025.12 | 13.72 | 7.58 | 0.17 | 0.14 | |
| DLinearCategory=Linear Model2025.12 | 61.61 | 9.09 | 0.52 | 0.31 | |
| Latent-SDEsCategory=SDE-based Models2025.12 | 101.4 | 10 | 2.51 | 0.93 | |
| MICNCategory=Convolutional Models2025.12 | 159.01 | 9.55 | 1.97 | 0.41 | |
| GAN-SDEsCategory=SDE-based Models2025.12 | 214.54 | 10 | 4.11 | 0.88 |