Sequence Prediction on Polynomial Drift (test)
0.04MISEHGAN-SDEs
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HGAN-SDEsCategory=SDE-based Models2025.12 | 0.04 | 0.11 | 0.01 | 0.01 | |
| GAN-SDEsCategory=SDE-based Models2025.12 | 0.11 | 0.27 | 0.02 | 0.02 | |
| MambaCategory=State Space Model2025.12 | 1.35 | 2.21 | 0.03 | 0.06 | |
| TimesNetCategory=Convolutional Models2025.12 | 1.86 | 1.74 | 0.04 | 0.04 | |
| Latent-SDEsCategory=SDE-based Models2025.12 | 3.73 | 6.81 | 0.06 | 0.2 | |
| SegRNNCategory=RNN Model2025.12 | 4.98 | 7.55 | 0.09 | 0.28 | |
| DLinearCategory=Linear Model2025.12 | 5.18 | 3.86 | 0.08 | 0.13 | |
| MICNCategory=Convolutional Models2025.12 | 7.65 | 4.48 | 0.11 | 0.12 | |
| TransformerCategory=Attention-based Models2025.12 | 9.47 | 10 | 0.23 | 0.4 | |
| InformerCategory=Attention-based Models2025.12 | 67.67 | 7.13 | 0.99 | 0.41 | |
| AutoformerCategory=Attention-based Models2025.12 | 145.31 | 6.33 | 1.05 | 0.33 |