Time-series modeling on Stock-ADBE
8.05MISEHGAN-SDEs
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HGAN-SDEsCategory=Differential Equation-based Models2025.12 | 8.05 | 3.59 | 0.08 | 0.36 | |
| AutoformerCategory=Attention-based Models2025.12 | 8.4 | 5.21 | 0.08 | 0.52 | |
| Latent-SDEsCategory=Differential Equation-based Models2025.12 | 34.67 | 10 | 0.35 | 1 | |
| GAN-SDEsCategory=Differential Equation-based Models2025.12 | 37.89 | 10.01 | 0.38 | 1 | |
| MambaCategory=State-space Model2025.12 | 45.35 | 6.26 | 0.45 | 0.63 | |
| SegRNNCategory=RNN Model2025.12 | 53.65 | 1.81 | 0.54 | 0.18 | |
| TimesNetCategory=Convolution-based Models2025.12 | 89.89 | 3.99 | 0.9 | 0.4 | |
| DLinearCategory=Linear Model2025.12 | 158.61 | 8.8 | 1.59 | 0.88 | |
| MICNCategory=Convolution-based Models2025.12 | 193.65 | 10 | 1.94 | 1 | |
| TransformerCategory=Attention-based Models2025.12 | 485.93 | 0.37 | 4.86 | 0.04 |