Time-series modeling on Stock-AAL
2.89MISEHGAN-SDEs
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| HGAN-SDEsCategory=Differential Equation-based Models2025.12 | 2.89 | 0.36 | 0.03 | 0.04 | |
| Latent-SDEsCategory=Differential Equation-based Models2025.12 | 35.52 | 10 | 0.36 | 1 | |
| GAN-SDEsCategory=Differential Equation-based Models2025.12 | 38 | 10.01 | 0.38 | 1 | |
| TransformerCategory=Attention-based Models2025.12 | 59.8 | 0.16 | 0.6 | 0.02 | |
| MambaCategory=State-space Model2025.12 | 73.31 | 7.82 | 0.73 | 0.78 | |
| MICNCategory=Convolution-based Models2025.12 | 84.81 | 10 | 0.85 | 1 | |
| TimesNetCategory=Convolution-based Models2025.12 | 93 | 10 | 0.93 | 1 | |
| AutoformerCategory=Attention-based Models2025.12 | 112.45 | 9.98 | 1.12 | 1 | |
| SegRNNCategory=RNN Model2025.12 | 156.97 | 10 | 1.57 | 1 | |
| DLinearCategory=Linear Model2025.12 | 158.75 | 10 | 1.59 | 1 |