Time-series modeling on Traffic
0MISEMamba
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| MambaCategory=State-space Model2025.12 | 0 | 3.59 | 0 | 0.36 | |
| HGAN-SDEsCategory=Differential Equation-based Models2025.12 | 0.22 | 0.17 | 0 | 0.02 | |
| DLinearCategory=Linear Model2025.12 | 8.99 | 3.6 | 0.09 | 0.36 | |
| MICNCategory=Convolution-based Models2025.12 | 9.66 | 3.73 | 0.1 | 0.37 | |
| TimesNetCategory=Convolution-based Models2025.12 | 15.52 | 4.26 | 0.16 | 0.43 | |
| SegRNNCategory=RNN Model2025.12 | 28.23 | 2.58 | 0.28 | 0.26 | |
| Latent-SDEsCategory=Differential Equation-based Models2025.12 | 32.17 | 9.5 | 0.32 | 0.95 | |
| GAN-SDEsCategory=Differential Equation-based Models2025.12 | 35.79 | 9.74 | 0.36 | 0.97 | |
| AutoformerCategory=Attention-based Models2025.12 | 88.31 | 3.49 | 0.88 | 0.35 | |
| TransformerCategory=Attention-based Models2025.12 | 1,885.06 | 10.01 | 18.85 | 1 |