Traffic Forecasting on PEMS-BAY Horizon 6
1.62MAESTAEformer
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| STAEformerParams=∼4.7M2026.05 | 1.62 | 3.68 | 3.62 | |
| HilbNet, free O(T)Params=190,2682026.05 | 1.793 | 3.958 | 4.127 | |
| HilbNet, circulantParams=15,3662026.05 | 1.806 | 3.95 | 4.162 | |
| Spatiotemporal graph baselineParams=8,9082026.05 | 1.85 | 4.162 | 4.222 | |
| HilbNet, frozen identity (GCN)Params=5,7562026.05 | 1.901 | 4.264 | 4.319 | |
| MLP fiber baselineParams=5,2122026.05 | 1.942 | 4.378 | 4.385 | |
| FC-LSTMParams=∼150K2026.05 | 2.2 | 4.55 | 5.2 |