Multi-step Origin-Destination Demand Prediction on Nanjing (6 Horizons)
1.5698MAE (H1)SAGMTL
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SAGMTL2026.06 | 1.5698 | 1.5959 | 1.612 | 1.6265 | 1.6364 | 1.6409 | |
| STZINB-GNN2026.06 | 1.6183 | 1.6764 | 1.7112 | 1.7458 | 1.7776 | 1.7838 | |
| DSTCN2026.06 | 1.6243 | 1.6697 | 1.7009 | 1.7331 | 1.7611 | 1.8062 | |
| MPGCN2026.06 | 1.6333 | 1.6569 | 1.6743 | 1.683 | 1.6968 | 1.7024 | |
| TGAE2026.06 | 1.6394 | 1.6682 | 1.6847 | 1.7029 | 1.7154 | 1.7189 | |
| GEML2026.06 | 1.6475 | 1.6578 | 1.6742 | 1.6841 | 1.6957 | 1.7035 | |
| DCRNN2026.06 | 1.6531 | 1.702 | 1.7281 | 1.7434 | 1.7676 | 1.7955 | |
| CSTN2026.06 | 1.6794 | 1.7175 | 1.7461 | 1.7665 | 1.7936 | 1.8177 | |
| GRU2026.06 | 1.7171 | 1.7647 | 1.7944 | 1.8256 | 1.8427 | 1.8624 | |
| STGCN2026.06 | 1.7286 | 1.7706 | 1.7988 | 1.834 | 1.8578 | 1.8764 | |
| LSTM2026.06 | 1.7415 | 1.7706 | 1.7988 | 1.834 | 1.8578 | 1.9262 | |
| AGCRN2026.06 | 1.7859 | 1.833 | 1.8607 | 1.8742 | 1.9044 | 1.947 | |
| HA2026.06 | 1.8195 | 1.8635 | 1.9 | 1.9329 | 1.9631 | 1.9924 | |
| SVR2026.06 | 1.8337 | 1.8789 | 1.9174 | 1.9466 | 1.9895 | 2.0105 |