Traffic Speed Prediction on PEMS-BAY (15, 30, 60 min horizons)
1.12MAE (15 min)TITAN
Evaluation Results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| TITAN2024.09 | 1.12 | 2.21 | 2.29 | 1.46 | 3.24 | 3.15 | 1.69 | 3.79 | 3.85 | |
| StemGNN2024.09 | 1.23 | 2.48 | 2.63 | — | — | — | — | — | — | |
| STD-MAE2024.09 | 1.23 | 2.62 | 2.56 | 1.53 | 3.53 | 3.42 | 1.77 | 4.2 | 4.17 | |
| MegaCRN2024.09 | 1.28 | 2.72 | 2.67 | 1.6 | 3.68 | 3.57 | 1.88 | 4.42 | 4.41 | |
| TESTAM2024.09 | 1.29 | 2.77 | 2.61 | 1.59 | 3.65 | 3.56 | 1.85 | 4.33 | 4.31 | |
| AdpSTGCN2024.09 | 1.29 | 2.75 | 2.69 | 1.64 | 3.69 | 3.67 | 1.92 | 4.49 | 4.62 | |
| Graph-WaveNet2024.09 | 1.3 | 2.74 | 2.73 | 1.63 | 3.7 | 3.67 | 1.95 | 4.52 | 4.63 | |
| RGDAN2024.09 | 1.31 | 2.79 | 2.77 | 1.56 | 3.55 | 3.47 | 1.82 | 4.2 | 4.28 | |
| MTGNN2024.09 | 1.32 | 2.79 | 2.77 | 1.65 | 3.74 | 3.69 | 1.94 | 4.49 | 4.53 | |
| PM-MemNet2024.09 | 1.34 | 2.82 | 2.81 | 1.65 | 3.76 | 3.71 | 1.95 | 4.49 | 4.54 | |
| GMAN2024.09 | 1.35 | 2.9 | 2.87 | 1.65 | 3.82 | 3.74 | 1.92 | 4.49 | 4.52 | |
| STGCN2024.09 | 1.36 | 2.96 | 2.9 | 1.81 | 4.27 | 4.17 | 2.49 | 5.69 | 5.79 | |
| AGCRN2024.09 | 1.36 | 2.88 | 2.93 | 1.69 | 3.87 | 3.86 | 1.98 | 4.59 | 4.63 | |
| DCRNN2024.09 | 1.38 | 2.95 | 2.9 | 1.74 | 3.97 | 3.9 | 2.07 | 4.74 | 4.9 | |
| CCRNN2024.09 | 1.38 | 2.9 | 2.9 | 1.74 | 3.87 | 3.9 | 2.07 | 4.65 | 4.87 |