Traffic Flow Prediction on PEMSD4 L
17.98MAE (15 min)CoMemNet
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CoMemNetLearning Paradigm=Continual2026.05 | 17.98 | 30.44 | 12.92 | 19.41 | 33.05 | 13.92 | 22 | 37.38 | 15.86 | 228.6 | 0.65 | |
| Retrained-STModelLearning Paradigm=Retrained2026.05 | 19.76 | 31.73 | 14.9 | 21.82 | 35.24 | 16.44 | 25.79 | 41.38 | 19.69 | 403.6 | 2.6 | |
| Expansible-STModelLearning Paradigm=Continual2026.05 | 20.2 | 32.16 | 15.54 | 22.25 | 35.73 | 16.98 | 26.42 | 42.26 | 20.79 | 352.14 | 1.88 | |
| STKECLearning Paradigm=Continual2026.05 | 20.39 | 32.54 | 14.27 | 22.42 | 35.98 | 15.6 | 26.35 | 42.04 | 18.47 | 656.55 | 4.05 | |
| Retrained-STKECLearning Paradigm=Retrained2026.05 | 20.4 | 32.44 | 14.67 | 22.38 | 35.86 | 15.95 | 26.19 | 41.8 | 18.74 | 470.26 | 3.59 | |
| Expansible-STKECLearning Paradigm=Continual2026.05 | 20.46 | 32.45 | 14.57 | 22.44 | 35.85 | 15.94 | 26.2 | 41.66 | 18.74 | 409.18 | 2.51 | |
| TrafficStreamLearning Paradigm=Continual2026.05 | 23.76 | 35.86 | 21.6 | 25.32 | 38.88 | 22.64 | 29.33 | 45.43 | 25.99 | 494.59 | 2.58 | |
| Static-STKECLearning Paradigm=Retrained2026.05 | 24.21 | 35.8 | 21.73 | 26.07 | 38.98 | 23.01 | 29.35 | 44.41 | 25.48 | 94.87 | 2.43 | |
| Static-STModelLearning Paradigm=Retrained2026.05 | 24.67 | 36.69 | 23.48 | 26.59 | 39.86 | 25.72 | 30.73 | 46.27 | 30.81 | 59 | 1.84 |