Traffic Flow Prediction on PEMSD8 (M)
13.88MAE (15 min)CoMemNet
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CoMemNetLearning Paradigm=Continual2026.05 | 13.88 | 22.7 | 15.28 | 15.01 | 24.83 | 16.12 | 17.03 | 28.41 | 17.82 | 92.03 | 0.23 | |
| Retrained-STModelLearning Paradigm=Retrained2026.05 | 15.14 | 24.22 | 17.32 | 16.66 | 27 | 19.79 | 19.61 | 32.05 | 24.53 | 136.8 | 1.26 | |
| STKECLearning Paradigm=Continual2026.05 | 15.34 | 24.29 | 16.7 | 16.75 | 26.9 | 17.68 | 19.44 | 31.53 | 20.04 | 249.96 | 1.81 | |
| Expansible-STKECLearning Paradigm=Continual2026.05 | 15.37 | 24.35 | 15.83 | 16.8 | 26.96 | 17.15 | 19.6 | 31.68 | 19.78 | 286.86 | 1.6 | |
| Retrained-STKECLearning Paradigm=Retrained2026.05 | 15.66 | 24.67 | 17.78 | 17.07 | 27.27 | 18.6 | 19.73 | 31.87 | 20.24 | 290.78 | 1.86 | |
| TrafficStreamLearning Paradigm=Continual2026.05 | 15.88 | 25 | 26.59 | 17.38 | 28.1 | 26.74 | 20.65 | 34.09 | 30.01 | 143.53 | 1.48 | |
| Static-STKECLearning Paradigm=Retrained2026.05 | 17 | 26.06 | 16.84 | 18.24 | 28.43 | 17.86 | 20.76 | 32.88 | 19.8 | 78.28 | 1.4 | |
| Expansible-STModelLearning Paradigm=Continual2026.05 | 17.29 | 26.84 | 29.29 | 19.06 | 30.43 | 30.43 | 23.05 | 37.72 | 34.8 | 151.08 | 1.18 | |
| Static-STModelLearning Paradigm=Retrained2026.05 | 19.54 | 28.76 | 34.04 | 20.6 | 31.27 | 33.36 | 23.66 | 37.28 | 34.67 | 39.51 | 1.16 |