Traffic Flow Prediction on PEMSD3 S
11.48MAE (15 min)CoMemNet
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CoMemNetLearning Paradigm=Continual2026.05 | 11.48 | 18.89 | 16.54 | 12.24 | 20.4 | 17.31 | 13.57 | 22.94 | 18.8 | 103.66 | 0.3 | |
| PECPMLearning Paradigm=Continual2026.05 | 11.81 | 19.39 | 15.91 | 13.41 | 22.17 | 17.07 | 14.76 | 25.03 | 18.3 | — | — | |
| TFMoELearning Paradigm=Continual2026.05 | 12.48 | 20.48 | 16.72 | 13.93 | 23 | 18.13 | 17.2 | 28.36 | 22.17 | — | — | |
| Retrained-STKECLearning Paradigm=Retrained2026.05 | 12.62 | 20.43 | 18.24 | 13.75 | 22.51 | 19.63 | 16.02 | 26.42 | 22.72 | 310.11 | 2.25 | |
| Expansible-STKECLearning Paradigm=Continual2026.05 | 12.64 | 20.45 | 17.68 | 13.78 | 22.51 | 18.98 | 16.07 | 26.44 | 22.23 | 282.9 | 1.86 | |
| EACLearning Paradigm=Continual2026.05 | 12.65 | 20.24 | 17.8 | 13.45 | 21.86 | 18.79 | 14.92 | 24.17 | 20.82 | — | — | |
| Retrained-STModelLearning Paradigm=Retrained2026.05 | 12.7 | 20.57 | 16.88 | 13.82 | 22.61 | 18.4 | 16.1 | 26.54 | 24.96 | 179.56 | 1.39 | |
| STKECLearning Paradigm=Continual2026.05 | 12.73 | 20.56 | 19.03 | 13.9 | 22.69 | 20.54 | 16.19 | 26.61 | 24.09 | 321.31 | 2.69 | |
| TrafficStreamLearning Paradigm=Continual2026.05 | 12.75 | 20.78 | 17.43 | 13.92 | 22.8 | 18.75 | 16.27 | 26.8 | 22.9 | 306.97 | 1.76 | |
| Static-STKECLearning Paradigm=Retrained2026.05 | 14.27 | 21.78 | 34.88 | 15.41 | 23.9 | 36.25 | 17.68 | 27.92 | 39.38 | 67.79 | 1.47 | |
| Static-STModelLearning Paradigm=Retrained2026.05 | 14.57 | 22.47 | 30.69 | 15.45 | 24.34 | 31.11 | 17.78 | 28.57 | 32.6 | 39.71 | 1.1 | |
| Expansible-STModelLearning Paradigm=Continual2026.05 | 14.93 | 24.7 | 18.99 | 17.36 | 28.6 | 20.61 | 21.31 | 36.91 | 24.45 | 428.8 | 1.23 |