Spatio-temporal Time Series Forecasting on PEMS08 (test)
9.07MAPEGWN*
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GWN*pre-training=STEP2023.11 | 9.07 | 14.08 | 23.33 | |
| GWNet + MP3Backbone=GWNet, Enhancement=MP32026.06 | 9.14 | 13.77 | 21.43 | |
| GWN*pre-training=GPT-ST2023.11 | 9.16 | 13.96 | 22.83 | |
| GWNet + GPT-STBackbone=GWNet, Enhancement=GPT-ST2026.06 | 9.16 | 13.96 | 22.83 | |
| GWNetBackbone=GWNet, Enhancement=None2026.06 | 9.21 | 14.4 | 23.39 | |
| GWN*pre-training=none2023.11 | 9.28 | 13.97 | 22.94 | |
| GWNpre-training=GPT-ST2023.11 | 9.42 | 14.72 | 24.12 | |
| MTGNNpre-training=GPT-ST2023.11 | 9.67 | 14.93 | 24.46 | |
| MTGNNpre-training=none2023.11 | 9.72 | 15.28 | 24.7 | |
| STWApre-training=GPT-ST2023.11 | 9.81 | 15.29 | 24.5 | |
| STWA + GPT-STBackbone=STWA, Enhancement=GPT-ST2026.06 | 9.81 | 15.29 | 24.5 | |
| STNorm + MP3Backbone=STNorm, Enhancement=MP32026.06 | 9.85 | 14.73 | 22.4 | |
| STGCN + MP3Backbone=STGCN, Enhancement=MP32026.06 | 9.87 | 14.83 | 22.81 | |
| GWNpre-training=none2023.11 | 9.98 | 15.29 | 24.59 | |
| STNorm + GPT-STBackbone=STNorm, Enhancement=GPT-ST2026.06 | 10.03 | 15.1 | 25.1 | |
| STNormBackbone=STNorm, Enhancement=None2026.06 | 10.05 | 15.82 | 23.74 | |
| STWA + MP3Backbone=STWA, Enhancement=MP32026.06 | 10.19 | 15.03 | 22.71 | |
| ASTGCNpre-training=GPT-ST2023.11 | 10.28 | 15.89 | 24.87 | |
| MSDR + MP3Backbone=MSDR, Enhancement=MP32026.06 | 10.28 | 15.18 | 23.32 | |
| MSDRpre-training=GPT-ST2023.11 | 10.33 | 15.92 | 25.03 | |
| MSDR + GPT-STBackbone=MSDR, Enhancement=GPT-ST2026.06 | 10.33 | 15.92 | 25.03 | |
| STGCNpre-training=GPT-ST2023.11 | 10.45 | 16.24 | 25.93 | |
| STGCN + GPT-STBackbone=STGCN, Enhancement=GPT-ST2026.06 | 10.45 | 16.24 | 25.93 | |
| STGODEpre-training=GPT-ST2023.11 | 10.46 | 15.68 | 24.84 | |
| STFGNNpre-training=GPT-ST2023.11 | 10.53 | 15.89 | 25.78 | |
| MSDRpre-training=none2023.11 | 10.54 | 16.47 | 25.63 | |
| STWApre-training=none2023.11 | 10.55 | 16.16 | 25.8 | |
| STWABackbone=STWA, Enhancement=None2026.06 | 10.55 | 16.16 | 25.8 | |
| STSGCNpre-training=GPT-ST2023.11 | 10.59 | 16.29 | 26.14 | |
| MSDRBackbone=MSDR, Enhancement=None2026.06 | 10.6 | 16.33 | 24.69 | |
| Whole DatasetRemaining Ratio %=100%, Pruning Category=None, Backbone=ST backbone2026.02 | 10.98 | — | — | |
| STGCNBackbone=STGCN, Enhancement=None2026.06 | 11.07 | 16.25 | 25.13 | |
| STGCNpre-training=none2023.11 | 11.08 | 17.85 | 28.64 | |
| STFGNNpre-training=none2023.11 | 11.1 | 17.13 | 27.32 | |
| ST-PruneRemaining Ratio %=50%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 11.11 | — | — | |
| ST-PruneRemaining Ratio %=70%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 11.19 | — | — | |
| e-greedyRemaining Ratio %=70%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 11.24 | — | — | |
| GraphCutRemaining Ratio %=70%, Pruning Category=Static, Backbone=ST backbone2026.02 | 11.27 | — | — | |
| EntropyRemaining Ratio %=70%, Pruning Category=Static, Backbone=ST backbone2026.02 | 11.28 | — | — | |
| UCBRemaining Ratio %=70%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 11.28 | — | — | |
| ForgettingRemaining Ratio %=70%, Pruning Category=Static, Backbone=ST backbone2026.02 | 11.29 | — | — | |
| InfoBatchRemaining Ratio %=70%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 11.33 | — | — | |
| Soft RandomRemaining Ratio %=70%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 11.34 | — | — | |
| MarginRemaining Ratio %=70%, Pruning Category=Static, Backbone=ST backbone2026.02 | 11.38 | — | — | |
| STGODEpre-training=none2023.11 | 11.39 | 17.73 | 27.53 | |
| FaLoRemaining Ratio %=70%, Pruning Category=Static, Backbone=ST backbone2026.02 | 11.4 | — | — | |
| ForgettingRemaining Ratio %=50%, Pruning Category=Static, Backbone=ST backbone2026.02 | 11.46 | — | — | |
| STSGCNpre-training=none2023.11 | 11.49 | 17.82 | 27.88 | |
| GraNdRemaining Ratio %=70%, Pruning Category=Static, Backbone=ST backbone2026.02 | 11.5 | — | — | |
| K-MeansRemaining Ratio %=70%, Pruning Category=Static, Backbone=ST backbone2026.02 | 11.52 | — | — | |
| HerdingRemaining Ratio %=50%, Pruning Category=Static, Backbone=ST backbone2026.02 | 11.58 | — | — | |
| MarginRemaining Ratio %=50%, Pruning Category=Static, Backbone=ST backbone2026.02 | 11.6 | — | — | |
| Least ConfidenceRemaining Ratio %=70%, Pruning Category=Static, Backbone=ST backbone2026.02 | 11.61 | — | — | |
| Least ConfidenceRemaining Ratio %=50%, Pruning Category=Static, Backbone=ST backbone2026.02 | 11.74 | — | — | |
| GlisterRemaining Ratio %=70%, Pruning Category=Static, Backbone=ST backbone2026.02 | 11.74 | — | — | |
| ST-PruneRemaining Ratio %=30%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 11.75 | — | — | |
| UCBRemaining Ratio %=50%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 11.76 | — | — | |
| ASTGCNpre-training=none2023.11 | 11.78 | 17.55 | 26.97 | |
| CDRemaining Ratio %=70%, Pruning Category=Static, Backbone=ST backbone2026.02 | 11.83 | — | — | |
| InfoBatchRemaining Ratio %=50%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 11.83 | — | — | |
| GraphCutRemaining Ratio %=50%, Pruning Category=Static, Backbone=ST backbone2026.02 | 11.84 | — | — | |
| e-greedyRemaining Ratio %=50%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 11.84 | — | — | |
| CDRemaining Ratio %=50%, Pruning Category=Static, Backbone=ST backbone2026.02 | 11.96 | — | — | |
| Soft RandomRemaining Ratio %=50%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 12.01 | — | — | |
| Hard RandomRemaining Ratio %=70%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.06 | — | — | |
| Hard RandomRemaining Ratio %=50%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.07 | — | — | |
| HerdingRemaining Ratio %=30%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.11 | — | — | |
| InfoBatchRemaining Ratio %=30%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 12.12 | — | — | |
| FaLoRemaining Ratio %=50%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.13 | — | — | |
| ST-PruneRemaining Ratio %=10%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 12.13 | — | — | |
| ForgettingRemaining Ratio %=30%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.19 | — | — | |
| e-greedyRemaining Ratio %=30%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 12.21 | — | — | |
| K-MeansRemaining Ratio %=30%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.24 | — | — | |
| CDRemaining Ratio %=30%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.25 | — | — | |
| TGCNpre-training=GPT-ST2023.11 | 12.26 | 17.34 | 26.53 | |
| GraphCutRemaining Ratio %=30%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.26 | — | — | |
| GraNdRemaining Ratio %=50%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.33 | — | — | |
| CalRemaining Ratio %=30%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.4 | — | — | |
| CalRemaining Ratio %=70%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.4 | — | — | |
| Soft RandomRemaining Ratio %=30%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 12.41 | — | — | |
| UCBRemaining Ratio %=30%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 12.41 | — | — | |
| K-MeansRemaining Ratio %=50%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.48 | — | — | |
| GlisterRemaining Ratio %=50%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.51 | — | — | |
| MarginRemaining Ratio %=30%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.55 | — | — | |
| FaLoRemaining Ratio %=30%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.56 | — | — | |
| Least ConfidenceRemaining Ratio %=30%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.62 | — | — | |
| CalRemaining Ratio %=50%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.64 | — | — | |
| EntropyRemaining Ratio %=30%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.82 | — | — | |
| EntropyRemaining Ratio %=50%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.83 | — | — | |
| HerdingRemaining Ratio %=70%, Pruning Category=Static, Backbone=ST backbone2026.02 | 12.84 | — | — | |
| GraNdRemaining Ratio %=30%, Pruning Category=Static, Backbone=ST backbone2026.02 | 13.09 | — | — | |
| EntropyRemaining Ratio %=10%, Pruning Category=Static, Backbone=ST backbone2026.02 | 13.22 | — | — | |
| GlisterRemaining Ratio %=30%, Pruning Category=Static, Backbone=ST backbone2026.02 | 13.23 | — | — | |
| InfoBatchRemaining Ratio %=10%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 13.66 | — | — | |
| UCBRemaining Ratio %=10%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 13.8 | — | — | |
| e-greedyRemaining Ratio %=10%, Pruning Category=Dynamic, Backbone=ST backbone2026.02 | 13.82 | — | — | |
| Hard RandomRemaining Ratio %=10%, Pruning Category=Static, Backbone=ST backbone2026.02 | 13.93 | — | — | |
| GraNdRemaining Ratio %=10%, Pruning Category=Static, Backbone=ST backbone2026.02 | 13.93 | — | — | |
| MarginRemaining Ratio %=10%, Pruning Category=Static, Backbone=ST backbone2026.02 | 14.06 | — | — | |
| Least ConfidenceRemaining Ratio %=10%, Pruning Category=Static, Backbone=ST backbone2026.02 | 14.31 | — | — |