Traffic Forecasting on PeMSD3 (test)
15.5MAESTG-NRDE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| STG-NRDEablation=Full2023.03 | 15.5 | 27.06 | 14.9 | |
| STG-NCDE2021.12 | 15.57 | 27.09 | 15.06 | |
| DSTAGNN2023.03 | 15.57 | 27.21 | 14.68 | |
| STG-NCDE2023.03 | 15.57 | 27.09 | 15.06 | |
| STG-NRDEablation=Only Spatial2023.03 | 15.79 | 26.88 | 15.45 | |
| GMSDR2023.03 | 15.84 | 27.05 | 15.27 | |
| STG-NCDEAblation=Only spatial2021.12 | 15.92 | 27.17 | 15.14 | |
| AGCRN2021.12 | 15.98 | 28.25 | 15.23 | |
| AGCRN2023.03 | 15.98 | 28.25 | 15.23 | |
| S2TAT2023.03 | 16.02 | 27.21 | 15.75 | |
| TrafficTransformer2023.03 | 16.39 | 27.87 | 15.84 | |
| MTGNN2023.03 | 16.46 | 28.56 | 16.46 | |
| STGODE2021.12 | 16.5 | 27.84 | 16.69 | |
| STGODE2023.03 | 16.5 | 27.84 | 16.69 | |
| Z-GCNETs2021.12 | 16.64 | 28.15 | 16.39 | |
| Z-GCNETS2023.03 | 16.64 | 28.15 | 16.39 | |
| STFGNN2021.12 | 16.77 | 28.34 | 16.3 | |
| STFGNN2023.03 | 16.77 | 28.34 | 16.3 | |
| ASTGCN(r)2021.12 | 17.34 | 29.56 | 17.21 | |
| ASTGCN(r)2023.03 | 17.34 | 29.56 | 17.21 | |
| STSGCN2021.12 | 17.48 | 29.21 | 16.78 | |
| STSGCN2023.03 | 17.48 | 29.21 | 16.78 | |
| STTN2023.03 | 17.51 | 29.55 | 17.36 | |
| STGCN2021.12 | 17.55 | 30.42 | 17.34 | |
| STGCN2023.03 | 17.55 | 30.42 | 17.34 | |
| LSGCN2021.12 | 17.94 | 29.85 | 16.98 | |
| LSGCN2023.03 | 17.94 | 29.85 | 16.98 | |
| DCRNN2021.12 | 17.99 | 30.31 | 18.34 | |
| DCRNN2023.03 | 17.99 | 30.31 | 18.34 | |
| TCN(w/o causal)2021.12 | 18.87 | 32.24 | 18.63 | |
| TCNcausal_convolution=false2023.03 | 18.87 | 32.24 | 18.63 | |
| STG2Seq2021.12 | 19.03 | 29.83 | 21.55 | |
| STG2Seq2023.03 | 19.03 | 29.83 | 21.55 | |
| GRU-ED2021.12 | 19.12 | 32.85 | 19.31 | |
| GraphWaveNet2021.12 | 19.12 | 32.77 | 18.89 | |
| GRU-ED2023.03 | 19.12 | 32.85 | 19.31 | |
| GraphWaveNet2023.03 | 19.12 | 32.77 | 18.89 | |
| TCN2021.12 | 19.32 | 33.55 | 19.93 | |
| TCN2023.03 | 19.32 | 33.55 | 19.93 | |
| MSTGCN2021.12 | 19.54 | 31.93 | 23.86 | |
| MSTGCN2023.03 | 19.54 | 31.93 | 23.86 | |
| STG-NCDEAblation=Only temporal2021.12 | 20.44 | 32.82 | 20.03 | |
| STG-NRDEablation=Only Temporal2023.03 | 20.44 | 33.22 | 20.1 | |
| DSANet2021.12 | 21.29 | 34.55 | 23.21 | |
| DSANet2023.03 | 21.29 | 34.55 | 23.21 | |
| FC-LSTM2021.12 | 21.33 | 35.11 | 23.33 | |
| FC-LSTM2023.03 | 21.33 | 35.11 | 23.33 | |
| VAR2021.12 | 23.65 | 38.26 | 24.51 | |
| VAR2023.03 | 23.65 | 38.26 | 24.51 | |
| HA2021.12 | 31.58 | 52.39 | 33.78 | |
| HA2023.03 | 31.58 | 52.39 | 33.78 | |
| ARIMA2021.12 | 35.41 | 47.59 | 33.78 | |
| ARIMA2023.03 | 35.41 | 47.59 | 33.78 |