Traffic Forecasting on PeMSD8 (test)
15.32MAESTG-NRDE
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| STG-NRDEablation=Full2023.03 | 15.32 | 24.72 | 8.9 | |
| TrafficTransformer2023.03 | 15.37 | 24.21 | 10.09 | |
| STG-NCDE2021.12 | 15.45 | 24.81 | 0.0992 | |
| STG-NCDE2023.03 | 15.45 | 24.81 | 9.92 | |
| STTN2023.03 | 15.48 | 24.97 | 10.34 | |
| DSTAGNN2023.03 | 15.67 | 24.77 | 9.94 | |
| MTGNN2023.03 | 15.71 | 24.62 | 10.03 | |
| S2TAT2023.03 | 15.73 | 25.12 | 10.06 | |
| Z-GCNETs2021.12 | 15.76 | 25.11 | 0.1001 | |
| Z-GCNETS2023.03 | 15.76 | 25.11 | 10.01 | |
| AGCRN2021.12 | 15.95 | 25.22 | 0.1009 | |
| AGCRN2023.03 | 15.95 | 25.22 | 10.09 | |
| GMSDR2023.03 | 16.36 | 25.58 | 10.28 | |
| STGODE2021.12 | 16.81 | 25.97 | 0.1062 | |
| STGODE2023.03 | 16.81 | 25.97 | 10.62 | |
| DCRNN2021.12 | 16.82 | 26.36 | 0.1092 | |
| DCRNN2023.03 | 16.82 | 26.36 | 10.92 | |
| STFGNN2021.12 | 16.94 | 26.25 | 0.106 | |
| STFGNN2023.03 | 16.94 | 26.25 | 10.6 | |
| STG-NRDEablation=Only Spatial2023.03 | 17.02 | 26.57 | 11.37 | |
| STSGCN2021.12 | 17.13 | 26.8 | 0.1096 | |
| STSGCN2023.03 | 17.13 | 26.8 | 10.96 | |
| DSANet2021.12 | 17.14 | 26.96 | 0.1132 | |
| DSANet2023.03 | 17.14 | 26.96 | 11.32 | |
| STGCN2021.12 | 17.5 | 27.09 | 0.1129 | |
| STGCN2023.03 | 17.5 | 27.09 | 11.29 | |
| STG-NCDEAblation=Only spatial2021.12 | 17.58 | 27.76 | 0.1127 | |
| LSGCN2021.12 | 17.73 | 26.76 | 0.112 | |
| LSGCN2023.03 | 17.73 | 26.76 | 11.2 | |
| ASTGCN(r)2021.12 | 18.25 | 28.06 | 0.1164 | |
| ASTGCN(r)2023.03 | 18.25 | 28.06 | 11.64 | |
| GraphWaveNet2021.12 | 18.28 | 30.05 | 0.1215 | |
| GraphWaveNet2023.03 | 18.28 | 30.05 | 12.15 | |
| MSTGCN2021.12 | 19 | 29.15 | 0.1238 | |
| MSTGCN2023.03 | 19 | 29.15 | 12.38 | |
| VAR2021.12 | 19.19 | 29.81 | 0.131 | |
| VAR2023.03 | 19.19 | 29.81 | 13.1 | |
| STG2Seq2021.12 | 20.17 | 30.71 | 0.1732 | |
| STG2Seq2023.03 | 20.17 | 30.71 | 17.32 | |
| STG-NCDEAblation=Only temporal2021.12 | 20.83 | 32.55 | 0.1301 | |
| STG-NRDEablation=Only Temporal2023.03 | 21.28 | 33.02 | 13.23 | |
| TCN(w/o causal)2021.12 | 21.42 | 34.03 | 0.1309 | |
| TCNcausal_convolution=false2023.03 | 21.42 | 34.03 | 13.09 | |
| GRU-ED2021.12 | 22 | 36.22 | 0.1333 | |
| GRU-ED2023.03 | 22 | 36.22 | 13.33 | |
| TCN2021.12 | 22.72 | 35.79 | 0.1403 | |
| TCN2023.03 | 22.72 | 35.79 | 14.03 | |
| FC-LSTM2021.12 | 23.09 | 35.17 | 0.1499 | |
| FC-LSTM2023.03 | 23.09 | 35.17 | 14.99 | |
| ARIMA2021.12 | 31.09 | 44.32 | 0.2273 | |
| ARIMA2023.03 | 31.09 | 44.32 | 22.73 | |
| HA2021.12 | 34.86 | 59.24 | 0.2788 | |
| HA2023.03 | 34.86 | 59.24 | 27.88 |