Traffic flow prediction on PeMS04 (test) benchmark leaderboard · SOTA2 Research

Traffic flow prediction on PeMS04 (test)

17.8MAESTD-MAE

Evaluation Results

Method	Links
STD-MAE2025.04		17.8	11.97	29.25
STEI-PCN2025.04		17.8	11.74	29.16
DTRformer2025.04		18	12.3	29.58
HTVGNN2025.04		18.01	11.89	29.81
STEP2025.04		18.2	12.48	29.71
STAEformer2025.04		18.22	11.98	30.18
STID2025.04		18.29	12.46	29.86
PDFormer2025.04		18.32	12.1	29.97
PDFormer2023.01		18.321	12.103	29.965
STPGCN2025.04		18.46	12.01	30.15
GWN2025.04		18.53	12.89	29.92
ASTGNN2023.01		18.601	12.63	31.028
STWave2025.04		18.68	12.62	30.62
DGCRN2025.04		18.84	12.92	30.48
TFormer2023.01		18.916	12.711	31.349
STNorm2025.04		18.96	12.69	30.98
MTGNN2023.01		19.076	12.961	31.564
GMAN2023.01		19.139	13.192	31.601
GMAN2025.04		19.14	13.19	31.6
MTGNN2025.04		19.17	13.37	31.7
STGNCDE2023.01		19.211	12.772	31.088
SSGCRTN2025.04		19.28	12.68	31.17
DSTAGNN2025.04		19.3	12.7	31.46
GWNET2023.01		19.358	13.301	31.719
AGCRN2025.04		19.38	13.4	31.25
STTN2023.01		19.478	13.631	31.91
Z-GCNETs2025.04		19.5	12.78	31.61
STGCN2025.04		19.57	13.44	31.38
DCRNN2025.04		19.63	13.59	31.26
STFGNN2023.01		19.83	13.021	31.87
STFGCN2025.04		19.83	13.02	31.88
STGODE2023.01		20.849	13.781	32.825
STSGCN2023.01		21.185	13.882	33.649
STSGCN2025.04		21.19	13.9	33.65
STGCN2023.01		21.758	13.874	34.769
DCRNN2023.01		22.737	14.751	36.575
ASTGCN2025.04		22.93	16.56	35.22
VAR2023.01		23.75	18.09	36.66
SVR2023.01		28.66	19.15	44.59