Traffic Prediction on PeMSD7(L)

Metric: 12 steps RMSE (lower is better)

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#	Model↕	12 steps RMSE▲	Extra Data	Paper	Date↕	Code
1	STD-MAE	5.5	Yes	Spatial-Temporal-Decoupled Masked Pre-training f...	2023-12-01	Code
2	DDGCRN	5.68	No	-	-	Code
3	STG-NRDE	5.76	No	Graph Neural Rough Differential Equations for Tr...	2023-03-20	Code
4	STG-NCDE	5.76	No	Graph Neural Controlled Differential Equations f...	2021-12-07	Code
5	PM-DMNet(P)	5.79	No	Pattern-Matching Dynamic Memory Network for Dual...	2024-08-12	Code
6	PM-DMNet(R)	5.81	No	Pattern-Matching Dynamic Memory Network for Dual...	2024-08-12	Code

#1STD-MAESOTA
5.5
12 steps RMSE· Extra Data· 2023-12-01
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Code
#2DDGCRN
5.68
12 steps RMSE
No paperCode
#3STG-NRDE
5.76
12 steps RMSE· 2023-03-20
Graph Neural Rough Differential Equations for Traffic Forecasting Code
#4STG-NCDESOTA
5.76
12 steps RMSE· 2021-12-07
Graph Neural Controlled Differential Equations for Traffic Forecasting Code
#5PM-DMNet(P)
5.79
12 steps RMSE· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#6PM-DMNet(R)
5.81
12 steps RMSE· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code