Traffic Prediction on PeMSD7(M)

Metric: 12 steps MAE (lower is better)

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#	Model↕	12 steps MAE▲	Extra Data	Paper	Date↕	Code
1	STD-MAE	2.52	Yes	Spatial-Temporal-Decoupled Masked Pre-training f...	2023-12-01	Code
2	DDGCRN	2.59	No	-	-	Code
3	PM-DMNet(R)	2.6	No	Pattern-Matching Dynamic Memory Network for Dual...	2024-08-12	Code
4	PM-DMNet(P)	2.61	No	Pattern-Matching Dynamic Memory Network for Dual...	2024-08-12	Code
5	STG-NRDE	2.66	No	Graph Neural Rough Differential Equations for Tr...	2023-03-20	Code
6	STG-NCDE	2.68	No	Graph Neural Controlled Differential Equations f...	2021-12-07	Code
7	STGM	3.002	No	-	-	Code

#1STD-MAESOTA
2.52
12 steps MAE· Extra Data· 2023-12-01
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Code
#2DDGCRN
2.59
12 steps MAE
No paperCode
#3PM-DMNet(R)
2.6
12 steps MAE· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#4PM-DMNet(P)
2.61
12 steps MAE· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#5STG-NRDESOTA
2.66
12 steps MAE· 2023-03-20
Graph Neural Rough Differential Equations for Traffic Forecasting Code
#6STG-NCDESOTA
2.68
12 steps MAE· 2021-12-07
Graph Neural Controlled Differential Equations for Traffic Forecasting Code
#7STGM
3.002
12 steps MAE
No paperCode