Traffic Prediction on PeMSD8

Metric: 12 steps MAPE (higher is better)

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#	Model↕	12 steps MAPE▼	Extra Data	Paper	Date↕	Code
1	STG-NCDE	9.92	No	Graph Neural Controlled Differential Equations f...	2021-12-07	Code
2	PM-DMNet(P)	9.04	No	Pattern-Matching Dynamic Memory Network for Dual...	2024-08-12	Code
3	PDG2Seq	8.99	No	-	-	Code
4	STG-NRDE	8.9	No	Graph Neural Rough Differential Equations for Tr...	2023-03-20	Code
5	PM-DMNet(R)	8.87	No	Pattern-Matching Dynamic Memory Network for Dual...	2024-08-12	Code
6	STD-MAE	8.76	Yes	Spatial-Temporal-Decoupled Masked Pre-training f...	2023-12-01	Code

#1STG-NCDESOTA
9.92
12 steps MAPE· 2021-12-07
Graph Neural Controlled Differential Equations for Traffic Forecasting Code
#2PM-DMNet(P)
9.04
12 steps MAPE· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#3PDG2Seq
8.99
12 steps MAPE
No paperCode
#4STG-NRDE
8.9
12 steps MAPE· 2023-03-20
Graph Neural Rough Differential Equations for Traffic Forecasting Code
#5PM-DMNet(R)
8.87
12 steps MAPE· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#6STD-MAE
8.76
12 steps MAPE· Extra Data· 2023-12-01
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Code