Traffic Prediction on PeMSD7

Metric: 12 steps MAPE (higher is better)

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#	Model↕	12 steps MAPE▼	Extra Data	Paper	Date↕	Code
1	STG-NCDE	8.8	No	Graph Neural Controlled Differential Equations f...	2021-12-07	Code
2	STG-NRDE	8.65	No	Graph Neural Rough Differential Equations for Tr...	2023-03-20	Code
3	PM-DMNet(P)	8.05	No	Pattern-Matching Dynamic Memory Network for Dual...	2024-08-12	Code
4	STAEformer	8.01	No	STAEformer: Spatio-Temporal Adaptive Embedding M...	2023-08-21	Code
5	PM-DMNet(R)	7.95	No	Pattern-Matching Dynamic Memory Network for Dual...	2024-08-12	Code
6	STD-MAE	7.72	Yes	Spatial-Temporal-Decoupled Masked Pre-training f...	2023-12-01	Code

#1STG-NCDESOTA
8.8
12 steps MAPE· 2021-12-07
Graph Neural Controlled Differential Equations for Traffic Forecasting Code
#2STG-NRDE
8.65
12 steps MAPE· 2023-03-20
Graph Neural Rough Differential Equations for Traffic Forecasting Code
#3PM-DMNet(P)
8.05
12 steps MAPE· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#4STAEformer
8.01
12 steps MAPE· 2023-08-21
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting Code
#5PM-DMNet(R)
7.95
12 steps MAPE· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#6STD-MAE
7.72
12 steps MAPE· Extra Data· 2023-12-01
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Code