Traffic Prediction on PeMSD7

Metric: 12 steps MAE (lower is better)

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#	Model↕	12 steps MAE▲	Extra Data	Paper	Date↕	Code
1	STD-MAE	18.31	Yes	Spatial-Temporal-Decoupled Masked Pre-training f...	2023-12-01	Code
2	STAEformer	19.14	No	STAEformer: Spatio-Temporal Adaptive Embedding M...	2023-08-21	Code
3	PM-DMNet(R)	19.18	No	Pattern-Matching Dynamic Memory Network for Dual...	2024-08-12	Code
4	PM-DMNet(P)	19.35	No	Pattern-Matching Dynamic Memory Network for Dual...	2024-08-12	Code
5	DDGCRN	19.79	No	-	-	Code
6	PDFormer	19.832	No	PDFormer: Propagation Delay-Aware Dynamic Long-R...	2023-01-19	Code
7	STG-NRDE	20.45	No	Graph Neural Rough Differential Equations for Tr...	2023-03-20	Code
8	STG-NCDE	20.53	No	Graph Neural Controlled Differential Equations f...	2021-12-07	Code

#1STD-MAESOTA
18.31
12 steps MAE· Extra Data· 2023-12-01
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Code
#2STAEformerSOTA
19.14
12 steps MAE· 2023-08-21
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting Code
#3PM-DMNet(R)
19.18
12 steps MAE· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#4PM-DMNet(P)
19.35
12 steps MAE· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#5DDGCRN
19.79
12 steps MAE
No paperCode
#6PDFormerSOTA
19.832
12 steps MAE· 2023-01-19
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction Code
#7STG-NRDE
20.45
12 steps MAE· 2023-03-20
Graph Neural Rough Differential Equations for Traffic Forecasting Code
#8STG-NCDESOTA
20.53
12 steps MAE· 2021-12-07
Graph Neural Controlled Differential Equations for Traffic Forecasting Code