Traffic Prediction on PeMSD8

Metric: 12 steps RMSE (lower is better)

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#	Model↕	12 steps RMSE▲	Extra Data	Paper	Date↕	Code
1	Hierarchical-Attention-LSTM (HierAttnLSTM)	22.32	No	Network Level Spatial Temporal Traffic State For...	2022-01-15	Code
2	STD-MAE	22.47	Yes	Spatial-Temporal-Decoupled Masked Pre-training f...	2023-12-01	Code
3	PM-DMNet(R)	23.22	No	Pattern-Matching Dynamic Memory Network for Dual...	2024-08-12	Code
4	PM-DMNet(P)	23.35	No	Pattern-Matching Dynamic Memory Network for Dual...	2024-08-12	Code
5	PDG2Seq	23.37	No	-	-	Code
6	STG-NRDE	24.72	No	Graph Neural Rough Differential Equations for Tr...	2023-03-20	Code
7	STG-NCDE	24.81	No	Graph Neural Controlled Differential Equations f...	2021-12-07	Code

#1Hierarchical-Attention-LSTM (HierAttnLSTM)SOTA
22.32
12 steps RMSE· 2022-01-15
Network Level Spatial Temporal Traffic State Forecasting with Hierarchical Attention LSTM (HierAttnLSTM)Code
#2STD-MAE
22.47
12 steps RMSE· Extra Data· 2023-12-01
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Code
#3PM-DMNet(R)
23.22
12 steps RMSE· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#4PM-DMNet(P)
23.35
12 steps RMSE· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#5PDG2Seq
23.37
12 steps RMSE
No paperCode
#6STG-NRDE
24.72
12 steps RMSE· 2023-03-20
Graph Neural Rough Differential Equations for Traffic Forecasting Code
#7STG-NCDESOTA
24.81
12 steps RMSE· 2021-12-07
Graph Neural Controlled Differential Equations for Traffic Forecasting Code