Traffic Prediction on PeMSD4

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)	22.844	No	Network Level Spatial Temporal Traffic State For...	2022-01-15	Code
2	PDG2Seq	30.08	No	-	-	Code
3	PM-DMNet(P)	30.36	No	Pattern-Matching Dynamic Memory Network for Dual...	2024-08-12	Code
4	PM-DMNet(R)	30.68	No	Pattern-Matching Dynamic Memory Network for Dual...	2024-08-12	Code
5	STG-NRDE	30.94	No	Graph Neural Rough Differential Equations for Tr...	2023-03-20	Code
6	STG-NCDE	31.09	No	Graph Neural Controlled Differential Equations f...	2021-12-07	Code

#1Hierarchical-Attention-LSTM (HierAttnLSTM)SOTA
22.844
12 steps RMSE· 2022-01-15
Network Level Spatial Temporal Traffic State Forecasting with Hierarchical Attention LSTM (HierAttnLSTM)Code
#2PDG2Seq
30.08
12 steps RMSE
No paperCode
#3PM-DMNet(P)
30.36
12 steps RMSE· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#4PM-DMNet(R)
30.68
12 steps RMSE· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#5STG-NRDE
30.94
12 steps RMSE· 2023-03-20
Graph Neural Rough Differential Equations for Traffic Forecasting Code
#6STG-NCDESOTA
31.09
12 steps RMSE· 2021-12-07
Graph Neural Controlled Differential Equations for Traffic Forecasting Code