Traffic Prediction on PeMSD8

Metric: 12 steps MAE (lower is better)

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#	Model↕	12 steps MAE▲	Extra Data	Paper	Date↕	Code
1	Hierarchical-Attention-LSTM (HierAttnLSTM)	9.215	No	Network Level Spatial Temporal Traffic State For...	2022-01-15	Code
2	HTVGNN	13.24	No	A novel hybrid time-varying graph neural network...	2024-01-17	-
3	PM-DMNet(R)	13.4	No	Pattern-Matching Dynamic Memory Network for Dual...	2024-08-12	Code
4	STWave	13.42	No	-	-	Code
5	STD-MAE	13.44	Yes	Spatial-Temporal-Decoupled Masked Pre-training f...	2023-12-01	Code
6	PM-DMNet(P)	13.55	No	Pattern-Matching Dynamic Memory Network for Dual...	2024-08-12	Code
7	PDFormer	13.58	No	PDFormer: Propagation Delay-Aware Dynamic Long-R...	2023-01-19	Code
8	PDG2Seq	13.6	No	-	-	Code
9	FasterSTS	13.6	No	FasterSTS: A Faster Spatio-Temporal Synchronous ...	2025-01-01	Code
10	DDGCRN	14.4	No	-	-	Code
11	HAGCN	14.85	No	HAGCN : Network Decentralization Attention Based...	2022-09-05	-
12	STG-NRDE	15.32	No	Graph Neural Rough Differential Equations for Tr...	2023-03-20	Code
13	STG-NCDE	15.45	No	Graph Neural Controlled Differential Equations f...	2021-12-07	Code

#1Hierarchical-Attention-LSTM (HierAttnLSTM)SOTA
9.215
12 steps MAE· 2022-01-15
Network Level Spatial Temporal Traffic State Forecasting with Hierarchical Attention LSTM (HierAttnLSTM)Code
#2HTVGNN
13.24
12 steps MAE· 2024-01-17
A novel hybrid time-varying graph neural network for traffic flow forecasting
#3PM-DMNet(R)
13.4
12 steps MAE· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#4STWave
13.42
12 steps MAE
No paperCode
#5STD-MAE
13.44
12 steps MAE· Extra Data· 2023-12-01
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Code
#6PM-DMNet(P)
13.55
12 steps MAE· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#7PDFormer
13.58
12 steps MAE· 2023-01-19
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction Code
#8PDG2Seq
13.6
12 steps MAE
No paperCode
#9FasterSTS
13.6
12 steps MAE· 2025-01-01
FasterSTS: A Faster Spatio-Temporal Synchronous Graph Convolutional Networks for Traffic flow Forecasting Code
#10DDGCRN
14.4
12 steps MAE
No paperCode
#11HAGCN
14.85
12 steps MAE· 2022-09-05
HAGCN : Network Decentralization Attention Based Heterogeneity-Aware Spatiotemporal Graph Convolution Network for Traffic Signal Forecasting
#12STG-NRDE
15.32
12 steps MAE· 2023-03-20
Graph Neural Rough Differential Equations for Traffic Forecasting Code
#13STG-NCDESOTA
15.45
12 steps MAE· 2021-12-07
Graph Neural Controlled Differential Equations for Traffic Forecasting Code