Traffic Prediction on PeMS07

Metric: MAE@1h (lower is better)

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#	Model↕	MAE@1h▲	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	PDG2Seq	19.28	No	-	-	Code
5	PM-DMNet(P)	19.35	No	Pattern-Matching Dynamic Memory Network for Dual...	2024-08-12	Code
6	Cy2Mixer	19.45	No	Enhancing Topological Dependencies in Spatio-Tem...	2024-01-29	Code
7	CorrSTN	19.62	No	A Correlation Information-based Spatiotemporal N...	2022-05-20	Code
8	ADCSD	19.62	No	Online Test-Time Adaptation of Spatial-Temporal ...	2024-01-08	Code
9	DDGCRN	19.79	No	-	-	Code
10	PDFormer	19.83	No	PDFormer: Propagation Delay-Aware Dynamic Long-R...	2023-01-19	Code
11	STWave	19.94	No	-	-	Code
12	ADN	21.62	Yes	Structured Time Series Prediction without Struct...	2022-02-07	Code
13	STFGNN	22.07	No	Spatial-Temporal Fusion Graph Neural Networks fo...	2020-12-15	Code
14	STGODE	22.99	No	Spatial-Temporal Graph ODE Networks for Traffic ...	2021-06-24	Code
15	STSGCN	24.26	No	-	-	Code
16	STGCN	25.38	No	Spatio-Temporal Graph Convolutional Networks: A ...	2017-09-14	Code
17	ASTGCN	28.05	No	-	-	Code

#1STD-MAESOTA
18.31
MAE@1h· Extra Data· 2023-12-01
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Code
#2STAEformerSOTA
19.14
MAE@1h· 2023-08-21
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting Code
#3PM-DMnet(R)
19.18
MAE@1h· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#4PDG2Seq
19.28
MAE@1h
No paperCode
#5PM-DMNet(P)
19.35
MAE@1h· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#6Cy2Mixer
19.45
MAE@1h· 2024-01-29
Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks Code
#7CorrSTNSOTA
19.62
MAE@1h· 2022-05-20
A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting Code
#8ADCSD
19.62
MAE@1h· 2024-01-08
Online Test-Time Adaptation of Spatial-Temporal Traffic Flow Forecasting Code
#9DDGCRN
19.79
MAE@1h
No paperCode
#10PDFormer
19.83
MAE@1h· 2023-01-19
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction Code
#11STWave
19.94
MAE@1h
No paperCode
#12ADNSOTA
21.62
MAE@1h· Extra Data· 2022-02-07
Structured Time Series Prediction without Structural Prior Code
#13STFGNNSOTA
22.07
MAE@1h· 2020-12-15
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting Code
#14STGODE
22.99
MAE@1h· 2021-06-24
Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting Code
#15STSGCN
24.26
MAE@1h
No paperCode
#16STGCNSOTA
25.38
MAE@1h· 2017-09-14
Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting Code
#17ASTGCN
28.05
MAE@1h
No paperCode