Traffic Prediction on PeMS08

Metric: MAE@1h (lower is better)

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#	Model↕	MAE@1h▲	Extra Data	Paper	Date↕	Code
1	DTRformer	13.17	No	Dynamic Trend Fusion Module for Traffic Flow Pre...	2025-01-18	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	STAEformer	13.46	No	STAEformer: Spatio-Temporal Adaptive Embedding M...	2023-08-21	Code
6	Cy2Mixer	13.53	No	Enhancing Topological Dependencies in Spatio-Tem...	2024-01-29	Code
7	PM-DMNet(P)	13.55	No	Pattern-Matching Dynamic Memory Network for Dual...	2024-08-12	Code
8	PDFormer	13.58	No	PDFormer: Propagation Delay-Aware Dynamic Long-R...	2023-01-19	Code
9	PDG2Seq	13.6	No	-	-	Code
10	FasterSTS	13.6	No	FasterSTS: A Faster Spatio-Temporal Synchronous ...	2025-01-01	Code
11	CorrSTN	14.27	No	A Correlation Information-based Spatiotemporal N...	2022-05-20	Code
12	DDGCRN	14.4	No	-	-	Code

#1DTRformerSOTA
13.17
MAE@1h· 2025-01-18
Dynamic Trend Fusion Module for Traffic Flow Prediction Code
#2HTVGNNSOTA
13.24
MAE@1h· 2024-01-17
A novel hybrid time-varying graph neural network for traffic flow forecasting
#3PM-DMNet(R)
13.4
MAE@1h· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#4STWave
13.42
MAE@1h
No paperCode
#5STAEformerSOTA
13.46
MAE@1h· 2023-08-21
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting Code
#6Cy2Mixer
13.53
MAE@1h· 2024-01-29
Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks Code
#7PM-DMNet(P)
13.55
MAE@1h· 2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Code
#8PDFormerSOTA
13.58
MAE@1h· 2023-01-19
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction Code
#9PDG2Seq
13.6
MAE@1h
No paperCode
#10FasterSTS
13.6
MAE@1h· 2025-01-01
FasterSTS: A Faster Spatio-Temporal Synchronous Graph Convolutional Networks for Traffic flow Forecasting Code
#11CorrSTNSOTA
14.27
MAE@1h· 2022-05-20
A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting Code
#12DDGCRN
14.4
MAE@1h
No paperCode