Traffic Prediction on PeMS04

Metric: 12 Steps MAE (lower is better)

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#	Model↕	12 Steps MAE▲	Extra Data	Paper	Date↕	Code
1	STD-MAE	17.8	Yes	Spatial-Temporal-Decoupled Masked Pre-training f...	2023-12-01	Code
2	HTVGNN	17.99	No	A novel hybrid time-varying graph neural network...	2024-01-17	-
3	DTRformer	18	No	Dynamic Trend Fusion Module for Traffic Flow Pre...	2025-01-18	Code
4	Cy2Mixer	18.14	No	Enhancing Topological Dependencies in Spatio-Tem...	2024-01-29	Code
5	STAEformer	18.22	No	STAEformer: Spatio-Temporal Adaptive Embedding M...	2023-08-21	Code
6	PDG2Seq	18.24	No	-	-	Code
7	PDFormer	18.32	Yes	PDFormer: Propagation Delay-Aware Dynamic Long-R...	2023-01-19	Code
8	DDGCRN	18.45	No	-	-	Code
9	FasterSTS	18.49	No	FasterSTS: A Faster Spatio-Temporal Synchronous ...	2025-01-01	Code
10	IDCN	19.33	Yes	-	-	-
11	AGCRN	19.83	Yes	Adaptive Graph Convolutional Recurrent Network f...	2020-07-06	Code

#1STD-MAESOTA
17.8
12 Steps MAE· Extra Data· 2023-12-01
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Code
#2HTVGNN
17.99
12 Steps MAE· 2024-01-17
A novel hybrid time-varying graph neural network for traffic flow forecasting
#3DTRformer
18
12 Steps MAE· 2025-01-18
Dynamic Trend Fusion Module for Traffic Flow Prediction Code
#4Cy2Mixer
18.14
12 Steps MAE· 2024-01-29
Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks Code
#5STAEformerSOTA
18.22
12 Steps MAE· 2023-08-21
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting Code
#6PDG2Seq
18.24
12 Steps MAE
No paperCode
#7PDFormerSOTA
18.32
12 Steps MAE· Extra Data· 2023-01-19
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction Code
#8DDGCRN
18.45
12 Steps MAE
No paperCode
#9FasterSTS
18.49
12 Steps MAE· 2025-01-01
FasterSTS: A Faster Spatio-Temporal Synchronous Graph Convolutional Networks for Traffic flow Forecasting Code
#10IDCN
19.33
12 Steps MAE· Extra Data
No paper
#11AGCRNSOTA
19.83
12 Steps MAE· Extra Data· 2020-07-06
Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting Code