Traffic Prediction on LargeST

Metric: GLA MAE (lower is better)

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#	Model↕	GLA MAE▲	Extra Data	Paper	Date↕	Code
1	PatchSTG	18.96	No	Efficient Large-Scale Traffic Forecasting with T...	2024-12-13	Code
2	STID	19.76	No	Spatial-Temporal Identity: A Simple yet Effectiv...	2022-08-10	Code
3	STWave	20.96	No	-	-	Code
4	GWNET	21.2	No	Graph WaveNet for Deep Spatial-Temporal Graph Mo...	2019-05-31	Code
5	STGODE	21.49	No	Spatial-Temporal Graph ODE Networks for Traffic ...	2021-06-24	Code
6	RPMixer	27.87	No	RPMixer: Shaking Up Time Series Forecasting with...	2024-02-16	-

#1PatchSTGSOTA
18.96
GLA MAE· 2024-12-13
Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Code
#2STIDSOTA
19.76
GLA MAE· 2022-08-10
Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting Code
#3STWave
20.96
GLA MAE
No paperCode
#4GWNETSOTA
21.2
GLA MAE· 2019-05-31
Graph WaveNet for Deep Spatial-Temporal Graph Modeling Code
#5STGODE
21.49
GLA MAE· 2021-06-24
Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting Code
#6RPMixer
27.87
GLA MAE· 2024-02-16
RPMixer: Shaking Up Time Series Forecasting with Random Projections for Large Spatial-Temporal Data