Traffic Prediction on PEMS-BAY

Metric: RMSE (lower is better)

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#	Model↕	RMSE ▲	Extra Data	Paper	Date↕	Code
1	T-Graphormer	3.2	No	T-Graphormer: Using Transformers for Spatiotempo...	2025-01-22	Code
2	STEP	4.2	Yes	Pre-training Enhanced Spatial-temporal Graph Neu...	2022-06-18	Code
3	D2STGNN	4.3	No	Decoupled Dynamic Spatial-Temporal Graph Neural ...	2022-06-18	Code
4	STGM	4.369	No	-	-	Code
5	GWNET-Cov	4.4	No	-	-	Code
6	MegaCRN	4.42	No	Spatio-Temporal Meta-Graph Learning for Traffic ...	2022-11-27	Code
7	STBayesian	4.44	No	Traffic signal prediction on transportation netw...	2021-04-27	Code
8	GMAN	4.49	No	GMAN: A Graph Multi-Attention Network for Traffi...	2019-11-11	Code

#1T-GraphormerSOTA
3.2
RMSE · 2025-01-22
T-Graphormer: Using Transformers for Spatiotemporal Forecasting Code
#2STEPSOTA
4.2
RMSE · Extra Data· 2022-06-18
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting Code
#3D2STGNNSOTA
4.3
RMSE · 2022-06-18
Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting Code
#4STGM
4.369
RMSE
No paperCode
#5GWNET-Cov
4.4
RMSE
No paperCode
#6MegaCRN
4.42
RMSE · 2022-11-27
Spatio-Temporal Meta-Graph Learning for Traffic Forecasting Code
#7STBayesianSOTA
4.44
RMSE · 2021-04-27
Traffic signal prediction on transportation networks using spatio-temporal correlations on graphs Code
#8GMANSOTA
4.49
RMSE · 2019-11-11
GMAN: A Graph Multi-Attention Network for Traffic Prediction Code