Traffic Prediction on PEMS-BAY

Metric: MAE @ 12 step (lower is better)

LeaderboardDataset

Loading chart...

Results

Hide extra data

Sort:

#	Model↕	MAE @ 12 step▲	Extra Data	Paper	Date↕	Code
1	T-Graphormer	1.63	No	T-Graphormer: Using Transformers for Spatiotempo...	2025-01-22	Code
2	TITAN	1.69	No	A Time Series is Worth Five Experts: Heterogeneo...	2024-09-26	Code
3	STD-MAE	1.77	Yes	Spatial-Temporal-Decoupled Masked Pre-training f...	2023-12-01	Code
4	STEP	1.79	Yes	Pre-training Enhanced Spatial-temporal Graph Neu...	2022-06-18	Code
5	D2STGNN	1.85	No	Decoupled Dynamic Spatial-Temporal Graph Neural ...	2022-06-18	Code
6	STGM	1.857	No	-	-	Code
7	RGDAN	1.86	No	-	-	Code
8	MegaCRN	1.88	No	Spatio-Temporal Meta-Graph Learning for Traffic ...	2022-11-27	Code
9	STAWnet	1.89	No	-	-	Code
10	GWNET-Cov	1.91	No	-	-	Code
11	STAEformer	1.91	No	STAEformer: Spatio-Temporal Adaptive Embedding M...	2023-08-21	Code
12	GMAN	1.92	No	GMAN: A Graph Multi-Attention Network for Traffi...	2019-11-11	Code
13	Graph Wave-Net	1.95	No	Graph WaveNet for Deep Spatial-Temporal Graph Mo...	2019-05-31	Code
14	SLCNN	2.03	No	-	-	-
15	DCRNN	2.07	No	Diffusion Convolutional Recurrent Neural Network...	2017-07-06	Code

#1T-GraphormerSOTA
1.63
MAE @ 12 step· 2025-01-22
T-Graphormer: Using Transformers for Spatiotemporal Forecasting Code
#2TITANSOTA
1.69
MAE @ 12 step· 2024-09-26
A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction Code
#3STD-MAESOTA
1.77
MAE @ 12 step· Extra Data· 2023-12-01
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Code
#4STEPSOTA
1.79
MAE @ 12 step· Extra Data· 2022-06-18
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting Code
#5D2STGNNSOTA
1.85
MAE @ 12 step· 2022-06-18
Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting Code
#6STGM
1.857
MAE @ 12 step
No paperCode
#7RGDAN
1.86
MAE @ 12 step
No paperCode
#8MegaCRN
1.88
MAE @ 12 step· 2022-11-27
Spatio-Temporal Meta-Graph Learning for Traffic Forecasting Code
#9STAWnet
1.89
MAE @ 12 step
No paperCode
#10GWNET-Cov
1.91
MAE @ 12 step
No paperCode
#11STAEformer
1.91
MAE @ 12 step· 2023-08-21
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting Code
#12GMANSOTA
1.92
MAE @ 12 step· 2019-11-11
GMAN: A Graph Multi-Attention Network for Traffic Prediction Code
#13Graph Wave-NetSOTA
1.95
MAE @ 12 step· 2019-05-31
Graph WaveNet for Deep Spatial-Temporal Graph Modeling Code
#14SLCNN
2.03
MAE @ 12 step
No paper
#15DCRNNSOTA
2.07
MAE @ 12 step· 2017-07-06
Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting Code