Traffic Prediction on METR-LA

Metric: MAE @ 12 step (lower is better)

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#	Model↕	MAE @ 12 step▲	Extra Data	Paper	Date↕	Code
1	TITAN	3.08	No	A Time Series is Worth Five Experts: Heterogeneo...	2024-09-26	Code
2	T-Graphormer	3.19	No	T-Graphormer: Using Transformers for Spatiotempo...	2025-01-22	Code
3	STGM	3.229	No	-	-	Code
4	Traffic Transformer	3.28	No	-	-	-
5	SLCNN	3.3	No	-	-	-
6	STAEformer	3.34	No	STAEformer: Spatio-Temporal Adaptive Embedding M...	2023-08-21	Code
7	D2STGNN	3.35	No	Decoupled Dynamic Spatial-Temporal Graph Neural ...	2022-06-18	Code
8	STEP	3.37	No	Pre-training Enhanced Spatial-temporal Graph Neu...	2022-06-18	Code
9	MegaCRN	3.38	No	Spatio-Temporal Meta-Graph Learning for Traffic ...	2022-11-27	Code
10	STD-MAE	3.4	Yes	Spatial-Temporal-Decoupled Masked Pre-training f...	2023-12-01	Code
11	RGDAN	3.4	No	-	-	Code
12	ADN	3.42	No	Structured Time Series Prediction without Struct...	2022-02-07	Code
13	STAWnet	3.44	No	-	-	Code
14	Finetune from t1-6 checkpoint	3.47	No	Incrementally Improving Graph WaveNet Performanc...	2019-12-11	Code
15	DCGCN	3.48	No	Dynamic Causal Graph Convolutional Network for T...	2023-06-12	Code
16	GWNET-Cov	3.5	No	-	-	Code
17	Graph WaveNet	3.53	No	Graph WaveNet for Deep Spatial-Temporal Graph Mo...	2019-05-31	Code
18	ST-UNet	3.55	No	ST-UNet: A Spatio-Temporal U-Network for Graph-s...	2019-03-13	-
19	DCRNN	3.6	No	Diffusion Convolutional Recurrent Neural Network...	2017-07-06	Code
20	STGCN	4.45	No	Spatio-Temporal Graph Convolutional Networks: A ...	2017-09-14	Code

#1TITANSOTA
3.08
MAE @ 12 step· 2024-09-26
A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction Code
#2T-Graphormer
3.19
MAE @ 12 step· 2025-01-22
T-Graphormer: Using Transformers for Spatiotemporal Forecasting Code
#3STGM
3.229
MAE @ 12 step
No paperCode
#4Traffic Transformer
3.28
MAE @ 12 step
No paper
#5SLCNN
3.3
MAE @ 12 step
No paper
#6STAEformerSOTA
3.34
MAE @ 12 step· 2023-08-21
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting Code
#7D2STGNNSOTA
3.35
MAE @ 12 step· 2022-06-18
Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting Code
#8STEPSOTA
3.37
MAE @ 12 step· 2022-06-18
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting Code
#9MegaCRN
3.38
MAE @ 12 step· 2022-11-27
Spatio-Temporal Meta-Graph Learning for Traffic Forecasting Code
#10STD-MAE
3.4
MAE @ 12 step· Extra Data· 2023-12-01
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Code
#11RGDAN
3.4
MAE @ 12 step
No paperCode
#12ADNSOTA
3.42
MAE @ 12 step· 2022-02-07
Structured Time Series Prediction without Structural Prior Code
#13STAWnet
3.44
MAE @ 12 step
No paperCode
#14Finetune from t1-6 checkpointSOTA
3.47
MAE @ 12 step· 2019-12-11
Incrementally Improving Graph WaveNet Performance on Traffic Prediction Code
#15DCGCN
3.48
MAE @ 12 step· 2023-06-12
Dynamic Causal Graph Convolutional Network for Traffic Prediction Code
#16GWNET-Cov
3.5
MAE @ 12 step
No paperCode
#17Graph WaveNetSOTA
3.53
MAE @ 12 step· 2019-05-31
Graph WaveNet for Deep Spatial-Temporal Graph Modeling Code
#18ST-UNetSOTA
3.55
MAE @ 12 step· 2019-03-13
ST-UNet: A Spatio-Temporal U-Network for Graph-structured Time Series Modeling
#19DCRNNSOTA
3.6
MAE @ 12 step· 2017-07-06
Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting Code
#20STGCN
4.45
MAE @ 12 step· 2017-09-14
Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting Code