ML Research Wiki / Benchmarks / Traffic Prediction / METR-LA

METR-LA

Traffic Prediction Benchmark

Performance Over Time

📊 Showing 14 results | 📏 Metric: MAE @ 12 step

Top Performing Models

Rank	Model	Paper	MAE @ 12 step	Date	Code
1	STGCN	Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting	4.45	2017-09-14	📦 VeritasYin/STGCN_IJCAI-18 📦 hazdzz/STGCN 📦 Aguin/STGCN-PyTorch
2	DCRNN	Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting	3.60	2017-07-06	📦 dmlc/dgl 📦 benedekrozemberczki/pytorch_geometric_temporal 📦 liyaguang/DCRNN
3	ST-UNet	ST-UNet: A Spatio-Temporal U-Network for Graph-structured Time Series Modeling	3.55	2019-03-13	-
4	Graph WaveNet	Graph WaveNet for Deep Spatial-Temporal Graph Modeling	3.53	2019-05-31	📦 nnzhan/Graph-WaveNet 📦 sshleifer/Graph-WaveNet 📦 zachysun/taxi_traffic_benchmark
5	DCGCN	Dynamic Causal Graph Convolutional Network for Traffic Prediction	3.48	2023-06-12	📦 MonBG/DCGCN
6	Finetune from t1-6 checkpoint	Incrementally Improving Graph WaveNet Performance on Traffic Prediction	3.47	2019-12-11	📦 nnzhan/Graph-WaveNet 📦 sshleifer/Graph-WaveNet 📦 david-amirault/amhs 📦 josegg05/eRGWnet
7	ADN	Structured Time Series Prediction without Structural Prior	3.42	2022-02-07	📦 radandreicristian/adn
8	STD-MAE 📚	Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting	3.40	2023-12-01	📦 jimmy-7664/std-mae
9	MegaCRN	Spatio-Temporal Meta-Graph Learning for Traffic Forecasting	3.38	2022-11-27	📦 deepkashiwa20/megacrn
10	STEP	Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting	3.37	2022-06-18	📦 zezhishao/step 📦 2023-MindSpore-4/Code16

All Papers (14)

Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting

2017

STGCN

VeritasYin/STGCN_IJCAI-18 hazdzz/STGCN

Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting

2017

DCRNN

dmlc/dgl benedekrozemberczki/pytorch_geometric_temporal

ST-UNet: A Spatio-Temporal U-Network for Graph-structured Time Series Modeling

2019

ST-UNet

Graph WaveNet for Deep Spatial-Temporal Graph Modeling

2019

Graph WaveNet

nnzhan/Graph-WaveNet sshleifer/Graph-WaveNet

Dynamic Causal Graph Convolutional Network for Traffic Prediction

2023

DCGCN

MonBG/DCGCN

Incrementally Improving Graph WaveNet Performance on Traffic Prediction

2019

Finetune from t1-6 checkpoint

nnzhan/Graph-WaveNet sshleifer/Graph-WaveNet

Structured Time Series Prediction without Structural Prior

2022

ADN

radandreicristian/adn

Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting

2023

STD-MAE

jimmy-7664/std-mae

Spatio-Temporal Meta-Graph Learning for Traffic Forecasting

2022

MegaCRN

deepkashiwa20/megacrn

Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting

2022

STEP

zezhishao/step 2023-MindSpore-4/Code16

Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting

2022

D2STGNN

zezhishao/d2stgnn

STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting

2023

STAEformer

xdzhelheim/staeformer

T-Graphormer: Using Transformers for Spatiotemporal Forecasting

2025

T-Graphormer

rdh1115/T-Graphormer

A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction

2024

TITAN

sqlcow/TITAN

METR-LA

Performance Over Time

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Top Performing Models

All Papers (14)

Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting

Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting

ST-UNet: A Spatio-Temporal U-Network for Graph-structured Time Series Modeling

Graph WaveNet for Deep Spatial-Temporal Graph Modeling

Dynamic Causal Graph Convolutional Network for Traffic Prediction

Incrementally Improving Graph WaveNet Performance on Traffic Prediction

Structured Time Series Prediction without Structural Prior

Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting

Spatio-Temporal Meta-Graph Learning for Traffic Forecasting

Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting

Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting

STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting

T-Graphormer: Using Transformers for Spatiotemporal Forecasting

A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction

Model	Paper	MAE @ 12 step	Date
STGCN	Spatio-Temporal Graph Convolutional Networks: A D…	4.45	2017-09-14
DCRNN	Diffusion Convolutional Recurrent Neural Network:…	3.60	2017-07-06
ST-UNet	ST-UNet: A Spatio-Temporal U-Network for Graph-st…	3.55	2019-03-13
Graph WaveNet	Graph WaveNet for Deep Spatial-Temporal Graph Mod…	3.53	2019-05-31
DCGCN	Dynamic Causal Graph Convolutional Network for Tr…	3.48	2023-06-12
Finetune from t1-6 checkpoint	Incrementally Improving Graph WaveNet Performance…	3.47	2019-12-11
ADN	Structured Time Series Prediction without Structu…	3.42	2022-02-07
STD-MAE	Spatial-Temporal-Decoupled Masked Pre-training fo…	3.40	2023-12-01
MegaCRN	Spatio-Temporal Meta-Graph Learning for Traffic F…	3.38	2022-11-27
STEP	Pre-training Enhanced Spatial-temporal Graph Neur…	3.37	2022-06-18
D2STGNN	Decoupled Dynamic Spatial-Temporal Graph Neural N…	3.35	2022-06-18
STAEformer	STAEformer: Spatio-Temporal Adaptive Embedding Ma…	3.34	2023-08-21
T-Graphormer	T-Graphormer: Using Transformers for Spatiotempor…	3.19	2025-01-22
TITAN	A Time Series is Worth Five Experts: Heterogeneou…	3.08	2024-09-26