TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK
Traffic Prediction	METR-LA	DCRNN	MAE @ 12 step	3.60	# 6
Traffic Prediction	PEMS-BAY	DCRNN	MAE @ 12 step	2.07	# 3
Traffic Prediction	PeMS-M	DCRNN	MAE (60 min)	3.83	# 3

🦡 Badges

Include the markdown at the top of your GitHub README.md file to showcase the performance of the model.

Badges are live and will be dynamically updated with the latest ranking of this paper.

Badge	Markdown
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/diffusion-convolutional-recurrent-neural/traffic-prediction-on-pems-bay)](https://paperswithcode.com/sota/traffic-prediction-on-pems-bay?p=diffusion-convolutional-recurrent-neural)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/diffusion-convolutional-recurrent-neural/traffic-prediction-on-pems-m)](https://paperswithcode.com/sota/traffic-prediction-on-pems-m?p=diffusion-convolutional-recurrent-neural)`
	`[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/diffusion-convolutional-recurrent-neural/traffic-prediction-on-metr-la)](https://paperswithcode.com/sota/traffic-prediction-on-metr-la?p=diffusion-convolutional-recurrent-neural)`

Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting

ICLR 2018 • Yaguang Li • Rose Yu • Cyrus Shahabi • Yan Liu

Spatiotemporal forecasting has various applications in neuroscience, climate and transportation domain. Traffic forecasting is one canonical example of such learning task... (read more)

PDF Abstract ICLR 2018 PDF ICLR 2018 Abstract

Code

Add Remove Mark official

liyaguang/DCRNN official

623

benedekrozemberczki/pytorch_geometric_temporal

369

chnsh/DCRNN_PyTorch

140

BinqingWu/2019-ZJU_SummerResearch

Kaimaoge/IGNNK

See all 9 implementations

Tasks

Add Remove

MULTIVARIATE TIME SERIES FORECASTING

SPATIO-TEMPORAL FORECASTING

TIME SERIES

TIME SERIES FORECASTING

TIME SERIES PREDICTION

TRAFFIC PREDICTION

Datasets

Add Datasets introduced or used in this paper

Results from the Paper

Edit

Ranked #3 on Traffic Prediction on PEMS-BAY

Get a GitHub badge

TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	BENCHMARK
Traffic Prediction	METR-LA	DCRNN	MAE @ 12 step	3.60	# 6	Compare
Traffic Prediction	PEMS-BAY	DCRNN	MAE @ 12 step	2.07	# 3	Compare
Traffic Prediction	PeMS-M	DCRNN	MAE (60 min)	3.83	# 3	Compare

Methods used in the Paper

Add Remove

METHOD	TYPE
🤖 No Methods Found	Help the community by adding them if they're not listed; e.g. Deep Residual Learning for Image Recognition uses ResNet

Edit Social Preview

Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting Edit social preview

Code Edit Add Remove Mark official

Tasks Edit Add Remove

Datasets Edit

Results from the Paper Edit

Methods used in the Paper Edit Add Remove