Traffic Prediction on EXPY-TKY

Metric: 1 step MAE (lower is better)

LeaderboardDataset

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#	Model↕	1 step MAE▲	Extra Data	Paper	Date↕	Code
1	STD-MAE	5.73	Yes	Spatial-Temporal-Decoupled Masked Pre-training f...	2023-12-01	Code
2	MegaCRN	5.81	No	Spatio-Temporal Meta-Graph Learning for Traffic ...	2022-11-27	Code
3	MTGNN	5.86	No	Connecting the Dots: Multivariate Time Series Fo...	2020-05-24	Code
4	GWNet	5.91	No	Graph WaveNet for Deep Spatial-Temporal Graph Mo...	2019-05-31	Code
5	PM-MemNet	5.94	No	Learning to Remember Patterns: Pattern Matching ...	2021-10-20	Code
6	AGCRN	5.99	No	Adaptive Graph Convolutional Recurrent Network f...	2020-07-06	Code
7	DCRNN	6.04	No	Diffusion Convolutional Recurrent Neural Network...	2017-07-06	Code
8	StemGNN	6.08	No	Spectral Temporal Graph Neural Network for Multi...	2021-03-13	Code

#1STD-MAESOTA
5.73
1 step MAE· Extra Data· 2023-12-01
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Code
#2MegaCRNSOTA
5.81
1 step MAE· 2022-11-27
Spatio-Temporal Meta-Graph Learning for Traffic Forecasting Code
#3MTGNNSOTA
5.86
1 step MAE· 2020-05-24
Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks Code
#4GWNetSOTA
5.91
1 step MAE· 2019-05-31
Graph WaveNet for Deep Spatial-Temporal Graph Modeling Code
#5PM-MemNet
5.94
1 step MAE· 2021-10-20
Learning to Remember Patterns: Pattern Matching Memory Networks for Traffic Forecasting Code
#6AGCRN
5.99
1 step MAE· 2020-07-06
Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting Code
#7DCRNNSOTA
6.04
1 step MAE· 2017-07-06
Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting Code
#8StemGNN
6.08
1 step MAE· 2021-03-13
Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting Code