Traffic Prediction on METR-LA

Metric: MAE @ 12 step (lower is better)

LeaderboardDataset

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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