Datasets › PEMS-BAY

PEMS-BAY

archive 2025-07-28

PEMS-BAY is a dataset for traffic prediction.

Benchmarks archive 2025-07-28

All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

		First row (archive order)	Paper	Code
Traffic Prediction	PEMS-BAY	T-Graphormer MAE @ 12 step 1.63	T-Graphormer: Using Transformers for Spatiotemporal Forecasting	rdh1115/T-Graphormer	16	Compare
Correlated Time Series Forecasting	PEMS-BAY	LightCTS FLOPs(M) 208	LightCTS: A Lightweight Framework for Correlated Time...	ai4cts/lightcts	1	Compare

Papers archive 2025-07-28

17 shown of 17 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 34. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

			Date	Samples run Syntology
T-Graphormer: Using Transformers for Spatiotemporal Forecasting	1	1	22 Jan 2025	not harvested
A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction	1	1	26 Sep 2024	not harvested
RGDAN: A random graph diffusion attention network for traffic prediction	1	1	16 Jan 2024	not harvested
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting	1	1	1 Dec 2023	ran 2 of 3 samples (1 unverified; 3 pointer-only for licence)
Spatio-Temporal Graph Mixformer for Traffic Forecasting	1	1	15 Oct 2023	not harvested
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting	1	1	21 Aug 2023	not harvested
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting	1	1	23 Feb 2023	not harvested
Spatio-Temporal Meta-Graph Learning for Traffic Forecasting	1	1	27 Nov 2022	ran 0 of 2 samples (2 unverified; 1 pointer-only for licence)
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting	2	1	18 Jun 2022	not harvested
Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting	1	1	18 Jun 2022	not harvested
Conditional Temporal Neural Processes with Covariance Loss	1	1	22 Jun 2021	not harvested
Traffic signal prediction on transportation networks using spatio-temporal correlations on graphs	2	1	27 Apr 2021	not harvested
Spatial‐temporal attention wavenet: A deep learning framework for traffic prediction considering spatial‐temporal dependencies	1	1	2 Mar 2021	not harvested
Spatio-Temporal Graph Structure Learning for Traffic Forecasting	0	1	3 Apr 2020	not harvested
GMAN: A Graph Multi-Attention Network for Traffic Prediction	6	1	11 Nov 2019	ran 0 of 10 samples (10 unverified)
Graph WaveNet for Deep Spatial-Temporal Graph Modeling	9	1	31 May 2019	ran 5 of 7 samples (2 unverified)
Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting	19	1	6 Jul 2017	ran 17 of 35 samples (18 unverified; 15 pointer-only for licence)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Time Series Forecasting Multivariate Time Series Forecasting Traffic Prediction Correlated Time Series Forecasting

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Time series

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

No variants listed.

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