PeMSD7

archive 2025-07-28

PeMSD7 is traffic data in District 7 of California consisting of the traffic speed of 228 sensors while the period is from May to June in 2012 (only weekdays) with a time interval of 5 minutes. This dataset is popular for benchmark the traffic forecasting models.

Benchmarks Papers JSON

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	PeMSD7	STD-MAE 12 steps MAE 18.31	Spatial-Temporal-Decoupled Masked Pre-training for...	jimmy-7664/std-mae	8	Compare
Time Series Forecasting	PeMSD7	STGCN-Cov 9 steps MAE 3.51	Conditional Temporal Neural Processes with Covariance Loss	boseon-ai/Conditional-Temporal-Neural-Processes-with-Covariance-Loss	7	Compare

Papers archive 2025-07-28

10 shown of 10 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 26. 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
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction	1	2	12 Aug 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)
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting	1	1	21 Aug 2023	not harvested
A Decomposition Dynamic graph convolutional recurrent network for traffic forecasting	1	1	1 May 2023	not harvested
Graph Neural Rough Differential Equations for Traffic Forecasting	2	1	20 Mar 2023	ran 6 of 17 samples (11 unverified)
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction	1	1	19 Jan 2023	ran 6 of 8 samples (2 unverified)
Graph Neural Controlled Differential Equations for Traffic Forecasting	1	1	7 Dec 2021	not harvested
Conditional Temporal Neural Processes with Covariance Loss	1	1	22 Jun 2021	not harvested
Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting	7	2	14 Sep 2017	ran 3 of 3 samples (0 unverified; 3 pointer-only for licence)
Sequence to Sequence Learning with Neural Networks	74	1	10 Sep 2014	ran 11 of 25 samples (14 unverified; 9 pointer-only for licence)

Dataset loaders archive 2025-07-28

omniking1221/trafficflow124

1 loader as listed in the archive; links are outbound and not re-checked here.

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

PeMSD7

1 variant name, as the archive lists them.

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