PeMS07

archive 2025-07-28

PeMS07 is a traffic forecasting benchmark.

Benchmarks archive 2025-07-28

All 1 leaderboard 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	PeMS07	STD-MAE MAE@1h 18.31	Spatial-Temporal-Decoupled Masked Pre-training for...	jimmy-7664/std-mae	17	Compare

Papers archive 2025-07-28

16 shown of 16 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 25. 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
PDG2Seq: Periodic Dynamic Graph to Sequence Model for Traffic Flow Prediction	1	1	5 Dec 2024	not harvested
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction	1	2	12 Aug 2024	not harvested
Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks	1	1	29 Jan 2024	not harvested
Online Test-Time Adaptation of Spatial-Temporal Traffic Flow Forecasting	1	1	8 Jan 2024	ran 8 of 9 samples (1 unverified; 9 pointer-only for licence)
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
When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks	1	1	26 Jul 2023	not harvested
A Decomposition Dynamic graph convolutional recurrent network for traffic forecasting	1	1	1 May 2023	not harvested
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction	1	1	19 Jan 2023	ran 6 of 8 samples (2 unverified)
A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting	2	1	20 May 2022	not harvested
Structured Time Series Prediction without Structural Prior	1	1	7 Feb 2022	not harvested
Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting	1	1	24 Jun 2021	ran 0 of 3 samples (3 unverified)
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting	2	1	15 Dec 2020	not harvested
Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting	2	1	3 Apr 2020	not harvested
Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting	2	1	20 Jan 2019	not harvested
Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting	7	1	14 Sep 2017	ran 3 of 3 samples (0 unverified; 3 pointer-only for licence)

Dataset loaders archive 2025-07-28

Salabh2k2/Twitter_Xtf

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

PeMS07

1 variant name, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections