PeMS04

archive 2025-07-28

PeMS04 is a traffic forecasting benchmark.

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	PeMS04	STD-MAE 12 Steps MAE 17.80	Spatial-Temporal-Decoupled Masked Pre-training for...	jimmy-7664/std-mae	12	Compare
Fine-Grained Urban Flow Inference	TaxiBJ-P1	STCF MSE 14.9232	Spatial-Temporal Contrasting for Fine-Grained Urban Flow...	Xovee/stcf	9	Compare

Papers archive 2025-07-28

13 shown of 13 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 37. 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
Dynamic Trend Fusion Module for Traffic Flow Prediction	1	1	18 Jan 2025	not harvested
FasterSTS: A Faster Spatio-Temporal Synchronous Graph Convolutional Networks for Traffic flow Forecasting	1	1	1 Jan 2025	not harvested
PDG2Seq: Periodic Dynamic Graph to Sequence Model for Traffic Flow Prediction	1	1	5 Dec 2024	not harvested
Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks	1	1	29 Jan 2024	not harvested
A novel hybrid time-varying graph neural network for traffic flow forecasting	0	1	17 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)
Spatial-Temporal Contrasting for Fine-Grained Urban Flow Inference	1	1	1 Dec 2023	not harvested
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
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting	1	1	23 Feb 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)
Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting	3	1	6 Jul 2020	ran 5 of 7 samples (2 unverified; 1 pointer-only for licence)
UrbanFM: Inferring Fine-Grained Urban Flows	1	8	6 Feb 2019	not harvested

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 Fine-Grained Urban Flow Inference 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

PeMS04
PEMS-BAY
TaxiBJ-P1

3 variant names, as the archive lists them.

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