Datasets › PeMSD8

PeMSD8

Introduced by Shengnan Guo et al. in Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting20 Jan 2019 archive 2025-07-28

This dataset contains the traffic data in San Bernardino from July to August in 2016, with 170 detectors on 8 roads with a time interval of 5 minutes. This dataset is popular as a benchmark traffic forecasting dataset.

Homepage Benchmarks Papers JSON

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	PeMSD8	Hierarchical-Attention-LSTM (HierAttnLSTM) 12 steps MAE 9.215	Network Level Spatial Temporal Traffic State Forecasting...	TeRyZh/Network-Level-Travel-Prediction-Hierarchical-Attention-LSTM	13	Compare

Papers archive 2025-07-28

12 shown of 12 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 44. The Syntology column is from Syntology's graph (read 2026-09-25), stated per sample; it is not part of any archive number.

			Date	Samples run Syntology
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
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction	1	2	12 Aug 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)
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
Graph Neural Rough Differential Equations for Traffic Forecasting	2	1	20 Mar 2023	ran 13 of 17 samples (4 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)
HAGCN : Network Decentralization Attention Based Heterogeneity-Aware Spatiotemporal Graph Convolution Network for Traffic Signal Forecasting	0	1	5 Sep 2022	not harvested
Network Level Spatial Temporal Traffic State Forecasting with Hierarchical Attention LSTM (HierAttnLSTM)	1	1	15 Jan 2022	not harvested
Graph Neural Controlled Differential Equations for Traffic Forecasting	1	1	7 Dec 2021	not harvested

Dataset loaders archive 2025-07-28

wanhuaiyu/ASTGCN

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

Unknown

Modalities archive 2025-07-28

Time series

Languages archive 2025-07-28

Chinese

Variants archive 2025-07-28

PeMSD8

1 variant name, as the archive lists them.

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