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traffic-prediction-on-pems07

Traffic Prediction
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PaperCodeMAE@1hModelNameReleaseDate
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting✓ Link18.31STD-MAE2023-12-01
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting✓ Link19.14STAEformer2023-08-21
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction✓ Link19.18PM-DMnet(R)2024-08-12
PDG2Seq: Periodic Dynamic Graph to Sequence Model for Traffic Flow Prediction✓ Link19.28PDG2Seq2024-12-05
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction✓ Link19.35PM-DMNet(P)2024-08-12
Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks✓ Link19.45Cy2Mixer2024-01-29
A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting✓ Link19.62CorrSTN2022-05-20
Online Test-Time Adaptation of Spatial-Temporal Traffic Flow Forecasting✓ Link19.62ADCSD2024-01-08
A Decomposition Dynamic graph convolutional recurrent network for traffic forecasting✓ Link19.79DDGCRN2023-05-01
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction✓ Link19.83PDFormer2023-01-19
When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks✓ Link19.94STWave2023-07-26
Structured Time Series Prediction without Structural Prior✓ Link21.62ADN2022-02-07
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting✓ Link22.07STFGNN2020-12-15
Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting✓ Link22.99STGODE2021-06-24
Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting✓ Link24.26STSGCN2020-04-03
Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting✓ Link25.38STGCN2017-09-14
Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting✓ Link28.05ASTGCN2019-01-20
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