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traffic-prediction-on-pems08

Traffic Prediction
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PaperCodeMAE@1hFLOPs(M)MAEMAPEParameters(K)RMSEModelNameReleaseDate
Dynamic Trend Fusion Module for Traffic Flow Prediction✓ Link13.17DTRformer2025-01-18
A novel hybrid time-varying graph neural network for traffic flow forecasting13.24HTVGNN2024-01-17
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction✓ Link13.40PM-DMNet(R)2024-08-12
When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks✓ Link13.42STWave2023-07-26
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting✓ Link13.46STAEformer2023-08-21
Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks✓ Link13.53Cy2Mixer2024-01-29
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction✓ Link13.55PM-DMNet(P)2024-08-12
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction✓ Link13.58PDFormer2023-01-19
PDG2Seq: Periodic Dynamic Graph to Sequence Model for Traffic Flow Prediction✓ Link13.60PDG2Seq2024-12-05
FasterSTS: A Faster Spatio-Temporal Synchronous Graph Convolutional Networks for Traffic flow Forecasting✓ Link13.60FasterSTS2025-01-01
A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting✓ Link14.27CorrSTN2022-05-20
A Decomposition Dynamic graph convolutional recurrent network for traffic forecasting✓ Link14.40DDGCRN2023-05-01
LightCTS: A Lightweight Framework for Correlated Time Series Forecasting✓ Link7014.639.43%1770.2349LightCTS2023-02-23
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