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traffic-prediction-on-pemsd8

Traffic Prediction
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PaperCode12 steps MAE12 steps MAPE12 steps RMSEMAE@1hModelNameReleaseDate
Network Level Spatial Temporal Traffic State Forecasting with Hierarchical Attention LSTM (HierAttnLSTM)✓ Link9.21522.320Hierarchical-Attention-LSTM (HierAttnLSTM)2022-01-15
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✓ Link13.408.8723.22PM-DMNet(R)2024-08-12
When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks✓ Link13.42STWave2023-07-26
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting✓ Link13.448.7622.47STD-MAE2023-12-01
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction✓ Link13.559.0423.35PM-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✓ Link13.608.9923.37PDG2Seq2024-12-05
FasterSTS: A Faster Spatio-Temporal Synchronous Graph Convolutional Networks for Traffic flow Forecasting✓ Link13.6013.60FasterSTS2025-01-01
A Decomposition Dynamic graph convolutional recurrent network for traffic forecasting✓ Link14.40DDGCRN2023-05-01
HAGCN : Network Decentralization Attention Based Heterogeneity-Aware Spatiotemporal Graph Convolution Network for Traffic Signal Forecasting14.85HAGCN2022-09-05
Graph Neural Rough Differential Equations for Traffic Forecasting✓ Link15.328.924.72STG-NRDE2023-03-20
Graph Neural Controlled Differential Equations for Traffic Forecasting✓ Link15.459.9224.81STG-NCDE2021-12-07
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