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traffic-prediction-on-pemsd4

Traffic Prediction
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PaperCode12 steps MAE12 steps MAPE12 steps RMSEModelNameReleaseDate
Network Level Spatial Temporal Traffic State Forecasting with Hierarchical Attention LSTM (HierAttnLSTM)✓ Link9.16822.844Hierarchical-Attention-LSTM (HierAttnLSTM)2022-01-15
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting✓ Link17.80STD-MAE2023-12-01
A novel hybrid time-varying graph neural network for traffic flow forecasting17.99HTVGNN2024-01-17
PDG2Seq: Periodic Dynamic Graph to Sequence Model for Traffic Flow Prediction✓ Link18.2412.0930.08PDG2Seq2024-12-05
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction✓ Link18.32PDFormer2023-01-19
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction✓ Link18.3412.0530.36PM-DMNet(P)2024-08-12
Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction✓ Link18.3712.0130.68PM-DMNet(R)2024-08-12
A Decomposition Dynamic graph convolutional recurrent network for traffic forecasting✓ Link18.45DDGCRN2023-05-01
FasterSTS: A Faster Spatio-Temporal Synchronous Graph Convolutional Networks for Traffic flow Forecasting✓ Link18.49FasterSTS2025-01-01
When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks✓ Link18.50STWave2023-07-26
HAGCN : Network Decentralization Attention Based Heterogeneity-Aware Spatiotemporal Graph Convolution Network for Traffic Signal Forecasting18.70HAGCN2022-09-05
Graph Neural Rough Differential Equations for Traffic Forecasting✓ Link19.1312.6830.94STG-NRDE2023-03-20
Graph Neural Controlled Differential Equations for Traffic Forecasting✓ Link19.2112.7631.09STG-NCDE2021-12-07
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