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traffic-prediction-on-pems-bay

Traffic Prediction
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PaperCodeMAE @ 12 stepRMSERMSEModelNameReleaseDate
T-Graphormer: Using Transformers for Spatiotemporal Forecasting✓ Link1.633.203.20T-Graphormer2025-01-22
A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction✓ Link1.693.79TITAN2024-09-26
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting✓ Link1.774.20STD-MAE2023-12-01
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting✓ Link1.794.20STEP2022-06-18
Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting✓ Link1.854.30D2STGNN2022-06-18
Spatio-Temporal Graph Mixformer for Traffic Forecasting✓ Link1.8574.369STGM2023-10-15
RGDAN: A random graph diffusion attention network for traffic prediction✓ Link1.86RGDAN2024-01-16
Spatio-Temporal Meta-Graph Learning for Traffic Forecasting✓ Link1.884.42MegaCRN2022-11-27
Spatial‐temporal attention wavenet: A deep learning framework for traffic prediction considering spatial‐temporal dependencies✓ Link1.89STAWnet2021-03-02
Conditional Temporal Neural Processes with Covariance Loss✓ Link1.914.40GWNET-Cov2021-06-22
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting✓ Link1.91STAEformer2023-08-21
GMAN: A Graph Multi-Attention Network for Traffic Prediction✓ Link1.924.49GMAN2019-11-11
Graph WaveNet for Deep Spatial-Temporal Graph Modeling✓ Link1.954.52Graph Wave-Net2019-05-31
Spatio-Temporal Graph Structure Learning for Traffic Forecasting2.03SLCNN2020-04-03
Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting✓ Link2.074.74DCRNN2017-07-06
Traffic signal prediction on transportation networks using spatio-temporal correlations on graphs✓ Link4.44STBayesian2021-04-27
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