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traffic-prediction-on-metr-la
Traffic Prediction
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ModelName
ReleaseDate
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A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction
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3.08
3.08
8.43
6.21
2.41
TITAN
2024-09-26
T-Graphormer: Using Transformers for Spatiotemporal Forecasting
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3.19
3.19
8.62
6.12
2.63
T-Graphormer
2025-01-22
Spatio-Temporal Graph Mixformer for Traffic Forecasting
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3.229
3.229
9.39
7.099
STGM
2023-10-15
Traffic transformer: Capturing the continuity and periodicity of time series for traffic forecasting
3.28
Traffic Transformer
2020-06-11
Spatio-Temporal Graph Structure Learning for Traffic Forecasting
3.3
SLCNN
2020-04-03
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting
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3.34
2.65
STAEformer
2023-08-21
Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting
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3.35
2.56
D2STGNN
2022-06-18
Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting
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3.37
2.61
STEP
2022-06-18
Spatio-Temporal Meta-Graph Learning for Traffic Forecasting
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3.38
2.63
MegaCRN
2022-11-27
Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting
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3.40
3.40
9.59
7.07
2.62
STD-MAE
2023-12-01
RGDAN: A random graph diffusion attention network for traffic prediction
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3.40
2.69
RGDAN
2024-01-16
Structured Time Series Prediction without Structural Prior
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3.42
ADN
2022-02-07
Spatial‐temporal attention wavenet: A deep learning framework for traffic prediction considering spatial‐temporal dependencies
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3.44
2.70
STAWnet
2021-03-02
Incrementally Improving Graph WaveNet Performance on Traffic Prediction
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3.47
Finetune from t1-6 checkpoint
2019-12-11
Dynamic Causal Graph Convolutional Network for Traffic Prediction
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3.48
3.48
9.94
6.94
DCGCN
2023-06-12
Conditional Temporal Neural Processes with Covariance Loss
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3.50
2.69
GWNET-Cov
2021-06-22
Graph WaveNet for Deep Spatial-Temporal Graph Modeling
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3.53
2.69
Graph WaveNet
2019-05-31
ST-UNet: A Spatio-Temporal U-Network for Graph-structured Time Series Modeling
3.55
ST-UNet
2019-03-13
Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting
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3.6
2.77
DCRNN
2017-07-06
Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting
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4.45
STGCN
2017-09-14