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Papers
Meta Dynamic Graph for Traffic Flow Prediction
AAAI 2026
Bridging Traffic State and Trajectory for Dynamic Road Network and Trajectory Representation Learning
AAAI 2025
Efficient Traffic Prediction Through Spatio-Temporal Distillation
AAAI 2025
Riding the Wave: Multi-Scale Spatial-Temporal Graph Learning for Highway Traffic Flow Prediction Under Overload Scenarios
IJCAI 2025
SSL-STMFormer Self-Supervised Learning Spatio-Temporal Entanglement Transformer for Traffic Flow Prediction
AAAI 2025
WardropNet: Traffic Flow Predictions via Equilibrium-Augmented Learning
ICLR 2025
Multivariate Time Series Forecasting By Graph Attention Networks With Theoretical Guarantees
AISTATS 2024
Approximately Equivariant Graph Networks
NeurIPS 2023
PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction
AAAI 2023
Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction
AAAI 2023
DSTAGNN: Dynamic Spatial-Temporal Aware Graph Neural Network for Traffic Flow Forecasting
ICML 2022
STDEN: Towards Physics-Guided Neural Networks for Traffic Flow Prediction
AAAI 2022
TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting
ICLR 2022
Traffic Flow Prediction with Vehicle Trajectories
AAAI 2021
Self-Attention ConvLSTM for Spatiotemporal Prediction
AAAI 2020
Stochastic Deep Gaussian Processes over Graphs
NeurIPS 2020
GSTNet: Global Spatial-Temporal Network for Traffic Flow Prediction
IJCAI 2019