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traffic flow prediction

17 papers

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