LightCTS: A Lightweight Framework for Correlated Time Series Forecasting Feb 23, 2023 Computational Efficiency Correlated Time Series Forecasting
Code Code Available Spatio-temporal neural structural causal models for bike flow prediction Jan 19, 2023 counterfactual Prediction
Code Code Available Causal conditional hidden Markov model for multimodal traffic prediction Jan 19, 2023 Management Prediction
Code Code Available MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling Dec 12, 2022 Decoder Graph Learning
Code Code Available Federated Learning for 5G Base Station Traffic Forecasting Nov 28, 2022 Federated Learning Management
Code Code Available Spatio-Temporal Meta-Graph Learning for Traffic Forecasting Nov 27, 2022 Decoder Graph Learning
Code Code Available RNTrajRec: Road Network Enhanced Trajectory Recovery with Spatial-Temporal Transformer Nov 23, 2022 Decoder Graph Generation
Code Code Available Multi-task Learning for Sparse Traffic Forecasting Nov 18, 2022 Graph Neural Network Multi-Task Learning
Code Code Available PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting Sep 20, 2022 Language Modelling Representation Learning
Code Code Available STDEN: Towards Physics-Guided Neural Networks for Traffic Flow Prediction Sep 1, 2022 Physics-informed machine learning Spatio-Temporal Forecasting
Code Code Available Automated Dilated Spatio-Temporal Synchronous Graph Modeling for Traffic Prediction Jul 22, 2022 graph construction Representation Learning
Code Code Available A Graph and Attentive Multi-Path Convolutional Network for Traffic Prediction May 30, 2022 Prediction Traffic Prediction
Code Code Available A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting May 20, 2022 Graph Neural Network Traffic Prediction
Code Code Available Spatial-Temporal Interactive Dynamic Graph Convolution Network for Traffic Forecasting May 18, 2022 Traffic Prediction
Code Code Available Implementation and Experimental Validation of Data-Driven Predictive Control for Dissipating Stop-and-Go Waves in Mixed Traffic Apr 7, 2022 Autonomous Vehicles Traffic Prediction
Code Code Available Few-Sample Traffic Prediction with Graph Networks using Locale as Relational Inductive Biases Mar 8, 2022 Management Open-Ended Question Answering
Code Code Available Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs Feb 17, 2022 Multivariate Time Series Forecasting Time Series
Code Code Available A Graph-based U-Net Model for Predicting Traffic in unseen Cities Feb 11, 2022 Management Traffic Prediction
Code Code Available Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities Feb 8, 2022 Domain Adaptation Graph Mining
Code Code Available Structured Time Series Prediction without Structural Prior Feb 7, 2022 Domain Adaptation Prediction
Code Code Available SwinUNet3D -- A Hierarchical Architecture for Deep Traffic Prediction using Shifted Window Transformers Jan 17, 2022 Decoder Management
Code Code Available Graph Neural Controlled Differential Equations for Traffic Forecasting Dec 7, 2021 Spatio-Temporal Forecasting Time Series Forecasting
Code Code Available Learning to Remember Patterns: Pattern Matching Memory Networks for Traffic Forecasting Oct 20, 2021 Traffic Prediction
Code Code Available Traffic Flow Forecasting with Spatial-Temporal Graph Diffusion Network Oct 8, 2021 Traffic Prediction
Code Code Available DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction Aug 20, 2021 Deep Learning Time Series
Code Code Available Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting Jun 24, 2021 Traffic Prediction
Code Code Available SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction Jun 17, 2021 Time Series Time Series Analysis
Code Code Available Dynamic Graph Convolutional Recurrent Network for Traffic Prediction: Benchmark and Solution Apr 30, 2021 Management Traffic Prediction
Code Code Available Unified Spatio-Temporal Modeling for Traffic Forecasting using Graph Neural Network Apr 26, 2021 Graph Neural Network Traffic Prediction
Code Code Available SST-GNN: Simplified Spatio-temporal Traffic forecasting model using Graph Neural Network Mar 31, 2021 Graph Neural Network Traffic Prediction
Code Code Available Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting Mar 13, 2021 Graph Neural Network Multivariate Time Series Forecasting
Code Code Available Scalable Learning With a Structural Recurrent Neural Network for Short-Term Traffic Prediction Mar 3, 2021 Semantic Similarity Semantic Textual Similarity
Code Code Available Spatial‐temporal attention wavenet: A deep learning framework for traffic prediction considering spatial‐temporal dependencies Mar 2, 2021 Prediction Traffic Prediction
Code Code Available Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting Dec 15, 2020 Traffic Prediction
Code Code Available Multi-agent Trajectory Prediction with Fuzzy Query Attention Oct 29, 2020 Decision Making Prediction
Code Code Available Exploring the Generalizability of Spatio-Temporal Traffic Prediction: Meta-Modeling and an Analytic Framework Sep 20, 2020 Traffic Prediction
Code Code Available Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting Jul 6, 2020 Graph Generation Graph Neural Network
Code Code Available Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks May 24, 2020 Graph Learning Graph Neural Network
Code Code Available Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting Apr 3, 2020 Management Traffic Prediction
Code Code Available A Spatio-Temporal Spot-Forecasting Framework for Urban Traffic Prediction Mar 31, 2020 Spatio-Temporal Forecasting Time Series
Code Code Available Privacy-preserving Traffic Flow Prediction: A Federated Learning Approach Mar 19, 2020 Clustering Federated Learning
Code Code Available Spatial-Temporal Transformer Networks for Traffic Flow Forecasting Jan 9, 2020 Traffic Prediction
Code Code Available Graph WaveNet for Deep Spatial-Temporal Graph Modeling May 31, 2019 Graph Neural Network Relation
Code Code Available Structural Recurrent Neural Network for Traffic Speed Prediction Feb 18, 2019 Prediction Time Series
Code Code Available Traffic Graph Convolutional Recurrent Neural Network: A Deep Learning Framework for Network-Scale Traffic Learning and Forecasting Feb 20, 2018 Traffic Prediction
Code Code Available Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting Sep 14, 2017 Time Series Time Series Analysis
Code Code Available Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting Jul 6, 2017 Decoder Multivariate Time Series Forecasting
Code Code Available Federated Learning with Graph-Based Aggregation for Traffic Forecasting Jul 13, 2025 Federated Learning Graph Learning
— Unverified Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Jun 1, 2025 Computational Efficiency Graph Attention
— Unverified MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction May 26, 2025 Conformal Prediction Meta-Learning
— Unverified 