A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction Sep 26, 2024 Mixture-of-Experts Prediction
Code Code Available 5 ModWaveMLP: MLP-Based Mode Decomposition and Wavelet Denoising Model to Defeat Complex Structures in Traffic Forecasting Jul 1, 2024 Denoising Prediction
Code Code Available 5 Multi-task Learning for Sparse Traffic Forecasting Nov 18, 2022 Graph Neural Network Multi-Task Learning
Code Code Available 5 Multi-agent Trajectory Prediction with Fuzzy Query Attention Oct 29, 2020 Decision Making Prediction
Code Code Available 5 Spatio-temporal neural structural causal models for bike flow prediction Jan 19, 2023 counterfactual Prediction
Code Code Available 5 Automated Dilated Spatio-Temporal Synchronous Graph Modeling for Traffic Prediction Jul 22, 2022 graph construction Representation Learning
Code Code Available 5 A Graph and Attentive Multi-Path Convolutional Network for Traffic Prediction May 30, 2022 Prediction Traffic Prediction
Code Code Available 5 Structured Time Series Prediction without Structural Prior Feb 7, 2022 Domain Adaptation Prediction
Code Code Available 5 A Graph-based U-Net Model for Predicting Traffic in unseen Cities Feb 11, 2022 Management Traffic Prediction
Code Code Available 5 PDG2Seq: Periodic Dynamic Graph to Sequence Model for Traffic Flow Prediction Dec 5, 2024 feature selection Graph-to-Sequence
Code Code Available 5 Uncertainty Quantification for Image-based Traffic Prediction across Cities Aug 11, 2023 Decision Making Decision Making Under Uncertainty
Code Code Available 5 Unified Spatio-Temporal Modeling for Traffic Forecasting using Graph Neural Network Apr 26, 2021 Graph Neural Network Traffic Prediction
Code Code Available 5 Exploring the Generalizability of Spatio-Temporal Traffic Prediction: Meta-Modeling and an Analytic Framework Sep 20, 2020 Traffic Prediction
Code Code Available 5 A Correlation Information-based Spatiotemporal Network for Traffic Flow Forecasting May 20, 2022 Graph Neural Network Traffic Prediction
Code Code Available 5 Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting Apr 3, 2020 Management Traffic Prediction
Code Code Available 5 Spatial-Temporal Interactive Dynamic Graph Convolution Network for Traffic Forecasting May 18, 2022 Traffic Prediction
Code Code Available 5 ChatTraffic: Text-to-Traffic Generation via Diffusion Model Nov 27, 2023 model Prediction
Code Code Available 5 Spatial-Temporal Transformer Networks for Traffic Flow Forecasting Jan 9, 2020 Traffic Prediction
Code Code Available 5 Efficient Traffic Prediction Through Spatio-Temporal Distillation Jan 15, 2025 Knowledge Distillation Prediction
Code Code Available 5 Scalable Learning With a Structural Recurrent Neural Network for Short-Term Traffic Prediction Mar 3, 2021 Semantic Similarity Semantic Textual Similarity
Code Code Available 5 Seeing the Unseen: Learning Basis Confounder Representations for Robust Traffic Prediction Nov 21, 2023 Robust Traffic Prediction Traffic Prediction
Code Code Available 5 Causal conditional hidden Markov model for multimodal traffic prediction Jan 19, 2023 Management Prediction
Code Code Available 5 Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting Jun 24, 2021 Traffic Prediction
Code Code Available 5 RNTrajRec: Road Network Enhanced Trajectory Recovery with Spatial-Temporal Transformer Nov 23, 2022 Decoder Graph Generation
Code Code Available 5 Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks May 24, 2020 Graph Learning Graph Neural Network
Code Code Available 5 Semantic-Fused Multi-Granularity Cross-City Traffic Prediction Feb 23, 2023 Graph structure learning Management
Code Code Available 5 Towards Explainable Traffic Flow Prediction with Large Language Models Apr 3, 2024 Deep Learning Prediction
Code Code Available 5 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 5 Spatial‐temporal attention wavenet: A deep learning framework for traffic prediction considering spatial‐temporal dependencies Mar 2, 2021 Prediction Traffic Prediction
Code Code Available 5 Air Traffic Controller Workload Level Prediction using Conformalized Dynamical Graph Learning Jul 20, 2023 Conformal Prediction Graph Learning
Code Code Available 5 FDTI: Fine-grained Deep Traffic Inference with Roadnet-enriched Graph Jun 19, 2023 Traffic Prediction
Code Code Available 5 Federated Learning for 5G Base Station Traffic Forecasting Nov 28, 2022 Federated Learning Management
Code Code Available 5 EasyDGL: Encode, Train and Interpret for Continuous-time Dynamic Graph Learning Mar 22, 2023 Dynamic Link Prediction Dynamic Node Classification
Code Code Available 5 Few-Sample Traffic Prediction with Graph Networks using Locale as Relational Inductive Biases Mar 8, 2022 Management Open-Ended Question Answering
Code Code Available 5 Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting Sep 14, 2017 Time Series Time Series Analysis
Code Code Available 5 Privacy-preserving Traffic Flow Prediction: A Federated Learning Approach Mar 19, 2020 Clustering Federated Learning
Code Code Available 5 LightCTS: A Lightweight Framework for Correlated Time Series Forecasting Feb 23, 2023 Computational Efficiency Correlated Time Series Forecasting
Code Code Available 5 Graph Neural Rough Differential Equations for Traffic Forecasting Mar 20, 2023 Time Series Traffic Prediction
Code Code Available 5 PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting Sep 20, 2022 Language Modelling Representation Learning
Code Code Available 5 Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting Jul 6, 2017 Decoder Multivariate Time Series Forecasting
Code Code Available 5 RGDAN: A random graph diffusion attention network for traffic prediction Jan 16, 2024 Traffic Prediction
Code Code Available 5 DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction Aug 20, 2021 Deep Learning Time Series
Code Code Available 5 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 5 SST-GNN: Simplified Spatio-temporal Traffic forecasting model using Graph Neural Network Mar 31, 2021 Graph Neural Network Traffic Prediction
Code Code Available 5 Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting Dec 15, 2020 Traffic Prediction
Code Code Available 5 Does Vector Quantization Fail in Spatio-Temporal Forecasting? Exploring a Differentiable Sparse Soft-Vector Quantization Approach Dec 6, 2023 Attribute Computational Efficiency
Code Code Available 5 Dynamic Graph Convolutional Recurrent Network for Traffic Prediction: Benchmark and Solution Apr 30, 2021 Management Traffic Prediction
Code Code Available 5 PPTNet: A Hybrid Periodic Pattern-Transformer Architecture for Traffic Flow Prediction and Congestion Identification May 19, 2025 Decoder Prediction
Code Code Available 5 A Graph Convolutional Network with Signal Phasing Information for Arterial Traffic Prediction Dec 25, 2020 Prediction Traffic Prediction
Code Code Available 5 Predicting crash injury severity in smart cities: a novel computational approach with wide and deep learning model Mar 4, 2023 Classification Crash injury severity
Code Code Available 5 