PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction Jan 19, 2023 Computational Efficiency Graph Neural Network
Code Code Available Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Dec 13, 2024 Management Traffic Prediction
Code Code Available Exploring the Roles of Large Language Models in Reshaping Transportation Systems: A Survey, Framework, and Roadmap Mar 27, 2025 Autonomous Driving In-Context Learning
Code Code Available Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting Jun 18, 2022 Graph Neural Network Multivariate Time Series Forecasting
Code Code Available BjTT: A Large-scale Multimodal Dataset for Traffic Prediction Mar 8, 2024 Prediction Traffic Prediction
Code Code Available Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction Dec 7, 2022 Attribute Prediction
Code Code Available Spatial-Temporal Large Language Model for Traffic Prediction Jan 18, 2024 Language Modeling Language Modelling
Code Code Available Federated Learning in Mobile Networks: A Comprehensive Case Study on Traffic Forecasting Dec 5, 2024 Federated Learning Management
Code Code Available T-GCN: A Temporal Graph ConvolutionalNetwork for Traffic Prediction Nov 12, 2018 Management Prediction
Code Code Available Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting Jun 18, 2022 Graph Learning Graph Neural Network
Code Code Available LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting Jun 14, 2023 Traffic Prediction
Code Code Available Graph ODEs and Beyond: A Comprehensive Survey on Integrating Differential Equations with Graph Neural Networks Mar 29, 2025 Survey Traffic Prediction
Code Code Available FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction May 28, 2024 In-Context Learning Prediction
Code Code Available STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting Aug 21, 2023 Time Series Traffic Prediction
Code Code Available OpenCity: Open Spatio-Temporal Foundation Models for Traffic Prediction Aug 16, 2024 Prediction Traffic Prediction
Code Code Available Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting Aug 10, 2022 Multivariate Time Series Forecasting Time Series
Code Code Available Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Dec 1, 2023 Time Series Traffic Prediction
Code Code Available LibCity: An Open Library for Traffic Prediction Nov 4, 2021 Multivariate Time Series Forecasting Prediction
Code Code Available Evaluation of Bio-Inspired Models under Different Learning Settings For Energy Efficiency in Network Traffic Prediction Dec 23, 2024 Privacy Preserving Traffic Prediction
Code Code Available MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling Dec 12, 2022 Decoder Graph Learning
Code Code Available Long term 5G network traffic forecasting via modeling non-stationarity with deep learning Jun 6, 2023 Time Series Time Series Forecasting
Code Code Available MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation Sep 25, 2023 Multivariate Time Series Forecasting Time Series
Code Code Available Learning to Remember Patterns: Pattern Matching Memory Networks for Traffic Forecasting Oct 20, 2021 Traffic Prediction
Code Code Available Graph Neural Controlled Differential Equations for Traffic Forecasting Dec 7, 2021 Spatio-Temporal Forecasting Time Series Forecasting
Code Code Available Graph WaveNet for Deep Spatial-Temporal Graph Modeling May 31, 2019 Graph Neural Network Relation
Code Code Available Automated Dilated Spatio-Temporal Synchronous Graph Modeling for Traffic Prediction Jul 22, 2022 graph construction Representation Learning
Code Code Available LightCTS: A Lightweight Framework for Correlated Time Series Forecasting Feb 23, 2023 Computational Efficiency Correlated Time Series Forecasting
Code Code Available A Graph and Attentive Multi-Path Convolutional Network for Traffic Prediction May 30, 2022 Prediction Traffic Prediction
Code Code Available A Graph-based U-Net Model for Predicting Traffic in unseen Cities Feb 11, 2022 Management Traffic Prediction
Code Code Available MA2GCN: Multi Adjacency relationship Attention Graph Convolutional Networks for Traffic Prediction using Trajectory data Jan 16, 2024 Traffic Prediction
Code Code Available Graph Neural Rough Differential Equations for Traffic Forecasting Mar 20, 2023 Time Series Traffic Prediction
Code Code Available ModWaveMLP: MLP-Based Mode Decomposition and Wavelet Denoising Model to Defeat Complex Structures in Traffic Forecasting Jul 1, 2024 Denoising Prediction
Code Code Available Federated Learning for 5G Base Station Traffic Forecasting Nov 28, 2022 Federated Learning Management
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 Towards Explainable Traffic Flow Prediction with Large Language Models Apr 3, 2024 Deep Learning Prediction
Code Code Available Adaptive Hybrid Spatial-Temporal Graph Neural Network for Cellular Traffic Prediction Feb 28, 2023 Graph Learning Graph Neural Network
Code Code Available EasyDGL: Encode, Train and Interpret for Continuous-time Dynamic Graph Learning Mar 22, 2023 Dynamic Link Prediction Dynamic Node Classification
Code Code Available Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting Jul 6, 2020 Graph Generation Graph Neural Network
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 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 Efficient Traffic Prediction Through Spatio-Temporal Distillation Jan 15, 2025 Knowledge Distillation 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 Dynamic Causal Graph Convolutional Network for Traffic Prediction Jun 12, 2023 Prediction Traffic Prediction
Code Code Available A Decomposition Dynamic graph convolutional recurrent network for traffic forecasting May 1, 2023 Traffic Prediction
Code Code Available FDTI: Fine-grained Deep Traffic Inference with Roadnet-enriched Graph Jun 19, 2023 Traffic Prediction
Code Code Available Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting Jul 6, 2017 Decoder Multivariate Time Series Forecasting
Code Code Available A Spatio-Temporal Spot-Forecasting Framework for Urban Traffic Prediction Mar 31, 2020 Spatio-Temporal Forecasting Time Series
Code Code Available Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting May 30, 2023 Spatio-Temporal Forecasting Time Series Forecasting
Code Code Available DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction Aug 20, 2021 Deep Learning Time Series
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