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 5 Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting Jun 18, 2022 Graph Learning Graph Neural Network
Code Code Available 5 LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting Jun 14, 2023 Traffic Prediction
Code Code Available 5 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 5 OpenCity: Open Spatio-Temporal Foundation Models for Traffic Prediction Aug 16, 2024 Prediction Traffic Prediction
Code Code Available 5 BjTT: A Large-scale Multimodal Dataset for Traffic Prediction Mar 8, 2024 Prediction Traffic Prediction
Code Code Available 5 Spatial-Temporal Large Language Model for Traffic Prediction Jan 18, 2024 Language Modeling Language Modelling
Code Code Available 5 LibCity: An Open Library for Traffic Prediction Nov 4, 2021 Multivariate Time Series Forecasting Prediction
Code Code Available 5 FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction May 28, 2024 In-Context Learning Prediction
Code Code Available 5 STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting Aug 21, 2023 Time Series Traffic Prediction
Code Code Available 5 Graph ODEs and Beyond: A Comprehensive Survey on Integrating Differential Equations with Graph Neural Networks Mar 29, 2025 Survey Traffic Prediction
Code Code Available 5 Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Dec 13, 2024 Management Traffic Prediction
Code Code Available 5 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 5 Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction Dec 7, 2022 Attribute Prediction
Code Code Available 5 PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction Jan 19, 2023 Computational Efficiency Graph Neural Network
Code Code Available 5 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 5 Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Dec 1, 2023 Time Series Traffic Prediction
Code Code Available 5 T-GCN: A Temporal Graph ConvolutionalNetwork for Traffic Prediction Nov 12, 2018 Management Prediction
Code Code Available 5 Federated Learning in Mobile Networks: A Comprehensive Case Study on Traffic Forecasting Dec 5, 2024 Federated Learning Management
Code Code Available 5 MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling Dec 12, 2022 Decoder Graph Learning
Code Code Available 5 Long term 5G network traffic forecasting via modeling non-stationarity with deep learning Jun 6, 2023 Time Series Time Series Forecasting
Code Code Available 5 MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation Sep 25, 2023 Multivariate Time Series Forecasting Time Series
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 Learning to Remember Patterns: Pattern Matching Memory Networks for Traffic Forecasting Oct 20, 2021 Traffic Prediction
Code Code Available 5 Efficient Traffic Prediction Through Spatio-Temporal Distillation Jan 15, 2025 Knowledge Distillation Prediction
Code Code Available 5 A Spatio-Temporal Spot-Forecasting Framework for Urban Traffic Prediction Mar 31, 2020 Spatio-Temporal Forecasting Time Series
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 A Graph and Attentive Multi-Path Convolutional Network for Traffic Prediction May 30, 2022 Prediction Traffic 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 MA2GCN: Multi Adjacency relationship Attention Graph Convolutional Networks for Traffic Prediction using Trajectory data Jan 16, 2024 Traffic Prediction
Code Code Available 5 Graph WaveNet for Deep Spatial-Temporal Graph Modeling May 31, 2019 Graph Neural Network Relation
Code Code Available 5 Dynamic Trend Fusion Module for Traffic Flow Prediction Jan 18, 2025 Prediction Traffic 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 Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting May 30, 2023 Spatio-Temporal Forecasting Time Series Forecasting
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 Graph Neural Controlled Differential Equations for Traffic Forecasting Dec 7, 2021 Spatio-Temporal Forecasting Time Series Forecasting
Code Code Available 5 Adaptive Hybrid Spatial-Temporal Graph Neural Network for Cellular Traffic Prediction Feb 28, 2023 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 Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting Jul 6, 2020 Graph Generation Graph Neural Network
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 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 Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks May 24, 2020 Graph Learning Graph Neural Network
Code Code Available 5 Graph Neural Rough Differential Equations for Traffic Forecasting Mar 20, 2023 Time Series 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 A Decomposition Dynamic graph convolutional recurrent network for traffic forecasting May 1, 2023 Traffic Prediction
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 Causal conditional hidden Markov model for multimodal traffic prediction Jan 19, 2023 Management 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 Dynamic Graph Convolutional Recurrent Network for Traffic Prediction: Benchmark and Solution Apr 30, 2021 Management Traffic Prediction
Code Code Available 5 Towards Explainable Traffic Flow Prediction with Large Language Models Apr 3, 2024 Deep Learning Prediction
Code Code Available 5 