Graph ODEs and Beyond: A Comprehensive Survey on Integrating Differential Equations with Graph Neural Networks Mar 29, 2025 Survey 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 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 Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective Dec 13, 2024 Management Traffic Prediction
Code Code Available Federated Learning in Mobile Networks: A Comprehensive Case Study on Traffic Forecasting Dec 5, 2024 Federated Learning Management
Code Code Available OpenCity: Open Spatio-Temporal Foundation Models for Traffic Prediction Aug 16, 2024 Prediction 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 BjTT: A Large-scale Multimodal Dataset for Traffic Prediction Mar 8, 2024 Prediction Traffic Prediction
Code Code Available Spatial-Temporal Large Language Model for Traffic Prediction Jan 18, 2024 Language Modeling Language Modelling
Code Code Available Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Dec 1, 2023 Time Series Traffic 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 LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting Jun 14, 2023 Traffic Prediction
Code Code Available PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction Jan 19, 2023 Computational Efficiency Graph Neural Network
Code Code Available Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction Dec 7, 2022 Attribute 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 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 Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting Jun 18, 2022 Graph Learning Graph Neural Network
Code Code Available LibCity: An Open Library for Traffic Prediction Nov 4, 2021 Multivariate Time Series Forecasting Prediction
Code Code Available T-GCN: A Temporal Graph ConvolutionalNetwork for Traffic Prediction Nov 12, 2018 Management Prediction
Code Code Available MoGERNN: An Inductive Traffic Predictor for Unobserved Locations in Dynamic Sensing Networks Jan 21, 2025 iFun Mixture-of-Experts
Code Code Available Dynamic Trend Fusion Module for Traffic Flow Prediction Jan 18, 2025 Prediction Traffic Prediction
Code Code Available Efficient Traffic Prediction Through Spatio-Temporal Distillation Jan 15, 2025 Knowledge Distillation Prediction
Code Code Available PDG2Seq: Periodic Dynamic Graph to Sequence Model for Traffic Flow Prediction Dec 5, 2024 feature selection Graph-to-Sequence
Code Code Available 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 Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Aug 12, 2024 Prediction 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 Towards Explainable Traffic Flow Prediction with Large Language Models Apr 3, 2024 Deep Learning Prediction
Code Code Available Unifying Lane-Level Traffic Prediction from a Graph Structural Perspective: Benchmark and Baseline Mar 22, 2024 Autonomous Driving Prediction
Code Code Available RGDAN: A random graph diffusion attention network for traffic prediction Jan 16, 2024 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 Online Test-Time Adaptation of Spatial-Temporal Traffic Flow Forecasting Jan 8, 2024 Test-time Adaptation Traffic Prediction
Code Code Available 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 ChatTraffic: Text-to-Traffic Generation via Diffusion Model Nov 27, 2023 model Prediction
Code Code Available Seeing the Unseen: Learning Basis Confounder Representations for Robust Traffic Prediction Nov 21, 2023 Robust Traffic Prediction Traffic Prediction
Code Code Available Spatio-Temporal Graph Mixformer for Traffic Forecasting Oct 15, 2023 Traffic Prediction
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 Towards Energy-Aware Federated Traffic Prediction for Cellular Networks Sep 19, 2023 Federated Learning Prediction
Code Code Available Uncertainty Quantification for Image-based Traffic Prediction across Cities Aug 11, 2023 Decision Making Decision Making Under Uncertainty
Code Code Available When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks Jul 26, 2023 Graph Attention Traffic Prediction
Code Code Available Air Traffic Controller Workload Level Prediction using Conformalized Dynamical Graph Learning Jul 20, 2023 Conformal Prediction Graph Learning
Code Code Available STG4Traffic: A Survey and Benchmark of Spatial-Temporal Graph Neural Networks for Traffic Prediction Jul 2, 2023 Graph Learning Traffic Prediction
Code Code Available FDTI: Fine-grained Deep Traffic Inference with Roadnet-enriched Graph Jun 19, 2023 Traffic Prediction
Code Code Available Dynamic Causal Graph Convolutional Network for Traffic Prediction Jun 12, 2023 Prediction Traffic Prediction
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 Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting May 30, 2023 Spatio-Temporal Forecasting Time Series Forecasting
Code Code Available A Decomposition Dynamic graph convolutional recurrent network for traffic forecasting May 1, 2023 Traffic Prediction
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 Graph Neural Rough Differential Equations for Traffic Forecasting Mar 20, 2023 Time Series Traffic 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 LightCTS: A Lightweight Framework for Correlated Time Series Forecasting Feb 23, 2023 Computational Efficiency Correlated Time Series Forecasting
Code Code Available 