LargeST: A Benchmark Dataset for Large-Scale Traffic Forecasting Jun 14, 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 DEK-Forecaster: A Novel Deep Learning Model Integrated with EMD-KNN for Traffic Prediction Jun 6, 2023 Decision Making Denoising
— Unverified Traffic Prediction using Artificial Intelligence: Review of Recent Advances and Emerging Opportunities May 31, 2023 Prediction Time Series
— Unverified Revisiting Random Forests in a Comparative Evaluation of Graph Convolutional Neural Network Variants for Traffic Prediction May 30, 2023 Prediction regression
— Unverified Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting May 30, 2023 Spatio-Temporal Forecasting Time Series Forecasting
Code Code Available Building Transportation Foundation Model via Generative Graph Transformer May 24, 2023 Graph Generation Management
— Unverified Survey of Federated Learning Models for Spatial-Temporal Mobility Applications May 9, 2023 Community Detection Federated Learning
— Unverified Analysis of different temporal graph neural network configurations on dynamic graphs May 2, 2023 Graph Neural Network Node Regression
— Unverified Integrating spoken instructions into flight trajectory prediction to optimize automation in air traffic control May 2, 2023 Prediction Traffic Prediction
— Unverified A Decomposition Dynamic graph convolutional recurrent network for traffic forecasting May 1, 2023 Traffic Prediction
Code Code Available Attention-based Spatial-Temporal Graph Neural ODE for Traffic Prediction May 1, 2023 Prediction Traffic Prediction
— Unverified Multi-Head Spatiotemporal Attention Graph Convolutional Network for Traffic Prediction Apr 9, 2023 Traffic Prediction
— Unverified Leveraging Neo4j and deep learning for traffic congestion simulation & optimization Apr 1, 2023 Deep Learning Traffic Prediction
— Unverified TraffNet: Learning Causality of Traffic Generation for What-if Prediction Mar 28, 2023 Decision Making Management
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 Modeling of Uncertainties for Traffic Forecasting Mar 16, 2023 Management Prediction
— Unverified Traffic Prediction with Transfer Learning: A Mutual Information-based Approach Mar 13, 2023 Graph Reconstruction Management
— Unverified Enhancing Peak Network Traffic Prediction via Time-Series Decomposition Mar 9, 2023 Prediction Time Series
— Unverified 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 LSTM-ACB-Based Random Access for Mixed Traffic IoT Networks Mar 2, 2023 Traffic Prediction
— Unverified Adaptive Hybrid Spatial-Temporal Graph Neural Network for Cellular Traffic Prediction Feb 28, 2023 Graph Learning Graph Neural Network
Code Code Available TrafFormer: A Transformer Model for Predicting Long-term Traffic Feb 24, 2023 Prediction Traffic Prediction
Code Code Available Semantic-Fused Multi-Granularity Cross-City Traffic Prediction Feb 23, 2023 Graph structure learning Management
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 Dynamic Temporal Self-attention Graph Convolutional Network for Traffic Prediction Feb 21, 2023 Traffic Prediction
— Unverified Traffic Prediction in Cellular Networks using Graph Neural Networks Jan 30, 2023 Traffic Prediction
— Unverified Causal conditional hidden Markov model for multimodal traffic prediction Jan 19, 2023 Management Prediction
Code Code Available Spatio-temporal neural structural causal models for bike flow prediction Jan 19, 2023 counterfactual 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 Predicting traffic crash severity using hybrid of balanced bagging classification and light gradient boosting machine Jan 1, 2023 Feature Importance Hybrid Machine Learning
Code Code Available Smart Journey in Istanbul: A Mobile Application in Smart Cities for Traffic Estimation by Harnessing Time Series Dec 13, 2022 Time Series Time Series Analysis
— Unverified GT-CausIn: a novel causal-based insight for traffic prediction Dec 12, 2022 Traffic Prediction
— Unverified MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling Dec 12, 2022 Decoder Graph Learning
Code Code Available STLGRU: Spatio-Temporal Lightweight Graph GRU for Traffic Flow Prediction Dec 8, 2022 Computational Efficiency Traffic Prediction
Code Code Available Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction Dec 7, 2022 Attribute Prediction
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 GC-GRU-N for Traffic Prediction using Loop Detector Data Nov 13, 2022 Traffic Prediction
— Unverified Efficient Traffic State Forecasting using Spatio-Temporal Network Dependencies: A Sparse Graph Neural Network Approach Nov 6, 2022 Decision Making Graph Attention
— Unverified Large scale traffic forecasting with gradient boosting, Traffic4cast 2022 challenge Oct 31, 2022 Traffic Prediction
Code Code Available STGC-GNNs: A GNN-based traffic prediction framework with a spatial-temporal Granger causality graph Oct 30, 2022 Prediction Traffic Prediction
— Unverified Intelligent Traffic Steering in Beyond 5G Open RAN based on LSTM Traffic Prediction Oct 17, 2022 Management Traffic Prediction
— Unverified Combined Dynamic Virtual Spatiotemporal Graph Mapping for Traffic Prediction Oct 3, 2022 Time Series Time Series Analysis
Code Code Available PromptCast: A New Prompt-based Learning Paradigm for Time Series Forecasting Sep 20, 2022 Language Modelling Representation Learning
Code Code Available Simpler is better: Multilevel Abstraction with Graph Convolutional Recurrent Neural Network Cells for Traffic Prediction Sep 8, 2022 Traffic Prediction
Code Code Available 