Knowledge Distillation on Spatial-Temporal Graph Convolutional Network for Traffic Prediction Jan 22, 2024 Graph Neural Network Knowledge Distillation
— Unverified Spatial-Temporal Large Language Model for Traffic Prediction Jan 18, 2024 Language Modeling Language Modelling
Code Code Available A novel hybrid time-varying graph neural network for traffic flow forecasting Jan 17, 2024 Graph Learning Graph Neural Network
— Unverified 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 Open RAN LSTM Traffic Prediction and Slice Management using Deep Reinforcement Learning Jan 12, 2024 Autonomous Driving Decision Making
— Unverified Online Test-Time Adaptation of Spatial-Temporal Traffic Flow Forecasting Jan 8, 2024 Test-time Adaptation Traffic Prediction
Code Code Available Global-Aware Enhanced Spatial-Temporal Graph Recurrent Networks: A New Framework For Traffic Flow Prediction Jan 7, 2024 Graph Neural Network Prediction
— Unverified Predicting the Skies: A Novel Model for Flight-Level Passenger Traffic Forecasting Jan 7, 2024 Data Augmentation Diversity
— Unverified TelTrans: Applying Multi-Type Telecom Data to Transportation Evaluation and Prediction via Multifaceted Graph Modeling Jan 6, 2024 Graph Neural Network Prediction
— Unverified Enhancing Traffic Flow Prediction using Outlier-Weighted AutoEncoders: Handling Real-Time Changes Dec 27, 2023 Management Outlier Detection
Code Code Available Dynamic Frequency Domain Graph Convolutional Network for Traffic Forecasting Dec 19, 2023 Graph Learning Traffic Prediction
Code Code Available A Sparse Cross Attention-based Graph Convolution Network with Auxiliary Information Awareness for Traffic Flow Prediction Dec 14, 2023 Attribute Decoder
— Unverified A Survey of Generative AI for Intelligent Transportation Systems: Road Transportation Perspective Dec 13, 2023 Decision Making Image Generation
— Unverified SPD-DDPM: Denoising Diffusion Probabilistic Models in the Symmetric Positive Definite Space Dec 13, 2023 Denoising Traffic Prediction
Code Code Available Regional Correlation Aided Mobile Traffic Prediction with Spatiotemporal Deep Learning Dec 11, 2023 Deep Learning Management
— Unverified 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 SAMSGL: Series-Aligned Multi-Scale Graph Learning for Spatio-Temporal Forecasting Dec 5, 2023 Graph Learning Graph structure learning
— Unverified Divide-and-Conquer Strategy for Large-Scale Dynamic Bayesian Network Structure Learning Dec 4, 2023 Computational Efficiency Traffic Prediction
— Unverified Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting Dec 1, 2023 Time Series Traffic Prediction
Code Code Available An Adaptive Framework for Generalizing Network Traffic Prediction towards Uncertain Environments Nov 30, 2023 Prediction Time Series
— Unverified ChatTraffic: Text-to-Traffic Generation via Diffusion Model Nov 27, 2023 model Prediction
Code Code Available Estimating time of arrival of vehicle fleets with GCN based traffic prediction Nov 21, 2023 Management Position
— Unverified Seeing the Unseen: Learning Basis Confounder Representations for Robust Traffic Prediction Nov 21, 2023 Robust Traffic Prediction Traffic Prediction
Code Code Available Network Wide Evacuation Traffic Prediction in a Rapidly Intensifying Hurricane from Traffic Detectors and Facebook Movement Data: A Deep Learning Approach Nov 16, 2023 Prediction Traffic Prediction
— Unverified Spatio-Temporal Graph Neural Point Process for Traffic Congestion Event Prediction Nov 15, 2023 Graph Learning Prediction
— Unverified STDA-Meta: A Meta-Learning Framework for Few-Shot Traffic Prediction Oct 31, 2023 Domain Adaptation Few-Shot Learning
— Unverified Improving Traffic Density Forecasting in Intelligent Transportation Systems Using Gated Graph Neural Networks Oct 26, 2023 Traffic Prediction
— Unverified Enhancing Traffic Prediction with Learnable Filter Module Oct 24, 2023 Prediction Traffic Prediction
— Unverified B^2SFL: A Bi-level Blockchained Architecture for Secure Federated Learning-based Traffic Prediction Oct 23, 2023 Federated Learning Prediction
— Unverified Mobile Traffic Prediction at the Edge Through Distributed and Deep Transfer Learning Oct 22, 2023 Edge-computing Explainable artificial intelligence
— Unverified Networkwide Traffic State Forecasting Using Exogenous Information: A Multi-Dimensional Graph Attention-Based Approach Oct 18, 2023 Decision Making Graph Attention
— Unverified Spatio-Temporal Graph Mixformer for Traffic Forecasting Oct 15, 2023 Traffic Prediction
Code Code Available Interaction-aware Traffic Prediction and Scenario-based Model Predictive Control for Autonomous Vehicles on Highways Oct 11, 2023 Autonomous Vehicles Decision Making
— Unverified Revealing the Power of Masked Autoencoders in Traffic Forecasting Sep 26, 2023 Decoder Multivariate 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 MLPST: MLP is All You Need for Spatio-Temporal Prediction Sep 23, 2023 All Prediction
— Unverified Towards Energy-Aware Federated Traffic Prediction for Cellular Networks Sep 19, 2023 Federated Learning Prediction
Code Code Available Uncertainty-aware Traffic Prediction under Missing Data Sep 13, 2023 Decision Making Graph Neural Network
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 Minimalist Traffic Prediction: Linear Layer Is All You Need Aug 20, 2023 All Prediction
— Unverified Enhancing Spatiotemporal Traffic Prediction through Urban Human Activity Analysis Aug 20, 2023 Deep 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 A Bayesian approach to quantifying uncertainties and improving generalizability in traffic prediction models Jul 12, 2023 Traffic Prediction Uncertainty Quantification
— Unverified Newell's theory based feature transformations for spatio-temporal traffic prediction Jul 12, 2023 Traffic Prediction
— Unverified 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 Air Traffic Management Using a GPU-Accelerated Genetic Algorithm Jun 17, 2023 GPU Management
Code Code Available 