Individualized Federated Learning for Traffic Prediction with Error Driven Aggregation Jul 17, 2024 Federated Learning Prediction
Code Code Available Traffic Prediction considering Multiple Levels of Spatial-temporal Information: A Multi-scale Graph Wavelet-based Approach Jun 18, 2024 Traffic Prediction
— Unverified Informed along the road: roadway capacity driven graph convolution network for network-wide traffic prediction Jun 18, 2024 Management Traffic Prediction
— Unverified Rethinking Spatio-Temporal Transformer for Traffic Prediction:Multi-level Multi-view Augmented Learning Framework Jun 17, 2024 Spatio-Temporal Forecasting Traffic Prediction
— Unverified Deploying scalable traffic prediction models for efficient management in real-world large transportation networks during hurricane evacuations Jun 17, 2024 Management Prediction
— Unverified Are Graphs and GCNs necessary for short-term metro ridership forecasting? Jun 6, 2024 Decoder Prediction
Code Code Available Enhancing Sustainable Urban Mobility Prediction with Telecom Data: A Spatio-Temporal Framework Approach May 26, 2024 Graph Neural Network Management
Code Code Available Repeat-Aware Neighbor Sampling for Dynamic Graph Learning May 24, 2024 Graph Learning Link Prediction
Code Code Available FLEXIBLE: Forecasting Cellular Traffic by Leveraging Explicit Inductive Graph-Based Learning May 14, 2024 Inductive Learning Spatio-Temporal Forecasting
— Unverified Multi-agent Traffic Prediction via Denoised Endpoint Distribution May 11, 2024 Autonomous Driving Prediction
— Unverified Enhancing Traffic Prediction with Textual Data Using Large Language Models May 10, 2024 Prediction Scheduling
— Unverified xMTrans: Temporal Attentive Cross-Modality Fusion Transformer for Long-Term Traffic Prediction May 8, 2024 Traffic Prediction
— Unverified RACH Traffic Prediction in Massive Machine Type Communications May 8, 2024 Prediction Traffic Prediction
— Unverified Cellular Traffic Prediction Using Online Prediction Algorithms May 8, 2024 Management Prediction
— Unverified TrafficGPT: Towards Multi-Scale Traffic Analysis and Generation with Spatial-Temporal Agent Framework May 8, 2024 Prediction Traffic Prediction
— Unverified Machine Learning in Short-Reach Optical Systems: A Comprehensive Survey May 2, 2024 Fault Detection Survey
— Unverified ST-MambaSync: The Complement of Mamba and Transformers for Spatial-Temporal in Traffic Flow Prediction Apr 24, 2024 Computational Efficiency Mamba
— Unverified A Unified Replay-based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data Apr 23, 2024 Data Augmentation Prediction
— Unverified Poisoning Attacks on Federated Learning-based Wireless Traffic Prediction Apr 22, 2024 Autonomous Vehicles Federated Learning
— Unverified ST-Mamba: Spatial-Temporal Selective State Space Model for Traffic Flow Prediction Apr 20, 2024 Computational Efficiency Mamba
— Unverified Multi-Step Traffic Prediction for Multi-Period Planning in Optical Networks Apr 12, 2024 Decoder Prediction
— Unverified STMGF: An Effective Spatial-Temporal Multi-Granularity Framework for Traffic Forecasting Apr 8, 2024 Traffic Prediction
— Unverified Energy-Guided Data Sampling for Traffic Prediction with Mini Training Datasets Mar 27, 2024 Deep Learning Traffic Prediction
— Unverified TrafPS: A Shapley-based Visual Analytics Approach to Interpret Traffic Mar 7, 2024 Decision Making Management
— Unverified TPLLM: A Traffic Prediction Framework Based on Pretrained Large Language Models Mar 4, 2024 Few-Shot Learning Graph Embedding
— Unverified RPMixer: Shaking Up Time Series Forecasting with Random Projections for Large Spatial-Temporal Data Feb 16, 2024 All Diversity
— Unverified Lens: A Foundation Model for Network Traffic Feb 6, 2024 Decoder model
— Unverified Efficient and Interpretable Traffic Destination Prediction using Explainable Boosting Machines Feb 5, 2024 Autonomous Driving Feature Importance
Code Code Available Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks Jan 29, 2024 Spatio-Temporal Forecasting Time Series Prediction
Code Code Available Hybrid Transformer and Spatial-Temporal Self-Supervised Learning for Long-term Traffic Prediction Jan 29, 2024 Data Augmentation Self-Supervised Learning
— Unverified Knowledge Distillation on Spatial-Temporal Graph Convolutional Network for Traffic Prediction Jan 22, 2024 Graph Neural Network Knowledge Distillation
— Unverified A novel hybrid time-varying graph neural network for traffic flow forecasting Jan 17, 2024 Graph Learning Graph Neural Network
— Unverified Open RAN LSTM Traffic Prediction and Slice Management using Deep Reinforcement Learning Jan 12, 2024 Autonomous Driving Decision Making
— Unverified 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 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 An Adaptive Framework for Generalizing Network Traffic Prediction towards Uncertain Environments Nov 30, 2023 Prediction Time Series
— Unverified Estimating time of arrival of vehicle fleets with GCN based traffic prediction Nov 21, 2023 Management Position
— Unverified 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 