Federated Learning with Graph-Based Aggregation for Traffic Forecasting Jul 13, 2025 Federated Learning Graph Learning
— Unverified Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies Jun 1, 2025 Computational Efficiency Graph Attention
— Unverified MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction May 26, 2025 Conformal Prediction Meta-Learning
— Unverified Cellular Traffic Prediction via Byzantine-robust Asynchronous Federated Learning May 25, 2025 Federated Learning Prediction
Code Code Available PPTNet: A Hybrid Periodic Pattern-Transformer Architecture for Traffic Flow Prediction and Congestion Identification May 19, 2025 Decoder Prediction
Code Code Available HQSI: Hybrid Quantum Swarm Intelligence -- A Case Study of Online Certificate Status Protocol Request Flow Prediction May 7, 2025 Traffic Prediction
— Unverified Enhancing short-term traffic prediction by integrating trends and fluctuations with attention mechanism Apr 28, 2025 Traffic Prediction
— Unverified STEI-PCN: an efficient pure convolutional network for traffic prediction via spatial-temporal encoding and inferring Apr 10, 2025 Computational Efficiency Prediction
— Unverified DG-STMTL: A Novel Graph Convolutional Network for Multi-Task Spatio-Temporal Traffic Forecasting Apr 10, 2025 Multi-Task Learning Prediction
— Unverified DP-LET: An Efficient Spatio-Temporal Network Traffic Prediction Framework Apr 4, 2025 Computational Efficiency Denoising
— Unverified FlowDistill: Scalable Traffic Flow Prediction via Distillation from LLMs Apr 2, 2025 Knowledge Distillation Prediction
Code Code Available Bilinear Spatiotemporal Fusion Network: An efficient approach for traffic flow prediction Apr 1, 2025 Spatio-Temporal Forecasting Time Series
Code Code Available 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 MSCMHMST: A traffic flow prediction model based on Transformer Mar 16, 2025 Prediction Traffic Prediction
— Unverified Effective and Efficient Cross-City Traffic Knowledge Transfer: A Privacy-Preserving Perspective Mar 15, 2025 Federated Learning Imputation
— Unverified TrafficKAN-GCN: Graph Convolutional-based Kolmogorov-Arnold Network for Traffic Flow Optimization Mar 5, 2025 Computational Efficiency Graph Learning
Code Code Available Fed-KAN: Federated Learning with Kolmogorov-Arnold Networks for Traffic Prediction Feb 28, 2025 Federated Learning Kolmogorov-Arnold Networks
— Unverified SUSTeR: Sparse Unstructured Spatio Temporal Reconstruction on Traffic Prediction Feb 24, 2025 Prediction Traffic Prediction
Code Code Available Highly Dynamic and Flexible Spatio-Temporal Spectrum Management with AI-Driven O-RAN: A Multi-Granularity Marketplace Framework Feb 19, 2025 Management Traffic Prediction
— Unverified NTP-INT: Network Traffic Prediction-Driven In-band Network Telemetry for High-load Switches Feb 18, 2025 Deep Reinforcement Learning Graph Neural Network
— Unverified Structure-preserving contrastive learning for spatial time series Feb 10, 2025 Contrastive Learning Representation Learning
Code Code Available Using Causality for Enhanced Prediction of Web Traffic Time Series Feb 2, 2025 Anomaly Detection Fraud Detection
— Unverified Data Mining in Transportation Networks with Graph Neural Networks: A Review and Outlook Jan 28, 2025 Prediction Traffic Prediction
— Unverified Unveiling the Power of Noise Priors: Enhancing Diffusion Models for Mobile Traffic Prediction Jan 23, 2025 Denoising Traffic Prediction
— Unverified T-Graphormer: Using Transformers for Spatiotemporal Forecasting Jan 22, 2025 Time Series Traffic 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 Temporal Graph MLP Mixer for Spatio-Temporal Forecasting Jan 17, 2025 Spatio-Temporal Forecasting Traffic Prediction
Code Code Available Virtual Nodes Improve Long-term Traffic Prediction Jan 17, 2025 Prediction Traffic Prediction
— Unverified Efficient Traffic Prediction Through Spatio-Temporal Distillation Jan 15, 2025 Knowledge Distillation Prediction
Code Code Available BiDepth Multimodal Neural Network: Bidirectional Depth Deep Learning Architecture for Spatial-Temporal Prediction Jan 14, 2025 Precipitation Forecasting Prediction
— Unverified SFADNet: Spatio-temporal Fused Graph based on Attention Decoupling Network for Traffic Prediction Jan 7, 2025 Management Prediction
Code Code Available MHGNet: Multi-Heterogeneous Graph Neural Network for Traffic Prediction Jan 7, 2025 Graph Neural Network Traffic Prediction
Code Code Available FasterSTS: A Faster Spatio-Temporal Synchronous Graph Convolutional Networks for Traffic flow Forecasting Jan 1, 2025 Prediction Traffic Prediction
Code Code Available FRTP: Federating Route Search Records to Enhance Long-term Traffic Prediction Dec 23, 2024 Traffic Prediction
— Unverified STAHGNet: Modeling Hybrid-grained Heterogenous Dependency Efficiently for Traffic Prediction Dec 23, 2024 Feature Engineering Graph Attention
— Unverified 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 Global Spatio-Temporal Fusion-based Traffic Prediction Algorithm with Anomaly Aware Dec 19, 2024 Anomaly Detection Prediction
— Unverified FairTP: A Prolonged Fairness Framework for Traffic Prediction Dec 18, 2024 Fairness 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 for Traffic Flow Prediction with Synthetic Data Augmentation Dec 11, 2024 Data Augmentation Federated Learning
— Unverified Federated Learning in Mobile Networks: A Comprehensive Case Study on Traffic Forecasting Dec 5, 2024 Federated Learning Management
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 Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Dec 4, 2024 Traffic Prediction
— Unverified Federated Contrastive Learning of Graph-Level Representations Nov 18, 2024 Clustering Contrastive Learning
— Unverified Unveiling the Inflexibility of Adaptive Embedding in Traffic Forecasting Nov 18, 2024 Attribute Traffic Prediction
Code Code Available A Traffic Prediction-Based Individualized Driver Warning System to Reduce Red Light Violations Nov 5, 2024 Traffic Prediction
— Unverified Strada-LLM: Graph LLM for traffic prediction Oct 28, 2024 Domain Adaptation Prediction
— Unverified SSMT: Few-Shot Traffic Forecasting with Single Source Meta-Transfer Oct 21, 2024 Meta-Learning Traffic Prediction
— Unverified 