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 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 Virtual Nodes Improve Long-term Traffic Prediction Jan 17, 2025 Prediction Traffic Prediction
— Unverified Temporal Graph MLP Mixer for Spatio-Temporal Forecasting Jan 17, 2025 Spatio-Temporal Forecasting Traffic 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 STAHGNet: Modeling Hybrid-grained Heterogenous Dependency Efficiently for Traffic Prediction Dec 23, 2024 Feature Engineering Graph Attention
— Unverified FRTP: Federating Route Search Records to Enhance Long-term Traffic Prediction Dec 23, 2024 Traffic Prediction
— Unverified 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 Federated Learning for Traffic Flow Prediction with Synthetic Data Augmentation Dec 11, 2024 Data Augmentation Federated Learning
— Unverified Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction Dec 4, 2024 Traffic Prediction
— Unverified Unveiling the Inflexibility of Adaptive Embedding in Traffic Forecasting Nov 18, 2024 Attribute Traffic Prediction
Code Code Available Federated Contrastive Learning of Graph-Level Representations Nov 18, 2024 Clustering Contrastive Learning
— Unverified 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 Incorporating Long-term Data in Training Short-term Traffic Prediction Model Oct 16, 2024 Traffic Prediction
— Unverified Graph Pruning Based Spatial and Temporal Graph Convolutional Network with Transfer Learning for Traffic Prediction Sep 25, 2024 Traffic Prediction Transfer Learning
Code Code Available On Transfer Learning for a Fully Convolutional Deep Neural SIMO Receiver Aug 29, 2024 Traffic Prediction Transfer Learning
— Unverified Variational Mode-Driven Graph Convolutional Network for Spatiotemporal Traffic Forecasting Aug 29, 2024 Traffic Prediction
Code Code Available Spatio-Temporal Road Traffic Prediction using Real-time Regional Knowledge Aug 23, 2024 Prediction Traffic Prediction
— Unverified Causally-Aware Spatio-Temporal Multi-Graph Convolution Network for Accurate and Reliable Traffic Prediction Aug 23, 2024 Conformal Prediction Prediction
— Unverified Self-Refined Generative Foundation Models for Wireless Traffic Prediction Aug 19, 2024 Few-Shot Learning In-Context Learning
— Unverified Heterogeneous Graph Sequence Neural Networks for Dynamic Traffic Assignment Aug 7, 2024 Decoder Traffic Prediction
— Unverified DRFormer: Multi-Scale Transformer Utilizing Diverse Receptive Fields for Long Time-Series Forecasting Aug 5, 2024 Position Sparse Learning
Code Code Available Spatio-Temporal Partial Sensing Forecast for Long-term Traffic Aug 2, 2024 Traffic Prediction
— Unverified IBB Traffic Graph Data: Benchmarking and Road Traffic Prediction Model Aug 2, 2024 Benchmarking Feature Engineering
— Unverified MSCT: Addressing Time-Varying Confounding with Marginal Structural Causal Transformer for Counterfactual Post-Crash Traffic Prediction Jul 19, 2024 counterfactual Prediction
— Unverified 