Incorporating Long-term Data in Training Short-term Traffic Prediction Model Oct 16, 2024 Traffic Prediction
— Unverified A Time Series is Worth Five Experts: Heterogeneous Mixture of Experts for Traffic Flow Prediction Sep 26, 2024 Mixture-of-Experts Prediction
Code Code Available Graph Pruning Based Spatial and Temporal Graph Convolutional Network with Transfer Learning for Traffic Prediction Sep 25, 2024 Traffic Prediction Transfer Learning
— Unverified Variational Mode-Driven Graph Convolutional Network for Spatiotemporal Traffic Forecasting Aug 29, 2024 Traffic Prediction
Code Code Available On Transfer Learning for a Fully Convolutional Deep Neural SIMO Receiver Aug 29, 2024 Traffic Prediction Transfer Learning
— Unverified Causally-Aware Spatio-Temporal Multi-Graph Convolution Network for Accurate and Reliable Traffic Prediction Aug 23, 2024 Conformal Prediction Prediction
— Unverified Spatio-Temporal Road Traffic Prediction using Real-time Regional Knowledge Aug 23, 2024 Prediction Traffic Prediction
— Unverified Self-Refined Generative Foundation Models for Wireless Traffic Prediction Aug 19, 2024 Few-Shot Learning In-Context Learning
— Unverified OpenCity: Open Spatio-Temporal Foundation Models for Traffic Prediction Aug 16, 2024 Prediction Traffic Prediction
Code Code Available Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction Aug 12, 2024 Prediction Traffic Prediction
Code Code Available 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 Individualized Federated Learning for Traffic Prediction with Error Driven Aggregation Jul 17, 2024 Federated Learning Prediction
Code Code Available ModWaveMLP: MLP-Based Mode Decomposition and Wavelet Denoising Model to Defeat Complex Structures in Traffic Forecasting Jul 1, 2024 Denoising Prediction
Code Code Available Informed along the road: roadway capacity driven graph convolution network for network-wide traffic prediction Jun 18, 2024 Management Traffic Prediction
— Unverified Traffic Prediction considering Multiple Levels of Spatial-temporal Information: A Multi-scale Graph Wavelet-based Approach Jun 18, 2024 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 Rethinking Spatio-Temporal Transformer for Traffic Prediction:Multi-level Multi-view Augmented Learning Framework Jun 17, 2024 Spatio-Temporal Forecasting Traffic Prediction
— Unverified Are Graphs and GCNs necessary for short-term metro ridership forecasting? Jun 6, 2024 Decoder Prediction
Code Code Available FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction May 28, 2024 In-Context Learning 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 TrafficGPT: Towards Multi-Scale Traffic Analysis and Generation with Spatial-Temporal Agent Framework May 8, 2024 Prediction 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 xMTrans: Temporal Attentive Cross-Modality Fusion Transformer for Long-Term Traffic Prediction May 8, 2024 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 Towards Explainable Traffic Flow Prediction with Large Language Models Apr 3, 2024 Deep Learning Prediction
Code Code Available Energy-Guided Data Sampling for Traffic Prediction with Mini Training Datasets Mar 27, 2024 Deep Learning Traffic Prediction
— Unverified Unifying Lane-Level Traffic Prediction from a Graph Structural Perspective: Benchmark and Baseline Mar 22, 2024 Autonomous Driving Prediction
Code Code Available BjTT: A Large-scale Multimodal Dataset for Traffic Prediction Mar 8, 2024 Prediction Traffic Prediction
Code Code Available 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 Hybrid Transformer and Spatial-Temporal Self-Supervised Learning for Long-term Traffic Prediction Jan 29, 2024 Data Augmentation Self-Supervised Learning
— Unverified Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks Jan 29, 2024 Spatio-Temporal Forecasting Time Series Prediction
Code Code Available 