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
Code Code Available 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 