T-Graphormer: Using Transformers for Spatiotemporal Forecasting Jan 22, 2025 Time Series Traffic Prediction
Code Code Available 5 Traffic4cast -- Large-scale Traffic Prediction using 3DResNet and Sparse-UNet Nov 10, 2021 Traffic Prediction
Code Code Available 5 SUSTeR: Sparse Unstructured Spatio Temporal Reconstruction on Traffic Prediction Feb 24, 2025 Prediction Traffic Prediction
Code Code Available 5 Enhancing Traffic Flow Prediction using Outlier-Weighted AutoEncoders: Handling Real-Time Changes Dec 27, 2023 Management Outlier Detection
Code Code Available 5 Enhancing Sustainable Urban Mobility Prediction with Telecom Data: A Spatio-Temporal Framework Approach May 26, 2024 Graph Neural Network Management
Code Code Available 5 Enhancing Spatiotemporal Traffic Prediction through Urban Human Activity Analysis Aug 20, 2023 Deep Learning Prediction
Code Code Available 5 Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks Jan 29, 2024 Spatio-Temporal Forecasting Time Series Prediction
Code Code Available 5 STLGRU: Spatio-Temporal Lightweight Graph GRU for Traffic Flow Prediction Dec 8, 2022 Computational Efficiency Traffic Prediction
Code Code Available 5 SPD-DDPM: Denoising Diffusion Probabilistic Models in the Symmetric Positive Definite Space Dec 13, 2023 Denoising Traffic Prediction
Code Code Available 5 Spatiotemporal Tile-based Attention-guided LSTMs for Traffic Video Prediction Oct 24, 2019 Action Recognition Decoder
Code Code Available 5 Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting Jan 20, 2019 Prediction Traffic Prediction
Code Code Available 5 Efficient and Interpretable Traffic Destination Prediction using Explainable Boosting Machines Feb 5, 2024 Autonomous Driving Feature Importance
Code Code Available 5 Adversarial Diffusion Attacks on Graph-based Traffic Prediction Models Apr 19, 2021 Adversarial Attack Management
Code Code Available 5 Dynamic Frequency Domain Graph Convolutional Network for Traffic Forecasting Dec 19, 2023 Graph Learning Traffic Prediction
Code Code Available 5 STG2Seq: Spatial-temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting May 24, 2019 Demand Forecasting Graph-to-Sequence
Code Code Available 5 Traffic flow prediction using Deep Sedenion Networks Dec 7, 2020 Multi-Task Learning Prediction
Code Code Available 5 Structure-preserving contrastive learning for spatial time series Feb 10, 2025 Contrastive Learning Representation Learning
Code Code Available 5 Estimating multi-year 24/7 origin-destination demand using high-granular multi-source traffic data Jan 26, 2019 GPU Traffic Prediction
Code Code Available 5 Sequence to Sequence Learning with Neural Networks Sep 10, 2014 Machine Translation Sentence
Code Code Available 5 SFADNet: Spatio-temporal Fused Graph based on Attention Decoupling Network for Traffic Prediction Jan 7, 2025 Management Prediction
Code Code Available 5 Simpler is better: Multilevel Abstraction with Graph Convolutional Recurrent Neural Network Cells for Traffic Prediction Sep 8, 2022 Traffic Prediction
Code Code Available 5 Expected Information Maximization: Using the I-Projection for Mixture Density Estimation Jan 23, 2020 Density Estimation Traffic Prediction
Code Code Available 5 Are Graphs and GCNs necessary for short-term metro ridership forecasting? Jun 6, 2024 Decoder Prediction
Code Code Available 5 Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic Prediction Mar 3, 2018 Traffic Prediction
Code Code Available 5 Revealing the Power of Masked Autoencoders in Traffic Forecasting Sep 26, 2023 Decoder Multivariate Time Series Forecasting
Code Code Available 5 A novel stacking framework based on hybrid of gradient boosting-adaptive boosting-multilayer perceptron for crash injury severity prediction and analysis Dec 17, 2021 Crash injury severity Ensemble Learning
Code Code Available 5 Deep Sequence Learning with Auxiliary Information for Traffic Prediction Jun 13, 2018 Decoder Prediction
Code Code Available 5 QTIP: Quick simulation-based adaptation of Traffic model per Incident Parameters Mar 9, 2020 Prediction Traffic Prediction
Code Code Available 5 Deep Multi-View Spatial-Temporal Network for Taxi Demand Prediction Feb 23, 2018 image-classification Image Classification
Code Code Available 5 Predicting crash injury severity in smart cities: a novel computational approach with wide and deep learning model Mar 4, 2023 Classification Crash injury severity
Code Code Available 5 Predicting traffic crash severity using hybrid of balanced bagging classification and light gradient boosting machine Jan 1, 2023 Feature Importance Hybrid Machine Learning
Code Code Available 5 PPTNet: A Hybrid Periodic Pattern-Transformer Architecture for Traffic Flow Prediction and Congestion Identification May 19, 2025 Decoder Prediction
Code Code Available 5 Traffic signal prediction on transportation networks using spatio-temporal correlations on graphs Apr 27, 2021 Multivariate Time Series Forecasting Prediction
Code Code Available 5 Repeat-Aware Neighbor Sampling for Dynamic Graph Learning May 24, 2024 Graph Learning Link Prediction
Code Code Available 5 Completion and Augmentation based Spatiotemporal Deep Learning Approach for Short-Term Metro Origin-Destination Matrix Prediction under Limited Observable Data Aug 9, 2021 Management Prediction
Code Code Available 5 Conditional Temporal Neural Processes with Covariance Loss Jun 22, 2021 Time Series Forecasting Traffic Prediction
Code Code Available 5 Combined Dynamic Virtual Spatiotemporal Graph Mapping for Traffic Prediction Oct 3, 2022 Time Series Time Series Analysis
Code Code Available 5 GMAN: A Graph Multi-Attention Network for Traffic Prediction Nov 11, 2019 Decoder Image Dehazing
Code Code Available 5 DRFormer: Multi-Scale Transformer Utilizing Diverse Receptive Fields for Long Time-Series Forecasting Aug 5, 2024 Position Sparse Learning
Code Code Available 5 Cellular Traffic Prediction via Byzantine-robust Asynchronous Federated Learning May 25, 2025 Federated Learning Prediction
Code Code Available 5 MHGNet: Multi-Heterogeneous Graph Neural Network for Traffic Prediction Jan 7, 2025 Graph Neural Network Traffic Prediction
Code Code Available 5 A Comparative Study on Machine Learning-based Approaches for Improving Traffic Accident Severity Prediction Nov 2, 2021 Classification Crash injury severity
Code Code Available 5 FlowDistill: Scalable Traffic Flow Prediction via Distillation from LLMs Apr 2, 2025 Knowledge Distillation Prediction
Code Code Available 5 Individualized Federated Learning for Traffic Prediction with Error Driven Aggregation Jul 17, 2024 Federated Learning Prediction
Code Code Available 5 Air Traffic Management Using a GPU-Accelerated Genetic Algorithm Jun 17, 2023 GPU Management
Code Code Available 5 Large scale traffic forecasting with gradient boosting, Traffic4cast 2022 challenge Oct 31, 2022 Traffic Prediction
Code Code Available 5 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 5 Incorporating Reachability Knowledge into a Multi-Spatial Graph Convolution Based Seq2Seq Model for Traffic Forecasting Jul 4, 2021 Decoder Traffic Prediction
Code Code Available 5 Bilinear Spatiotemporal Fusion Network: An efficient approach for traffic flow prediction Apr 1, 2025 Spatio-Temporal Forecasting Time Series
Code Code Available 5 A Cluster-Based Trip Prediction Graph Neural Network Model for Bike Sharing Systems Jan 3, 2022 Clustering Graph Neural Network
Code Code Available 5 