QFCNN: Quantum Fourier Convolutional Neural Network Jun 19, 2021 image-classification Image Classification
— Unverified RACH Traffic Prediction in Massive Machine Type Communications May 8, 2024 Prediction Traffic Prediction
— Unverified RPMixer: Shaking Up Time Series Forecasting with Random Projections for Large Spatial-Temporal Data Feb 16, 2024 All Diversity
— Unverified Ranking in evolving complex networks Apr 26, 2017 Traffic Prediction
— Unverified Regional Correlation Aided Mobile Traffic Prediction with Spatiotemporal Deep Learning Dec 11, 2023 Deep Learning Management
— Unverified Regularized Deep Networks in Intelligent Transportation Systems: A Taxonomy and a Case Study Nov 8, 2019 Clustering Decision Making
— Unverified Rethinking Spatio-Temporal Transformer for Traffic Prediction:Multi-level Multi-view Augmented Learning Framework Jun 17, 2024 Spatio-Temporal Forecasting Traffic Prediction
— Unverified Revisiting Random Forests in a Comparative Evaluation of Graph Convolutional Neural Network Variants for Traffic Prediction May 30, 2023 Prediction regression
— Unverified Revisiting the Modifiable Areal Unit Problem in Deep Traffic Prediction with Visual Analytics Jul 30, 2020 Prediction Traffic Prediction
— Unverified SAMSGL: Series-Aligned Multi-Scale Graph Learning for Spatio-Temporal Forecasting Dec 5, 2023 Graph Learning Graph structure learning
— Unverified Traffic signal prediction on transportation networks using spatio-temporal correlations on graphs Apr 27, 2021 Multivariate Time Series Forecasting Prediction
Code Code Available 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 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 A Comparative Study on Machine Learning-based Approaches for Improving Traffic Accident Severity Prediction Nov 2, 2021 Classification Crash injury severity
Code Code Available QTIP: Quick simulation-based adaptation of Traffic model per Incident Parameters Mar 9, 2020 Prediction Traffic Prediction
Code Code Available Combined Dynamic Virtual Spatiotemporal Graph Mapping for Traffic Prediction Oct 3, 2022 Time Series Time Series Analysis
Code Code Available Traffic4cast -- Large-scale Traffic Prediction using 3DResNet and Sparse-UNet Nov 10, 2021 Traffic Prediction
Code Code Available A Cluster-Based Trip Prediction Graph Neural Network Model for Bike Sharing Systems Jan 3, 2022 Clustering Graph Neural Network
Code Code Available STG2Seq: Spatial-temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting May 24, 2019 Demand Forecasting Graph-to-Sequence
Code Code Available Cellular Traffic Prediction via Byzantine-robust Asynchronous Federated Learning May 25, 2025 Federated Learning Prediction
Code Code Available Repeat-Aware Neighbor Sampling for Dynamic Graph Learning May 24, 2024 Graph Learning Link Prediction
Code Code Available TraffNet: Learning Causality of Traffic Generation for What-if Prediction Mar 28, 2023 Decision Making Management
Code Code Available Revealing the Power of Masked Autoencoders in Traffic Forecasting Sep 26, 2023 Decoder Multivariate Time Series Forecasting
Code Code Available Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks Jan 29, 2024 Spatio-Temporal Forecasting Time Series Prediction
Code Code Available Revisiting Spatial-Temporal Similarity: A Deep Learning Framework for Traffic Prediction Mar 3, 2018 Traffic Prediction
Code Code Available STLGRU: Spatio-Temporal Lightweight Graph GRU for Traffic Flow Prediction Dec 8, 2022 Computational Efficiency Traffic 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 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 Traffic flow prediction using Deep Sedenion Networks Dec 7, 2020 Multi-Task Learning Prediction
Code Code Available MHGNet: Multi-Heterogeneous Graph Neural Network for Traffic Prediction Jan 7, 2025 Graph Neural Network Traffic Prediction
Code Code Available Traffic Forecasting on Traffic Moving Snippets Oct 27, 2021 Traffic Prediction
Code Code Available Large scale traffic forecasting with gradient boosting, Traffic4cast 2022 challenge Oct 31, 2022 Traffic Prediction
Code Code Available TrafFormer: A Transformer Model for Predicting Long-term Traffic Feb 24, 2023 Prediction Traffic Prediction
Code Code Available Sequence to Sequence Learning with Neural Networks Sep 10, 2014 Machine Translation Sentence
Code Code Available SFADNet: Spatio-temporal Fused Graph based on Attention Decoupling Network for Traffic Prediction Jan 7, 2025 Management 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 Network Level Spatial Temporal Traffic State Forecasting with Hierarchical Attention LSTM (HierAttnLSTM) Jan 15, 2022 Traffic Prediction
Code Code Available Structure-preserving contrastive learning for spatial time series Feb 10, 2025 Contrastive Learning Representation Learning
Code Code Available Adversarial Diffusion Attacks on Graph-based Traffic Prediction Models Apr 19, 2021 Adversarial Attack Management
Code Code Available TrafficKAN-GCN: Graph Convolutional-based Kolmogorov-Arnold Network for Traffic Flow Optimization Mar 5, 2025 Computational Efficiency Graph Learning
Code Code Available Simpler is better: Multilevel Abstraction with Graph Convolutional Recurrent Neural Network Cells for Traffic Prediction Sep 8, 2022 Traffic Prediction
Code Code Available Dynamic Spatial-Temporal Representation Learning for Traffic Flow Prediction Sep 2, 2019 Representation Learning Traffic Prediction
Code Code Available SUSTeR: Sparse Unstructured Spatio Temporal Reconstruction on Traffic Prediction Feb 24, 2025 Prediction Traffic Prediction
Code Code Available Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting Jan 20, 2019 Prediction Traffic Prediction
Code Code Available Individualized Federated Learning for Traffic Prediction with Error Driven Aggregation Jul 17, 2024 Federated Learning Prediction
Code Code Available Are Graphs and GCNs necessary for short-term metro ridership forecasting? Jun 6, 2024 Decoder Prediction
Code Code Available Unveiling the Inflexibility of Adaptive Embedding in Traffic Forecasting Nov 18, 2024 Attribute Traffic Prediction
Code Code Available Incrementally Improving Graph WaveNet Performance on Traffic Prediction Dec 11, 2019 Graph Neural Network Prediction
Code Code Available Incorporating Reachability Knowledge into a Multi-Spatial Graph Convolution Based Seq2Seq Model for Traffic Forecasting Jul 4, 2021 Decoder Traffic Prediction
Code Code Available GMAN: A Graph Multi-Attention Network for Traffic Prediction Nov 11, 2019 Decoder Image Dehazing
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