Browse State-of-the-Art › Traffic Prediction › Papers, page 3
Traffic Prediction
Papers archive 2025-07-28
archive papers tagged: 375 · with a code link: 164 · where Syntology ran a sample: 36 (31 with a run with no instrument failure, 5 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (36 of 375 tagged: 31 with a run with no instrument failure, 5 where every run was a failure of Syntology's instrument)
Page 3 of 4: papers 201 to 300 of 375, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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Informed along the road: roadway capacity driven graph convolution network for network-wide traffic prediction18 Jun 2024 0 repositories listed
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Traffic Prediction considering Multiple Levels of Spatial-temporal Information: A Multi-scale Graph Wavelet-based Approach18 Jun 2024 0 repositories listed
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Deploying scalable traffic prediction models for efficient management in real-world large transportation networks during hurricane evacuations17 Jun 2024 0 repositories listed
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Rethinking Spatio-Temporal Transformer for Traffic Prediction:Multi-level Multi-view Augmented Learning Framework17 Jun 2024 0 repositories listed
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FLEXIBLE: Forecasting Cellular Traffic by Leveraging Explicit Inductive Graph-Based Learning14 May 2024 0 repositories listed
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Multi-agent Traffic Prediction via Denoised Endpoint Distribution11 May 2024 0 repositories listed
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Enhancing Traffic Prediction with Textual Data Using Large Language Models10 May 2024 0 repositories listed
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Cellular Traffic Prediction Using Online Prediction Algorithms8 May 2024 0 repositories listed
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RACH Traffic Prediction in Massive Machine Type Communications8 May 2024 0 repositories listed
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TrafficGPT: Towards Multi-Scale Traffic Analysis and Generation with Spatial-Temporal Agent Framework8 May 2024 0 repositories listed
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xMTrans: Temporal Attentive Cross-Modality Fusion Transformer for Long-Term Traffic Prediction8 May 2024 0 repositories listed
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Machine Learning in Short-Reach Optical Systems: A Comprehensive Survey2 May 2024 0 repositories listed
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ST-MambaSync: The Complement of Mamba and Transformers for Spatial-Temporal in Traffic Flow Prediction24 Apr 2024 0 repositories listed
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A Unified Replay-based Continuous Learning Framework for Spatio-Temporal Prediction on Streaming Data23 Apr 2024 0 repositories listed
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Poisoning Attacks on Federated Learning-based Wireless Traffic Prediction22 Apr 2024 0 repositories listed
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ST-Mamba: Spatial-Temporal Selective State Space Model for Traffic Flow Prediction20 Apr 2024 0 repositories listed
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Multi-Step Traffic Prediction for Multi-Period Planning in Optical Networks12 Apr 2024 0 repositories listed
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STMGF: An Effective Spatial-Temporal Multi-Granularity Framework for Traffic Forecasting8 Apr 2024 0 repositories listed
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Energy-Guided Data Sampling for Traffic Prediction with Mini Training Datasets27 Mar 2024 0 repositories listed
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TrafPS: A Shapley-based Visual Analytics Approach to Interpret Traffic7 Mar 2024 0 repositories listed
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TPLLM: A Traffic Prediction Framework Based on Pretrained Large Language Models4 Mar 2024 0 repositories listed
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16 Feb 2024 0 repositories listed
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Lens: A Foundation Model for Network Traffic6 Feb 2024 0 repositories listed
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Hybrid Transformer and Spatial-Temporal Self-Supervised Learning for Long-term Traffic Prediction29 Jan 2024 0 repositories listed
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Knowledge Distillation on Spatial-Temporal Graph Convolutional Network for Traffic Prediction22 Jan 2024 0 repositories listed
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17 Jan 2024 0 repositories listed
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Open RAN LSTM Traffic Prediction and Slice Management using Deep Reinforcement Learning12 Jan 2024 0 repositories listed
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Global-Aware Enhanced Spatial-Temporal Graph Recurrent Networks: A New Framework For Traffic Flow Prediction7 Jan 2024 0 repositories listed
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Predicting the Skies: A Novel Model for Flight-Level Passenger Traffic Forecasting7 Jan 2024 0 repositories listed
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6 Jan 2024 0 repositories listed Syntology 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 1 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (of 7 harvested samples) · 7 pointer-only (licence)
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A Sparse Cross Attention-based Graph Convolution Network with Auxiliary Information Awareness for Traffic Flow Prediction14 Dec 2023 0 repositories listed
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A Survey of Generative AI for Intelligent Transportation Systems: Road Transportation Perspective13 Dec 2023 0 repositories listed
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Regional Correlation Aided Mobile Traffic Prediction with Spatiotemporal Deep Learning11 Dec 2023 0 repositories listed
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SAMSGL: Series-Aligned Multi-Scale Graph Learning for Spatio-Temporal Forecasting5 Dec 2023 0 repositories listed
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Divide-and-Conquer Strategy for Large-Scale Dynamic Bayesian Network Structure Learning4 Dec 2023 0 repositories listed
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An Adaptive Framework for Generalizing Network Traffic Prediction towards Uncertain Environments30 Nov 2023 0 repositories listed
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Estimating time of arrival of vehicle fleets with GCN based traffic prediction21 Nov 2023 0 repositories listed
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Network Wide Evacuation Traffic Prediction in a Rapidly Intensifying Hurricane from Traffic Detectors and Facebook Movement Data: A Deep Learning Approach16 Nov 2023 0 repositories listed
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Spatio-Temporal Graph Neural Point Process for Traffic Congestion Event Prediction15 Nov 2023 0 repositories listed
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STDA-Meta: A Meta-Learning Framework for Few-Shot Traffic Prediction31 Oct 2023 0 repositories listed
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Improving Traffic Density Forecasting in Intelligent Transportation Systems Using Gated Graph Neural Networks26 Oct 2023 0 repositories listed
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Enhancing Traffic Prediction with Learnable Filter Module24 Oct 2023 0 repositories listed
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B^2SFL: A Bi-level Blockchained Architecture for Secure Federated Learning-based Traffic Prediction23 Oct 2023 0 repositories listed
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Mobile Traffic Prediction at the Edge Through Distributed and Deep Transfer Learning22 Oct 2023 0 repositories listed
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Networkwide Traffic State Forecasting Using Exogenous Information: A Multi-Dimensional Graph Attention-Based Approach18 Oct 2023 0 repositories listed
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Interaction-aware Traffic Prediction and Scenario-based Model Predictive Control for Autonomous Vehicles on Highways11 Oct 2023 0 repositories listed
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MLPST: MLP is All You Need for Spatio-Temporal Prediction23 Sep 2023 0 repositories listed
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Minimalist Traffic Prediction: Linear Layer Is All You Need20 Aug 2023 0 repositories listed
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A Bayesian approach to quantifying uncertainties and improving generalizability in traffic prediction models12 Jul 2023 0 repositories listed
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Newell's theory based feature transformations for spatio-temporal traffic prediction12 Jul 2023 0 repositories listed
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DEK-Forecaster: A Novel Deep Learning Model Integrated with EMD-KNN for Traffic Prediction6 Jun 2023 0 repositories listed
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Traffic Prediction using Artificial Intelligence: Review of Recent Advances and Emerging Opportunities31 May 2023 0 repositories listed
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Revisiting Random Forests in a Comparative Evaluation of Graph Convolutional Neural Network Variants for Traffic Prediction30 May 2023 0 repositories listed
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Building Transportation Foundation Model via Generative Graph Transformer24 May 2023 0 repositories listed
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Survey of Federated Learning Models for Spatial-Temporal Mobility Applications9 May 2023 0 repositories listed
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Analysis of different temporal graph neural network configurations on dynamic graphs2 May 2023 0 repositories listed
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Integrating spoken instructions into flight trajectory prediction to optimize automation in air traffic control2 May 2023 0 repositories listed
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Attention-based Spatial-Temporal Graph Neural ODE for Traffic Prediction1 May 2023 0 repositories listed
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9 Apr 2023 0 repositories listed
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Leveraging Neo4j and deep learning for traffic congestion simulation & optimization1 Apr 2023 0 repositories listed
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Adaptive Modeling of Uncertainties for Traffic Forecasting16 Mar 2023 0 repositories listed
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Traffic Prediction with Transfer Learning: A Mutual Information-based Approach13 Mar 2023 0 repositories listed
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Enhancing Peak Network Traffic Prediction via Time-Series Decomposition9 Mar 2023 0 repositories listed
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LSTM-ACB-Based Random Access for Mixed Traffic IoT Networks2 Mar 2023 0 repositories listed
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A Dynamic Temporal Self-attention Graph Convolutional Network for Traffic Prediction21 Feb 2023 0 repositories listed
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Traffic Prediction in Cellular Networks using Graph Neural Networks30 Jan 2023 0 repositories listed
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Smart Journey in Istanbul: A Mobile Application in Smart Cities for Traffic Estimation by Harnessing Time Series13 Dec 2022 0 repositories listed
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GT-CausIn: a novel causal-based insight for traffic prediction12 Dec 2022 0 repositories listed
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GC-GRU-N for Traffic Prediction using Loop Detector Data13 Nov 2022 0 repositories listed
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Efficient Traffic State Forecasting using Spatio-Temporal Network Dependencies: A Sparse Graph Neural Network Approach6 Nov 2022 0 repositories listed
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STGC-GNNs: A GNN-based traffic prediction framework with a spatial-temporal Granger causality graph30 Oct 2022 0 repositories listed
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Intelligent Traffic Steering in Beyond 5G Open RAN based on LSTM Traffic Prediction17 Oct 2022 0 repositories listed
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Hierarchical Graph Pooling is an Effective Citywide Traffic Condition Prediction Model8 Sep 2022 0 repositories listed
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5 Sep 2022 0 repositories listed
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Towards Spatio-Temporal Cross-Platform Graph Embedding Fusion for Urban Traffic Flow Prediction15 Aug 2022 0 repositories listed
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Short Duration Traffic Flow Prediction Using Kalman Filtering6 Aug 2022 0 repositories listed
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Spatial-Temporal Feature Extraction and Evaluation Network for Citywide Traffic Condition Prediction22 Jul 2022 0 repositories listed
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NodeTrans: A Graph Transfer Learning Approach for Traffic Prediction4 Jul 2022 0 repositories listed
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Using support vector regression and K-nearest neighbors for short-term traffic flow prediction based on maximal information coefficient23 Jun 2022 0 repositories listed
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Traffic-Twitter Transformer: A Nature Language Processing-joined Framework For Network-wide Traffic Forecasting19 Jun 2022 0 repositories listed
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Energy-Efficient Wake-Up Signalling for Machine-Type Devices Based on Traffic-Aware Long-Short Term Memory Prediction13 Jun 2022 0 repositories listed
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Meta-SysId: A Meta-Learning Approach for Simultaneous Identification and Prediction1 Jun 2022 0 repositories listed
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A spatial-temporal short-term traffic flow prediction model based on dynamical-learning graph convolution mechanism10 May 2022 0 repositories listed
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Transfer Learning Based Efficient Traffic Prediction with Limited Training Data9 May 2022 0 repositories listed
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Wavelet-Based Hybrid Machine Learning Model for Out-of-distribution Internet Traffic Prediction9 May 2022 0 repositories listed
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ST-ExpertNet: A Deep Expert Framework for Traffic Prediction5 May 2022 0 repositories listed
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An Empirical Study on Internet Traffic Prediction Using Statistical Rolling Model3 May 2022 0 repositories listed
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Deep Sequence Modeling for Anomalous ISP Traffic Prediction3 May 2022 0 repositories listed
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Towards an Ensemble Regressor Model for Anomalous ISP Traffic Prediction3 May 2022 0 repositories listed
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Learning spatiotemporal features from incomplete data for traffic flow prediction using hybrid deep neural networks21 Apr 2022 0 repositories listed
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TrafPS: A Visual Analysis System Interpreting Traffic Prediction in Shapley11 Mar 2022 0 repositories listed
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A Deep Learning Approach for Network-wide Dynamic Traffic Prediction during Hurricane Evacuation25 Feb 2022 0 repositories listed
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PGCN: Progressive Graph Convolutional Networks for Spatial-Temporal Traffic Forecasting18 Feb 2022 0 repositories listed
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A GAN-Based Short-Term Link Traffic Prediction Approach for Urban Road Networks Under a Parallel Learning Framework14 Feb 2022 0 repositories listed
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GridTuner: Reinvestigate Grid Size Selection for Spatiotemporal Prediction Models [Technical Report]10 Jan 2022 0 repositories listed
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STJLA: A Multi-Context Aware Spatio-Temporal Joint Linear Attention Network for Traffic Forecasting4 Dec 2021 0 repositories listed
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Wavelet‐attention‐based traffic prediction for smart cities25 Nov 2021 0 repositories listed
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Multistep traffic speed prediction: A deep learning based approach using latent space mapping considering spatio-temporal dependencies3 Nov 2021 0 repositories listed
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Energy and Resource Efficiency by User Traffic Prediction and Classification in Cellular Networks2 Nov 2021 0 repositories listed
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Edge-Level Explanations for Graph Neural Networks by Extending Explainability Methods for Convolutional Neural Networks1 Nov 2021 0 repositories listed
Syntology lines on 1 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.