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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 2 of 4: papers 101 to 200 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.

• Semantic-Fused Multi-Granularity Cross-City Traffic Prediction
  23 Feb 2023 1 repository listed
• LightCTS: A Lightweight Framework for Correlated Time Series Forecasting
  23 Feb 2023 1 repository listed
• Causal conditional hidden Markov model for multimodal traffic prediction
  19 Jan 2023 1 repository listed Syntology official (archive's flag): 11 ran · 11 ran (of which 8 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (of 13 harvested samples)
• PDFormer: Propagation Delay-Aware Dynamic Long-Range Transformer for Traffic Flow Prediction
  19 Jan 2023 1 repository listed Syntology official (archive's flag): 6 ran · 6 ran (of which 6 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified; every one of the 6 samples that ran constructed an object rather than computing a result (of 8 harvested samples)
• Spatio-temporal neural structural causal models for bike flow prediction
  19 Jan 2023 1 repository listed
• Predicting traffic crash severity using hybrid of balanced bagging classification and light gradient boosting machine
  1 Jan 2023 1 repository listed
• MegaCRN: Meta-Graph Convolutional Recurrent Network for Spatio-Temporal Modeling
  12 Dec 2022 1 repository listed
• STLGRU: Spatio-Temporal Lightweight Graph GRU for Traffic Flow Prediction
  8 Dec 2022 1 repository listed
• Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction
  7 Dec 2022 1 repository listed
• Federated Learning for 5G Base Station Traffic Forecasting
  28 Nov 2022 1 repository listed
• Spatio-Temporal Meta-Graph Learning for Traffic Forecasting
  27 Nov 2022 1 repository listed Syntology official: harvested, nothing ran · 0 ran · 2 unverified (of 2 harvested samples) · 1 pointer-only (licence)
• RNTrajRec: Road Network Enhanced Trajectory Recovery with Spatial-Temporal Transformer
  23 Nov 2022 1 repository listed Syntology official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 1 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 10 harvested samples) · 1 pointer-only (licence)
• Large scale traffic forecasting with gradient boosting, Traffic4cast 2022 challenge
  31 Oct 2022 1 repository listed
• Combined Dynamic Virtual Spatiotemporal Graph Mapping for Traffic Prediction
  3 Oct 2022 1 repository listed
• Simpler is better: Multilevel Abstraction with Graph Convolutional Recurrent Neural Network Cells for Traffic Prediction
  8 Sep 2022 1 repository listed
• STDEN: Towards Physics-Guided Neural Networks for Traffic Flow Prediction
  1 Sep 2022 1 repository listed Syntology official (archive's flag): 2 ran · 2 ran (of which 2 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified; every one of the 2 samples that ran constructed an object rather than computing a result (of 7 harvested samples)
• Automated Dilated Spatio-Temporal Synchronous Graph Modeling for Traffic Prediction
  22 Jul 2022 1 repository listed
• Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting
  18 Jun 2022 1 repository listed
• A Graph and Attentive Multi-Path Convolutional Network for Traffic Prediction
  30 May 2022 1 repository listed
• Spatial-Temporal Interactive Dynamic Graph Convolution Network for Traffic Forecasting
  18 May 2022 1 repository listed
• Implementation and Experimental Validation of Data-Driven Predictive Control for Dissipating Stop-and-Go Waves in Mixed Traffic
  7 Apr 2022 1 repository listed
• Few-Sample Traffic Prediction with Graph Networks using Locale as Relational Inductive Biases
  8 Mar 2022 1 repository listed
• A Graph-based U-Net Model for Predicting Traffic in unseen Cities
  11 Feb 2022 1 repository listed
• Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities
  8 Feb 2022 1 repository listed
• Structured Time Series Prediction without Structural Prior
  7 Feb 2022 1 repository listed
• SwinUNet3D -- A Hierarchical Architecture for Deep Traffic Prediction using Shifted Window Transformers
  17 Jan 2022 1 repository listed Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
• Network Level Spatial Temporal Traffic State Forecasting with Hierarchical Attention LSTM (HierAttnLSTM)
  15 Jan 2022 1 repository listed
• A Cluster-Based Trip Prediction Graph Neural Network Model for Bike Sharing Systems
  3 Jan 2022 1 repository listed
• A novel stacking framework based on hybrid of gradient boosting-adaptive boosting-multilayer perceptron for crash injury severity prediction and analysis
  17 Dec 2021 1 repository listed
• Graph Neural Controlled Differential Equations for Traffic Forecasting
  7 Dec 2021 1 repository listed
• Traffic4cast -- Large-scale Traffic Prediction using 3DResNet and Sparse-UNet
  10 Nov 2021 1 repository listed Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
• LibCity: An Open Library for Traffic Prediction
  4 Nov 2021 1 repository listed
• A Comparative Study on Machine Learning-based Approaches for Improving Traffic Accident Severity Prediction
  2 Nov 2021 1 repository listed
• Traffic Forecasting on Traffic Moving Snippets
  27 Oct 2021 1 repository listed Syntology official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples)
• Learning to Remember Patterns: Pattern Matching Memory Networks for Traffic Forecasting
  20 Oct 2021 1 repository listed Syntology official (archive's flag): 7 ran · 8 ran (of which 2 constructed an object rather than computing a result; 4 with no instrument failure: 2 honoured, 0 violated, 2 with no contract checked; 4 where Syntology's instrument failed) · 2 unverified (of 10 harvested samples) · 1 pointer-only (licence)
• Traffic Flow Forecasting with Spatial-Temporal Graph Diffusion Network
  8 Oct 2021 1 repository listed
• Completion and Augmentation based Spatiotemporal Deep Learning Approach for Short-Term Metro Origin-Destination Matrix Prediction under Limited Observable Data
  9 Aug 2021 1 repository listed
• Incorporating Reachability Knowledge into a Multi-Spatial Graph Convolution Based Seq2Seq Model for Traffic Forecasting
  4 Jul 2021 1 repository listed
• Spatial-Temporal Graph ODE Networks for Traffic Flow Forecasting
  24 Jun 2021 1 repository listed Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
• Conditional Temporal Neural Processes with Covariance Loss
  22 Jun 2021 1 repository listed
• Dynamic Graph Convolutional Recurrent Network for Traffic Prediction: Benchmark and Solution
  30 Apr 2021 1 repository listed Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 1 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples)
• Unified Spatio-Temporal Modeling for Traffic Forecasting using Graph Neural Network
  26 Apr 2021 1 repository listed Syntology official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 3 harvested samples) · 3 pointer-only (licence)
• Adversarial Diffusion Attacks on Graph-based Traffic Prediction Models
  19 Apr 2021 1 repository listed
• SST-GNN: Simplified Spatio-temporal Traffic forecasting model using Graph Neural Network
  31 Mar 2021 1 repository listed
• Scalable Learning With a Structural Recurrent Neural Network for Short-Term Traffic Prediction
  3 Mar 2021 1 repository listed
• Spatial‐temporal attention wavenet: A deep learning framework for traffic prediction considering spatial‐temporal dependencies
  2 Mar 2021 1 repository listed
• A Graph Convolutional Network with Signal Phasing Information for Arterial Traffic Prediction
  25 Dec 2020 1 repository listed
• Traffic flow prediction using Deep Sedenion Networks
  7 Dec 2020 1 repository listed
• Multi-agent Trajectory Prediction with Fuzzy Query Attention
  29 Oct 2020 1 repository listed
• Exploring the Generalizability of Spatio-Temporal Traffic Prediction: Meta-Modeling and an Analytic Framework
  20 Sep 2020 1 repository listed
• Traffic Prediction Framework for OpenStreetMap using Deep Learning based Complex Event Processing and Open Traffic Cameras
  12 Jul 2020 1 repository listed
• A Spatio-Temporal Spot-Forecasting Framework for Urban Traffic Prediction
  31 Mar 2020 1 repository listed
• Privacy-preserving Traffic Flow Prediction: A Federated Learning Approach
  19 Mar 2020 1 repository listed
• QTIP: Quick simulation-based adaptation of Traffic model per Incident Parameters
  9 Mar 2020 1 repository listed
• Expected Information Maximization: Using the I-Projection for Mixture Density Estimation
  23 Jan 2020 1 repository listed
• Spatial-Temporal Transformer Networks for Traffic Flow Forecasting
  9 Jan 2020 1 repository listed
• Spatiotemporal Tile-based Attention-guided LSTMs for Traffic Video Prediction
  24 Oct 2019 1 repository listed Syntology official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 1 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 6 harvested samples) · 1 pointer-only (licence)
• Urban Traffic Prediction from Spatio-Temporal Data Using Deep Meta Learning
  25 Jul 2019 1 repository listed
• STG2Seq: Spatial-temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting
  24 May 2019 1 repository listed
• Structural Recurrent Neural Network for Traffic Speed Prediction
  18 Feb 2019 1 repository listed
• Estimating multi-year 24/7 origin-destination demand using high-granular multi-source traffic data
  26 Jan 2019 1 repository listed
• TrafficPredict: Trajectory Prediction for Heterogeneous Traffic-Agents
  6 Nov 2018 1 repository listed
• Deep Sequence Learning with Auxiliary Information for Traffic Prediction
  13 Jun 2018 1 repository listed
• Deep Multi-View Spatial-Temporal Network for Taxi Demand Prediction
  23 Feb 2018 1 repository listed Syntology official: harvested, nothing ran · 0 ran · 3 unverified (of 3 harvested samples)
• Federated Learning with Graph-Based Aggregation for Traffic Forecasting
  13 Jul 2025 0 repositories listed
• Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies
  1 Jun 2025 0 repositories listed
• MetaSTNet: Multimodal Meta-learning for Cellular Traffic Conformal Prediction
  26 May 2025 0 repositories listed
• HQSI: Hybrid Quantum Swarm Intelligence -- A Case Study of Online Certificate Status Protocol Request Flow Prediction
  7 May 2025 0 repositories listed
• Enhancing short-term traffic prediction by integrating trends and fluctuations with attention mechanism
  28 Apr 2025 0 repositories listed
• DG-STMTL: A Novel Graph Convolutional Network for Multi-Task Spatio-Temporal Traffic Forecasting
  10 Apr 2025 0 repositories listed
• STEI-PCN: an efficient pure convolutional network for traffic prediction via spatial-temporal encoding and inferring
  10 Apr 2025 0 repositories listed
• DP-LET: An Efficient Spatio-Temporal Network Traffic Prediction Framework
  4 Apr 2025 0 repositories listed
• MSCMHMST: A traffic flow prediction model based on Transformer
  16 Mar 2025 0 repositories listed
• Effective and Efficient Cross-City Traffic Knowledge Transfer: A Privacy-Preserving Perspective
  15 Mar 2025 0 repositories listed
• Fed-KAN: Federated Learning with Kolmogorov-Arnold Networks for Traffic Prediction
  28 Feb 2025 0 repositories listed
• Highly Dynamic and Flexible Spatio-Temporal Spectrum Management with AI-Driven O-RAN: A Multi-Granularity Marketplace Framework
  19 Feb 2025 0 repositories listed
• NTP-INT: Network Traffic Prediction-Driven In-band Network Telemetry for High-load Switches
  18 Feb 2025 0 repositories listed
• Using Causality for Enhanced Prediction of Web Traffic Time Series
  2 Feb 2025 0 repositories listed
• Data Mining in Transportation Networks with Graph Neural Networks: A Review and Outlook
  28 Jan 2025 0 repositories listed
• Unveiling the Power of Noise Priors: Enhancing Diffusion Models for Mobile Traffic Prediction
  23 Jan 2025 0 repositories listed
• Virtual Nodes Improve Long-term Traffic Prediction
  17 Jan 2025 0 repositories listed
• BiDepth Multimodal Neural Network: Bidirectional Depth Deep Learning Architecture for Spatial-Temporal Prediction
  14 Jan 2025 0 repositories listed
• FRTP: Federating Route Search Records to Enhance Long-term Traffic Prediction
  23 Dec 2024 0 repositories listed
• STAHGNet: Modeling Hybrid-grained Heterogenous Dependency Efficiently for Traffic Prediction
  23 Dec 2024 0 repositories listed
• Global Spatio-Temporal Fusion-based Traffic Prediction Algorithm with Anomaly Aware
  19 Dec 2024 0 repositories listed
• Federated Learning for Traffic Flow Prediction with Synthetic Data Augmentation
  11 Dec 2024 0 repositories listed
• Semi-decentralized Training of Spatio-Temporal Graph Neural Networks for Traffic Prediction
  4 Dec 2024 0 repositories listed
• Federated Contrastive Learning of Graph-Level Representations
  18 Nov 2024 0 repositories listed
• A Traffic Prediction-Based Individualized Driver Warning System to Reduce Red Light Violations
  5 Nov 2024 0 repositories listed
• Strada-LLM: Graph LLM for traffic prediction
  28 Oct 2024 0 repositories listed
• SSMT: Few-Shot Traffic Forecasting with Single Source Meta-Transfer
  21 Oct 2024 0 repositories listed
• Incorporating Long-term Data in Training Short-term Traffic Prediction Model
  16 Oct 2024 0 repositories listed
• On Transfer Learning for a Fully Convolutional Deep Neural SIMO Receiver
  29 Aug 2024 0 repositories listed
• Causally-Aware Spatio-Temporal Multi-Graph Convolution Network for Accurate and Reliable Traffic Prediction
  23 Aug 2024 0 repositories listed
• Spatio-Temporal Road Traffic Prediction using Real-time Regional Knowledge
  23 Aug 2024 0 repositories listed
• Self-Refined Generative Foundation Models for Wireless Traffic Prediction
  19 Aug 2024 0 repositories listed
• Heterogeneous Graph Sequence Neural Networks for Dynamic Traffic Assignment
  7 Aug 2024 0 repositories listed
• IBB Traffic Graph Data: Benchmarking and Road Traffic Prediction Model
  2 Aug 2024 0 repositories listed
• Spatio-Temporal Partial Sensing Forecast for Long-term Traffic
  2 Aug 2024 0 repositories listed
• MSCT: Addressing Time-Varying Confounding with Marginal Structural Causal Transformer for Counterfactual Post-Crash Traffic Prediction
  19 Jul 2024 0 repositories listed

Syntology lines on 14 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 2026-09-28, 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.