Traffic Flow Estimation

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7 papers in the last four weeks, up 133% on the four weeks before. 0.1% of all new papers.

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  1. LTV-CTDNet: Compositional Turning Decomposition for Short-Term Turning-Movement Forecasting

    Sep 27, 2026Md Atiqur Rahman Mallick, Kamrul Hasan, Robert T. WhiteTime Series ForecastingTraffic Flow Estimation

    Graduate Student, Department of Electrical and Computer Engineering Tennessee State University, Nashville, TN, 37209 · Assistant Professor, Department of Electrical and Computer Engineering Tennessee State University, Nashville, TN, 37209 · TSMO Manager Nashville Department of Transportation & Multimodal Infrastructure Nashville, TN 37210

  2. Spatio-temporally complementary feature propagation on graphs for longitudinal AADT estimation

    Sep 24, 2026Linghang Sun, Qishen Zhou, Michail A. Makridis +1Intelligent Transportation SystemsTraffic Flow Estimation

    Institute for Transport Planning and Systems, ETH Zurich, Zurich, 8093, Switzerland · School of Transportation, Jilin University, Changchun, 130012, China

  3. Monitoring Urban Traffic Dynamics at Fine Spatiotemporal Resolution Using Distributed Acoustic Sensing and Deep Learning

    Sep 23, 2026Hao Tian, Heng Cai, Xiaowei Chen +1Intelligent Transportation SystemsTraffic Flow Estimation

    Department of Geography, Texas A&M University, College Station, TX 77840, USA · Department of Geology and Geophysics, Texas A&M University, College Station, TX 77840, USA

  4. A Systematic Evaluation of Infrastructure-Based Radar System for Highway Traffic Monitoring

    Sep 22, 2026Tianheng Zhu, Woei-chyi Chang, Alamss Riaz +2Intelligent Transportation SystemsTraffic Flow Estimation

    Lyles School of Civil and Construction Engineering Purdue University, West Lafayette, IN, USA

  5. STHMoE: Hypergraph-Enhanced Heterogeneous Dependency Coordination for LLM-Based Urban Traffic Data Forecasting

    Sep 14, 2026Jiawen Chen, Qi Shao, Yongjian Chang +3Traffic Flow EstimationLLM-Based Time Series Forecasting

    School of Mathematics, Southeast University, Nanjing 210096, China · School of Cyber Science and Engineering, Southeast University, Nanjing 210096, China · Jiangsu Province Center for Applied Mathematical Sciences, Nanjing 210096, China

  6. A Dynamic Fusion Large Language Model for Traffic Flow Prediction

    Sep 11, 2026Xue Qiu, Jianli XiaoIntelligent Transportation SystemsTraffic Flow Estimation

    School of Optical-Electrical and Computer Engineering, University of Shanghai for Science and Technology, Shanghai, China

  7. Inferring Urban Mobility Interactions from Aggregated Dynamics

    Sep 7, 2026Yi Wang, Jing Li, Jinliang Deng +5Traffic Flow EstimationProbabilistic Forecasting

    Institute of Remote Sensing and Geographic Information System, School of Earth and Space Sciences, Peking University, Beijing, China · Centre for Frontier AI Research, Institute of High-Performance Computing, Agency for Science, Technology and Research (A*STAR), Singapore · Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong, China. +1

  8. Online Estimation of Dynamic Origin-Destination Matrices Using Reinforcement Learning with Link-Flow Propagation Guidance

    Aug 31, 2026Donggyu Min, Dong-Kyu KimTraffic Flow EstimationCredit Assignment in RL

    Seoul National University Seoul, 08826, South Korea

  9. ButterMamba: Butterworth-Enhanced Spatial-Temporal Mamba for Efficient Traffic Flow Prediction

    Aug 30, 2026Limiao Zhang, Yuhui Lu, Jie Gao +3MambaIntelligent Transportation Systems

    State Key Laboratory of Opto-Electronic Information Acquisition and Protection Technology, Anhui University · Institute of Physical Science and Information Technology, Anhui University · School of Innovation and Entrepreneurship, Shandong University +1

  10. General Semantic Knowledge Infusion for Spatio-Temporal Traffic Forecasting

    Aug 18, 2026Mattis Thor Straten, Yannick Wolker, Steffen Strohm +3Graph Neural NetworksTraffic Flow Estimation

    Department of Computer Science, Kiel University, Germany · GEOMAR Helmholtz Centre for Ocean Research Kiel, Germany · ZBW – Leibniz Information Centre for Economics, Kiel, Germany

  11. Data collection from highways: a geometric, class-agnostic approach to embedded vehicle counting

    Aug 7, 2026Lucas Gouveia Omena Lopes, William W. M. Lira, Alexandre M. Lima +1Edge ComputingTraffic Flow Estimation

    Universidade Federal de Alagoas, Maceió, Alagoas, Brazil

  12. Beyond Lanes: Traffic Flow Dynamics in Disordered Conditions Based on High-Resolution Trajectory Data

    Aug 1, 2026Shrey Agrawal, Gowri Asaithambi, Venkatesan Kanagaraj +3Traffic Flow Estimation

    Indian Institute of Technology Kanpur, Kanpur, 208016, Uttar Pradesh, India · Indian Institute of Technology Tirupati, Tirupati, 517619, Andhra Pradesh, India · Technical University of Dresden, Dresden, 01062, Germany

  13. Eliminating Propagation Delay: Attention-Based Spatial-Temporal Fusion Graph Convolution Network for Traffic Flow Prediction

    Jul 27, 2026Jinpeng Chen, Ziyu Yu, Tao Wang +5Intelligent Transportation SystemsTraffic Flow Estimation

    School of Computer Science (National Pilot Software Engineering School), Beijing University of Posts and Telecommunications, China · Key Laboratory of Trustworthy Distributed Computing and Service (Beijing University of Posts and Telecommunications), Ministry of Education, Beijing, China · Department of Automation, School of Information Science and Technology, University of Science and Technology of China, Hefei, China +3

  14. Capacity-Aware Deep Learning for Generalizable Traffic Volume Estimation Across Links and Cities

    Jul 27, 2026Léo Hein, Giovanni De Nunzio, Aurélie Pirayre +1Spatial GeneralizationOOD Generalization

    IFPEN, 1 et 4 avenue de Bois-Préau, 92852 Rueil-Malmaison, France · Université Gustave Eiffel, CNRS, LIGM, Marne-la-Vallée, 77454, France · Khalifa University, Math Department, Abu Dhabi, UAE

  15. Transit Destination Inference from Tap-In-Only Bus Smart-Card Data: A Hierarchical Bayesian Approach

    Jul 23, 2026Gefei Zhao, Jiahe Ling, Yuelong SuIntelligent Transportation SystemsTraffic Flow Estimation

    Department of Computer Science University of Wisconsin–Madison, Madison, WI, 53706 · Department of Industrial Engineering and Operations Research Columbia University, New York, NY, 10027 · State Key Laboratory of Intelligent GreenVehicle and Mobility Tsinghua University, Beijing, China, 100084

  16. Do We Really Need Transformers for Global Spatial Information Extraction in Traffic Forecasting?

    Jul 14, 2026Qihang Zhang, Siyao Zhang, Letao Kang +3Intelligent Transportation SystemsTraffic Flow Estimation

    School of Transportation Science and Engineering, Beihang University, Beijing, China · Hangzhou International Innovation Institute, Beihang University, Hangzhou, China · Key Laboratory of Intelligent Transportation Technology and System (Ministry of Education), Beijing, China +2

  17. Unsupervised Detection of Entry and Exit Regions from Vehicle Trajectories for Camera-Agnostic Turning Movement Counts

    Jul 12, 2026Parikshit Singh Rathore, Vishwajeet Pattanaik, Punit RathoreTraffic Flow EstimationUnsupervised Clustering

    Robert Bosch Centre for Cyber-Physical Systems (RBCCPS), Indian Institute of Science (IISc), Bengaluru, India · Centre for infrastructure, Sustainable Transportation and Urban Planning (CiSTUP), Indian Institute of Science (IISc), Bengaluru, India

  18. Simulation-Free Estimation of Traffic Flows from Sparse Count Data

    Jun 22, 2026Davide Guastella, Gianluca BontempiIntelligent Transportation SystemsTraffic Flow Estimation

    Aix Marseille University, CNRS, LIS, Marseille, France · Université Libre de Bruxelles, Machine Learning Group, Brussels, Belgium · WEL Research Institute, Wavre, Belgium

  19. An Efficient and Effective Architecture for Large-Scale Traffic Prediction via Geometry-Adaptive Square Partitioning

    Jun 19, 2026Yongfeng Su, Hongwen Li, Zijian Zhang +3Traffic Flow EstimationSpatiotemporal Forecasting

    Zhejiang University, China · Southeast University, China · Aalborg University, Denmark

  20. From Coarse to Fine: Managing Temporal Granularity in Spatio-Temporal Data for Fine-Grained Traffic Prediction

    Jun 8, 2026Shuhao Li, Weidong Yang, Yue Cui +4Traffic Flow EstimationSpatiotemporal Forecasting

    College of Computer Science and Artificial Intelligence, Fudan University, Shanghai 200082, China · Tongyi Lab, Alibaba Group, Cloud Valley, NO.1008 Dengcai Street, Xihu District, Hangzhou 310020, China · The Hong Kong University of Science and Technology, Hong Kong SAR 999077, China +1

  21. A Road-Conditioned Traffic Movie Prediction Network with Spatiotemporal and Structure-Consistent Learning

    May 27, 2026Joshua Kofi Asamoah, Blessing Agyei Kyem, Armstrong AboahIntelligent Transportation SystemsTraffic Flow Estimation

    North Dakota State University, 1410 14th Avenue Offerdahl North Building, CIE 201, Fargo, 58102, North Dakota, United States

  22. Selecting New Measurement Locations to Diversify Traffic-Pattern Coverage: A Real-World Evaluation for Total Traffic Volume Estimation

    May 25, 2026Masaaki Inoue, Akifumi Okuno, Shintaro FukushimaIntelligent Transportation SystemsTraffic Flow Estimation

    1TOYOTA Motor Corporation · Institute of Statistical Mathematics · 3The Graduate University for Advanced Studies, SOKENDAI +1

  23. Metropolis-Scale Resilient and Trustworthy Traffic Flow Inference Using Multi-Source Data

    May 24, 2026Qishen Zhou, Yifan Zhang, Michail A. Makridis +3Uncertainty QuantificationNeural Processes

    School of Transportation, Jilin University, Changchun, 130022, China · Department of Computer Science, City University of Hong Kong (Dongguan), Dongguan, 523808, China · Institute for Transport Planning and Systems, ETH Zurich, Zurich, 8093, Switzerland +2

  24. SpinFlow: A Physics-Informed Spin Field Framework for Traffic Phase Inference and Transition Detection

    May 22, 2026Haopeng Deng, Fucheng Zheng, Xinhai XiaIntelligent Transportation SystemsTraffic Flow Estimation

    School of Future Transportation, Guangzhou Maritime University, Guangzhou, China

  25. Physics-Informed Teacher-Student Ensemble Learning for Traffic State Estimation with a Varying Speed Limit Scenario

    May 11, 2026Archie J. Huang, Dongdong Wang, Shaurya Agarwal +3Ensemble LearningTraffic Flow Estimation

    Department of Building, Civil and Environmental Engineering, Concordia University, Montreal, Canada · Urban Artificial Intelligence Laboratory, University of Florida, Gainesville, USA · Department of Civil, Environmental and Construction Engineering, University of Central Florida, Orlando, USA

  26. Data-driven transport modelling without overfit

    May 9, 2026Peter Vanya, Katarína Šimková, Rastislav FarkašIntelligent Transportation SystemsTraffic Flow Estimation

    Sev.en Global Investments, V Celnici 4, 11000 Prague, Czechia · Vrije Universiteit Brussels, Brussels, Belgium · Universit´e Libre de Bruxelles, Brussels, Belgium +1

  27. Observation-Aligned Two-Stage Domain Decomposition for Physics-Informed Traffic State Estimation with Sparse Fixed Sensors

    May 8, 2026Eunhan Ka, Ludovic Leclercq, Satish V. UkkusuriTraffic Flow EstimationPhysics-Informed ML

    Lyles School of Civil and Construction Engineering, Purdue University, 610 Purdue Mall, West Lafayette, 47907, IN, United States · Univ Gustave Eiffel, ENTPE, LICIT-ECO7, Lyon, F-69675, France

  28. Generalising Travel Time Prediction To Varying Route Choices In Urban Networks

    May 7, 2026Łukasz Gorczyca, Kacper Drozd, Michał Bujak +1Intelligent Transportation SystemsTraffic Flow Estimation

    Jagiellonian University Doctoral School of Exact and Natural Sciences · Jagiellonian University

  29. CoMemNet: Contrastive Sampling with Memory Replay Network for Continual Traffic Prediction

    May 7, 2026Mei Wu, Wenchao Weng, Wenxin Su +2Contrastive LearningTraffic Flow Estimation

    College of Computer Science, Shanghai Jiao Tong University, Shanghai 200240, China · College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou 310023, China · School of Automation, Nanjing University of Science and Technology, Nanjing 210094, China

  30. FedLLM: A Privacy-Preserving Federated Large Language Model for Explainable Traffic Flow Prediction

    Apr 17, 2026Seerat Kaur, Sukhjit Singh Sehra, Dariush EbrahimiPrivacy-Preserving Language ModelsTraffic Flow Estimation

    Department of Physics & Computer Science, Wilfrid Laurier University, Waterloo, Canada