Air Quality Prediction

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2 papers in the last four weeks, down 33% on the four weeks before. 0.0% of all new papers.

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  1. High-resolution Nitrogen Dioxide Maps Reveal Exposure Limit Breaches across Europe

    Sep 21, 2026Linus Scheibenreif, Konrad SchindlerAir Quality Prediction

    Photogrammetry & Remote Sensing, ETH Zurich, Stefano-Franscini-Platz 5, Zurich, 8093, Switzerland.

  2. Predicting Spatiotemporal Mobile Sensing-Based PM2.5 Concentrations Using Low-Rank Adapted Spatially Attentive Graph Neural Network

    Sep 7, 2026Om Chiddarwar, Priyanka Mandal, Praveen Kumar Chandaliya +1Graph Attention NetworksAir Quality Prediction

    IIITDM Kurnool, Kurnool, Andhra Pradesh 518002, India · Sardar Vallabhbhai National Institute of Technology Surat, Gujarat 394210, India

  3. Meteorology-driven Causal Nowcasting of Fugitive Landfill Emissions from Measured Coupling Timescales

    Aug 14, 2026Timothy C. Pearce, David J. T. Smith, Alec Dobney +1Causal DiscoveryAir Quality Prediction

    Biomedical Engineering Research Group, School of Engineering, University of Leicester, Leicester, United Kingdom. · Environmental Hazards and Emergency Department, UKHSA, Nottingham, United Kingdom.

  4. Air Quality Station Simulation via LSTM and Attention-Based Modelling

    Aug 12, 2026Alexander Kostadinov, Petar O. Hristov, Dessislava Petrova-AntonovaMultivariate Time Series ForecastingTime Series Imputation

    GATE Institute Sofia University “St Kliment Ohridski” 5 James Bourchier Blvd, 1164, Sofia

  5. AirFlow: Context Preserving and Multi-Rate State Modeling for Air Quality Forecasting

    Aug 10, 2026Fan Yang, Nan Chen, Yijie Dong +2Multivariate Time Series ForecastingAir Quality Prediction

    School of Software Technology, Zhejiang University Hangzhou, Zhejiang 310000, China

  6. Toward Mechanistic Interpretability of an AI Foundation Model Fine-Tuned for Atmospheric Chemistry

    Jul 22, 2026Jason Y. Hu, Ivan Higuera-Mendieta, Patrick Obin Sturm +1Air Quality PredictionMechanistic Interpretability

    Stanford University, Department of Computer Science, Stanford, CA, USA. · Stanford University, Department of Earth System Science, Stanford, CA, USA · University of Southern California, Department of Earth Sciences, Los Angeles, CA, USA +1

  7. Interpretable Machine Learning for Air Pollution and Respiratory Health Prediction: A Socioeconomic Subgroup Analysis

    Jul 19, 2026Maede Azani Hassan Abadi, Shouyi WangInterpretable MLAir Quality Prediction

    Department of Industrial, Manufacturing, & Systems Engineering, The University of Texas at Arlington

  8. Evaluating the Generalizability of Foundation Models for Extreme Environmental Events: Case Study of California Wildfire PM2.5

    Jul 8, 2026Yongcan Huang, Li Jiang, Ze Yu LiuWildfire ForecastingOOD Generalization

    College of Engineering, University of Georgia, Athens, Georgia, USA · Information System Department, UMBC, Baltimore, Maryland, USA · College of Graduate and Professional Studies, Trine University, Angola, Indiana, USA +1

  9. Air Quality Downscaling with Station-Guided Pseudo-Supervision

    Jul 6, 2026Guorun Wang, Simone Foti, Andreas D. Demou +5Remote Sensing Image Super-ResolutionAir Quality Prediction

    Imperial College London, UK · The Cyprus Institute, Cyprus · Northeastern University London, UK +1

  10. Auto-Configured Explainable Graph Neural Networks for Multi-Site Pollution Prediction

    Jun 23, 2026Abdelkader Dairi, Fouzi Harrou, Ying SunGraph Structure LearningAir Quality Prediction

    Department of Computer Science University of Science and Technology of Oran-Mohamed Boudiaf (USTO-MB) El Mnaouar, BP 1505, Bir El Djir 31000, Oran, Algeria · Computer, Electrical and Mathematical Sciences and Engineering (CEMSE) Division King Abdullah University of Science and Technology (KAUST) Thuwal 23955-6900, Saudi Arabia

  11. MVG-KAN: Multi-View Geo-Wind Guided KAN for PM2.5_{2.5} Forecasting

    Jun 23, 2026Cheng Huang, Muyao Guan, Jairus Yougui Railey +6Multivariate Time Series ForecastingAir Quality Prediction

    College of Artificial Intelligence, Taizhou University, Taizhou 318000, China · College of Computer Science and Technology, Zhejiang University of Technology, Hangzhou 310023, China

  12. OmniPMNet: Bridging discrete and gridded PM10 forecasts via omni-query neural processes

    Jun 12, 2026Shuangshuang He, Shuo WangAir Quality PredictionSpatiotemporal Forecasting

    ColorfulClouds Technology Co., Ltd., 100875 Beijing, China. · School of Systems Science, Beijing Normal University, 100875 Beijing, China. · D-ITET, ETH Zurich, 8092 Zurich, Switzerland.

  13. AQIFormer: A Transformer-Based Multi-View Architecture for Cross-City Air Quality Classification

    Jun 2, 2026Om Kathalkar, Nitin Nilesh, Sachin Chaudhari +1Multi-View LearningAir Quality Prediction

    IIIT Hyderabad · India

  14. M2^2FedAQI: Multimodal Federated Learning for Air Quality Prediction on Heterogeneous Edge Devices

    May 10, 2026Manjil Nepal, Kimsie Phan, Tamoghna Ojha +2Multimodal Federated LearningAir Quality Prediction

    Department of Computer Science and Engineering, SRM University-AP, India · Department of Mathematics and Computing, IIT (ISM) Dhanbad, India · Department of Mathematics and the Department of Computer Science, University of Central Florida, USA

  15. AirQualityBench: A Realistic Evaluation Benchmark for Global Air Quality Forecasting

    May 7, 2026Xing Xu, Xu Wang, Yudong Zhang +3Benchmark DesignTime Series Forecasting

    University of Science and Technology of China (USTC), Hefei, Anhui, China · 2Suzhou Institute for Advanced Research, USTC, Suzhou, Jiangsu, China · 3The Hong Kong Polytechnic University, Hong Kong, China

  16. GraphSVR: A Graph Convolutional Support Vector Regression Framework for Robust Spatiotemporal Air Pollution Forecasting

    May 5, 2026Nourin Jahan, Muhammed Navas T, Tanujit Chakraborty +1Air Quality PredictionSupport Vector Machines

    Department of Mathematics, School of Advanced Sciences, Vellore Institute of Technology, Vellore, Tamil Nadu, India · SAFIR, Sorbonne University, Abu Dhabi, UAE · SCAI - Sorbonne Cluster for Artificial Intelligence, Paris, France +1

  17. Collocation-based Robust Physics Informed Neural Networks for time-dependent simulations of pollution propagation under thermal inversion conditions on Spitsbergen

    Apr 24, 2026Leszek Siwik, Maciej Sikora, Natalia Leszczyńska +7Neural PDE SolversAir Quality Prediction

    AGH University of Krakow, Faculty of Computer Science, Al. Mickiewicza 30, Kraków, 30-059, Poland · Medical University of Silesia-Katowice, Faculty of Medical Sciences, ul. Poniatowskiego 15, Katowice, 40-055, Poland · The University Centre in Svalbard, Longyearbyen, Box 156 N-9171, Longyearbyen, Norway +4

  18. Ground-Level Near Real-Time Modeling for PM2.5 Pollution Prediction

    Apr 21, 2026Zachary R. Fox, Janet O. Agbaje, Dakotah Maguire +6Air Quality PredictionSpatiotemporal Forecasting

    Oak Ridge National Laboratory, 1 Bethel Valley Road, Oak Ridge, TN 37980. · Johnson & Johnson, New Brunswick, NJ 08933. · Los Alamos National Laboratory, PO Box 1663, Los Alamos, NM 87545. +2

  19. A Proxy Consistency Loss for Grounded Fusion of Earth Observation and Location Encoders

    Apr 20, 2026Zhongying Wang, Kevin Lane, Levi Cai +2Geospatial Representation LearningAir Quality Prediction

    University of Colorado, Boulder