Spatiotemporal Forecasting

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39 papers in the last four weeks, up 290% on the four weeks before. 0.4% of all new papers.

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  1. BG4Sea: Biogeochemical Seasonal Forecastability via Progressive Information Scaling

    Jul 18, 2026Gabriela Martinez Balbontin, Anastase Charantonis, Dominique Bereziat +1Multivariate Time Series ForecastingTime Series Forecasting

    Mercator Océan International LIP6, Sorbonne Université, Paris, France · INRIA (ARCHES) Paris, France

  2. Spatio-Temporal Prediction of Unsteady Airfoil Aerodynamics Using Augmented Graph Neural Ordinary Differential Equations with Exogenous Controls

    Jul 17, 2026Henrik Lange, Reik Thormann, Philipp BekemeyerGraph Neural NetworksPDE Surrogate Modeling

    German Aerospace Center (DLR), Lilienthalpl. 7, 38108 Brunswick, Germany · Airbus Operations, Airbus Allee 1, 28199 Bremen, Germany

  3. Robustness of Deep Learning Models for PV Power Forecasting under NWP Forecast Errors: A Spatiotemporal and Physically Interpretable Analysis

    Jul 14, 2026Dandan Chen, Yan Zhao, Xuepeng ChenTime Series ForecastingSolar Power Forecasting

    State Key Laboratory of Severe Weather Meteorological Science and Technology, Chinese Academy of Meteorological Sciences, No. 46 Zhongguancun South Street, Beijing, 100081, China · Key Laboratory of High Impact Weather (special), China Meteorological Administration, Changsha, 410073, China

  4. STKAN: Kolmogorov-Arnold Networks for Spatio-Temporal Forecasting

    Jul 14, 2026Sicong Lai, Yuehong Hu, Siru Zhong +3Kolmogorov-Arnold NetworksSpatiotemporal Forecasting

    The Hong Kong University of Science and Technology (Guangzhou) · Chang’an University · China University of Geosciences

  5. 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

  6. TSCoNet: A Two-Stage Copula CNN-LSTM for Uncertainty-Aware Spatio-Temporal Forecasting

    Jul 11, 2026Jongwook Kim, Jong-Min KimMultivariate Time Series ForecastingCopula Models

    Statistics Discipline, Division of Science and Mathematics, University of Minnesota-Morris

  7. Manifold Constrained Conformal Prediction for Spatial Events

    Jul 10, 2026Collin Nill, Trevor Harris, Jason AdamsSet PredictionProbabilistic Forecasting

    Department of Statistics University of Connecticut Storrs, CT 06269 · Sandia National Laboratories Albuquerque, NM 87123

  8. Spatio-Temporal Scheduling Prediction Under Backhaul Delay for Resilient Coordinated Beamforming

    Jul 9, 2026Prashant Kumar Singh, Shubham Vaishnav, Ahmet Hasim Gökceoglu +1Wireless CommunicationsWireless Resource Allocation

    Stockholm University, Stockholm, Sweden · Huawei R&D, Stockholm, Sweden

  9. A Quantum Reservoir Architecture for Chaotic Forecasting and a Test of Whether Its High Dimension Helps

    Jul 8, 2026Tushar PandeyReservoir ComputingQuantum Reservoir Computing

    Texas A&M University, College Station, TX, USA

  10. Predicting Pseudo-nitzschia harmful algal blooms along the Portuguese Coast using satellite-derived predictors

    Jul 8, 2026Ayman Bnoussaad, El Khalil Cherif, Ligia Pinto +3Spatiotemporal Forecasting

    ISR – Institute for Systems and Robotics, Lisbon, Portugal. · MARETEC/LARSyS, Associação do Instituto Superior Técnico para a Investigação e Desenvolvimento, Lisboa, Portugal. · IPMA – Portuguese Institute for Sea and Atmosphere, Algés, Portugal. +1

  11. Multimodal Spatiotemporal-Frequency Fusion with Peak Enhancement for Cellular Traffic Forecasting

    Jul 8, 2026Qingzhong Li, Yue Hu, Hui Ma +4Time Series ForecastingSpatiotemporal Forecasting

    Xinjiang Key Laboratory of Intelligent Computing and Smart Applications, School of Software, Xinjiang University, Urumqi 830017, China. · College of Geography and Remote Sensing Sciences, Xinjiang University, Urumqi 830046, China.

  12. Physics-guided spatiotemporal neural models for fuel density prediction

    Jul 8, 2026Tolga Caglar, Jaynil Jaiswal, Saqib Azim +3Wildfire ForecastingPhysics-Informed ML

    San Diego Supercomputer Center University of California, San Diego

  13. STAGformer: A Spatio-temporal Agent Graph Transformer for Micro Mobility Demand Forecasting

    Jul 7, 2026Ye ZihaoAttention MechanismsSpatiotemporal Forecasting

    Department of System Engineering City University of Hong Kong

  14. GlacierCastAI: Predicting Glacier Retreat from Multi-Modal Satellite Imagery and Climate Signals

    Jul 5, 2026Arunkumar RamachandranClimate ScienceRemote Sensing

    Independent Researcher

  15. From Global to Local: Efficient Regional Weather Downscaling with Global Weather Foundation Model

    Jul 3, 2026Wiktor Kamzela, Jakub Kubiak, Adam Dobosz +5Spatiotemporal ForecastingWeather Forecasting

    Pozna´n Supercomputing and Networking Center · Pozna´n University of Technology

  16. Less Tokens, Better Forecasts: Sparse Residual Routing for Efficient Weather Prediction

    Jul 2, 2026Janet Wang, Yunbei Zhang, Lin Zhao +3Efficient ViTsDense Prediction

    Tulane University · Northeastern University · University of Alabama at Birmingham +1

  17. When Context Compensates for Sparse Event History: AlphaEarth for Spatio-Temporal Point-Process Forecasting

    Jul 1, 2026Yahya Aalaila, Mouad Elhamdi, Gerrit Großmann +3Temporal Point ProcessesSpatial Generalization

    1German Research Center for Artificial Intelligence (DFKI) · 5Rhineland-Palatinate Technical University of Kaiserslautern-Landau (RPTU) · 2Universit´e Mohammed VI Polytechnique +2

  18. QuaMoE-DRF: Proactive Beam and Rate Adaptation via Multimodal Dynamic Radio Map Forecasting in ISAC Networks

    Jul 1, 2026Zhihan Zeng, Kaihe Wang, Zhongpei Zhang +1Integrated Sensing and CommunicationWireless Communications

    National Key Laboratory of Wireless Communications, University of Electronic Science and Technology of China, Chengdu 611731, China · University of Electronic Science and Technology of China, Chengdu 611731, China · College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou 310027, China +2

  19. A Multi-Resolution Finite-Volume Inspired Deep Learning Framework for Spatiotemporal Dynamics Prediction

    Jul 1, 2026Xin-Yang Liu, Xiantao Fan, Jian-Xun WangNeural PDE SolversPDE Surrogate Modeling

    Department of Aerospace and Mechanical Engineering, University of Notre Dame, Notre Dame, IN, USA · Sibley School of Mechanical and Aerospace Engineering, Cornell University, Ithaca, NY, USA

  20. In-Context Residual Calibration for Uncertainty Quantification of Energy Time Series over Graphs

    Jun 30, 2026Keivan Faghih Niresi, Alice Cicirello, Olga FinkTime Series ForecastingConformal Prediction

    Intelligent Maintenance and Operations Systems (IMOS) Laboratory, EPFL, Lausanne, Switzerland · Data, Vibration, and Uncertainty (DVU) Group, Department of Engineering, University of Cambridge, United Kingdom

  21. Beyond Point Estimates for Glaucoma Visual Field Forecasting with Diffusion Models

    Jun 29, 2026Marta Colmenar Herrera, Pablo Márquez Neila, Şerife Seda Kucur Ergünay +2Spatiotemporal ForecastingUncertainty Calibration

    ARTORG Center for Biomedical Engineering Research, UniBe, Switzerland · PeriVision SA, Epalinges, Switzerland · Department of Ophthalmology, Inselspital, Bern, Switzerland

  22. t-STEP: An interpretable model for Total Electron Content predictions and irregularities estimations

    Jun 28, 2026Stephen Tete, Carl Shneider, Maxime Cordy +3Time Series ForecastingSpatiotemporal Forecasting

    Interdisciplinary Center for Security, Reliability and Trust (SnT), University of Luxembourg, Luxembourg City L-1855, Luxembourg · Istituto Nazionale di Geofisica e Vulcanologia, Via di Vigna Murata 605, Rome 00143, Italy · Mission Space | Space Weather, Luxembourg City L-1191, Luxembourg

  23. Parameter-Efficient Quantum-Inspired Fast Weight Programmers for Traffic-Matrix Forecasting

    Jun 26, 2026Kuo-Chung Peng, Jiun-Cheng Jiang, Chun-Hua Lin +3Quantum-Inspired MLSpatiotemporal Forecasting

    Department of Physics and Center for Theoretical Physics, National Taiwan University, Taipei, Taiwan · National Center for High-Performance Computing, National Institutes of Applied Research, Hsinchu, Taiwan · Wells Fargo, New York, NY, USA

  24. EO-WM: A Physically Informed World Model for Probabilistic Earth Observation Forecasting

    Jun 25, 2026Junwei Luo, Shuai Yuan, Zhenya Yang +3World Model LearningForecasting Benchmarks

    1The University of Hong Kong · 2Wuhan University

  25. Otter Weather: Skillful and Computationally Efficient Medium-Range Weather Forecasting

    Jun 24, 2026Cristiana Diaconu, Jonas Scholz, Aliaksandra Shysheya +4Time Series ForecastingProbabilistic Forecasting

    University of Cambridge

  26. FDN: Interpretable Spatiotemporal Forecasting with Future Decomposition Networks

    Jun 23, 2026Nicholas Majeske, Ariful AzadExplainable Time Series ForecastingTime Series Forecasting

    Department of Intelligent Systems Engineering, Indiana University Bloomington, USA · Department of Computer Science and Engineering, Texas A&M University, USA

  27. 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

  28. 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

  29. Quantum Convolutional Neural Networks for Groundwater Heat Plume Prediction: A Surrogate Modeling Approach

    Jun 22, 2026Danyal Maheshwari, Julia Pelzer, Miriam SchulteNeural Surrogate ModelingQuantum Convolutional Neural Networks

    Simulation of Large Systems, Institute for Parallel and Distributed Systems (IPVS),, University of Stuttgart, Stuttgart, Germany

  30. Evolutionary Optimization Reveals Structural Constraints on Reservoir Architecture for Spatiotemporal Chaos

    Jun 22, 2026Nima DehghaniEvolutionary OptimizationReservoir Computing

    Department of Physics, MIT · McGovern Institute for Brain Research, MIT