Multivariate Time Series Forecasting

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46 papers in the last four weeks, up 39% on the four weeks before. 0.3% of all new papers.

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  1. Scalable estimation of VARMA models

    Aug 6, 2026Daniel Paulin, Victor ElviraMultivariate Time Series ForecastingParameter Estimation

    College of Computing & Data Science Nanyang Technological University Singapore · School of Mathematics University of Edinburgh Edinburgh, UK

  2. Hybrid Machine Learning Framework for Herd-Level Cattle Growth Pattern and Weight Gain Forecasting in Grazing-Based Production Systems

    Aug 6, 2026Muhammad Riaz Hasib Hossain, Rafiqul Islam, Shawn R. McGrath +2Irregular Time-Series ModelingMultivariate Time Series Forecasting

    a School of Computing, Mathematics and Engineering, Charles Sturt University, Wagga Wagga, NSW 2650, Australia · b School of Computing, Mathematics and Engineering, Charles Sturt University, Albury, NSW 2640, Australia · c Gulbali Institute for Agriculture, Water and Environment, Charles Sturt University, Wagga Wagga, NSW 2678, Australia +4

  3. Multivariate Time Series Forecasting needs Cross Variable Loss

    Aug 6, 2026Kuiye Ding, Yifan Hu, Hanchen Wang +1Multivariate Time Series ForecastingTime Series Forecasting

    University of Technology Sydney · Tsinghua University · The Hong Kong University of Science and Technology (Guangzhou)

  4. Forecasting Revenue with its Customer-Base Drivers: When and Why Coordination Helps

    Aug 3, 2026Kyeongbin Kim, Daniel McCarthy, Dokyun LeeMultivariate Time Series ForecastingFinancial Forecasting

    University of Wisconsin–Madison · University of Maryland · Boston University

  5. Multi-Source Dynamic Graph Learning for Compound-Flood Forecasting in Managed Coastal Systems

    Aug 3, 2026Liangjun You, Min Wu, Orlando Woods +1Multivariate Time Series ForecastingDynamic Graph Learning

    City University of Hong Kong (Dongguan) China · A*STAR Singapore · Singapore Management University Singapore

  6. TFGformer: Multivariate Time Series Forecasting via Time-Frequency Graph Learning and Covariate Fusion

    Jul 31, 2026Yu Sun, Yuan Chang, Xiaohou Shi +1Multivariate Time Series ForecastingLong-Term Time Series Forecasting

    Beijing University of Posts and Telecommunications Beijing, China · China Telecom Research Institute Beijing, China

  7. Information Bottleneck Learning for Faithful Time Series Forecasting Explanations

    Jul 30, 2026Xu Zheng, Wei Cheng, Zhuomin Chen +3Multivariate Time Series ForecastingExplainable Time Series Forecasting

    Florida International University, Miami, FL, USA · NEC Laboratories America, Princeton, NJ, USA · University of Houston, Houston, TX, USA +1

  8. Enhancing Irregular Time Series Forecasting with Continuous-Time Modeling Framework

    Jul 30, 2026Tianen Shen, Zhengyu Li, Yutong Li +4Irregular Time-Series ModelingMultivariate Time Series Forecasting

  9. DRIFT: Direct-Recursive Intervention-Conditioned Forecasting of ICU Physiological Trajectories

    Jul 28, 2026Weixin Liu, Juming Xiong, Congning Ni +4Multivariate Time Series ForecastingTime Series Forecasting

    Vanderbilt University, Nashville, Tennessee, USA · Vanderbilt University Medical Center, Nashville, Tennessee, USA

  10. Multivariate Time Series Forecasting with Adaptive Non-Local Observables

    Jul 27, 2026Yu-Ting Lee, Huan-Hsin Tseng, Samuel Yen-Chi ChenMultivariate Time Series ForecastingQuantum Machine Learning

    Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan · Brookhaven National Laboratory, AI & ML Department, Upton, NY, USA · Wells Fargo, New York, NY, USA

  11. Adaptive Multi-Scale Forecasting and Gate-Localized Conformal Prediction for Multivariate Nonstationary Time Series

    Jul 25, 2026Ziling Ma, Junshu Jiang, Ángel López-Oriona +2Multivariate Time Series ForecastingConformal Prediction

    Statistics Department, Computer, Electrical and Mathematical Sciences and Engineering Division, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia · NeuroAI Laboratory, Computer, Electrical and Mathematical Sciences and Engineering Division, King Abdullah University of Science and Technology, Thuwal 23955-6900, Saudi Arabia

  12. Hopformer: Homogeneity-Pursuit Transformer for Time Series Forecasting

    Jul 24, 2026Wan Zhang, Qinjie Lin, Chan Lee +3Multivariate Time Series ForecastingTime Series Forecasting

    The AMSS Center of Forecasting Science, Chinese Academy of Sciences, Beijing, China · Department of Computer Science, Northwestern University, Evanston, IL · Department of Statistics and Data Science, Northwestern University, Evanston, IL +1

  13. MissHyper: Restoring Clinical Synchronicity in Missingness-Guided Hypergraph Forecasting

    Jul 24, 2026Mingyi Ma, Qingxiong TanIrregular Time-Series ModelingMultivariate Time Series Forecasting

    Academy of Advanced Interdisciplinary Studies Wuhan University · Institute for Mathematics & Artificial Intelligence Wuhan University

  14. CARNet Cycle-Conditioned Core Aggregation and Redistribution for Multivariate Time Series Forecasting

    Jul 23, 2026Awsaf Tausif Adib, Md. Shahria Sarker Shuvo, Md. Estehaar Ahmed Emon +4Multivariate Time Series ForecastingTime Series Forecasting

    Apurba-NSU R&D Lab, Department of Electrical and Computer Engineering, North South University · Apurba Technologies, California, USA

  15. Transformer-based Diffusion models for Hydrological Time Series Probabilistic Imputation and Forecasting

    Jul 23, 2026Ferdinand Bhavsar, Lionel Benoit, Maxime Savatier +1Multivariate Time Series ForecastingTime Series Imputation

    INRAE · Biostatistics and Spatial Processes (BioSP), INRAE, Avignon 84914, France · ANDRA +1

  16. Forecasting the Number of Harvest-ready Fruits of Sweet Peppers Using Multimodal Time-Series Data

    Jul 22, 2026Enrico Pallotta, Mohamed Farag, Esra Guclu +3Multivariate Time Series ForecastingPlant Phenotyping

    University of Bonn, Bonn, Germany · Lamarr Institute for Machine Learning and Artificial Intelligence, Bonn, Germany · CSIRO, Pullenvale, Australia

  17. Fourier Geometric Wind Power Forecasting with Numerical Weather Prediction

    Jul 19, 2026Shiyuan Piao, Fan Zehui, Yang Liu +4Multivariate Time Series ForecastingTime Series Forecasting

    The Hong Kong University of Science and Technology · The Chinese University of Hong Kong · Tsinghua University Goldwind Science and Technology Co.,Ltd

  18. HyBDM: Multi-Scale Hybrid Experts for Time Series Forecasting with Bidirectional Dependency Modeling

    Jul 18, 2026Wenqiang Ma, Chen Cheng, Xue Cheng +1Multivariate Time Series ForecastingMulti-Scale Feature Fusion

    Soul of Harlequin Lab

  19. 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

  20. A Quantum-Classical Hybrid Framework for Multivariate Time-Series Forecasting Complexity-Fidelity Trade-offs and Limitations

    Jul 17, 2026Sanjay Chakraborty, Fredrik HeintzMultivariate Time Series ForecastingTime Series Forecasting

    Department of Computer Science & Engineering, Techno International New Town, Kolkata, India

  21. Asymmetric Peak-Aware Loss for Peak-Critical Time Series Forecasting

    Jul 16, 2026Theivaprakasham Hari, Yanan Xin, Winnie Daamen +2Multivariate Time Series ForecastingLong-Term Time Series Forecasting

    Department of Transport and Planning, Faculty of Civil Engineering and Geosciences Delft University of Technology, Delft, The Netherlands · Mobility Innovation Centre Delft University of Technology, Delft, The Netherlands

  22. Multi-Scale Convolution with Optimal Transport Attention Effect on Multivariate Time Series

    Jul 12, 2026HaoChong Fu, Jian XuMultivariate Time Series ForecastingMulti-Scale Feature Fusion

    Institute of Collaborative Innovation · University of Macau · Macau, China +2

  23. 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

  24. Exploratory Analysis of Deep Learning Models for Forecasting Meteorological Parameters in the Agricultural Sector

    Jul 11, 2026Piotr Sikora, Sotirios KontogiannisConvolutional RNNsMultivariate Time Series Forecasting

    Faculty of Technical Physics, Information Technology and Applied Mathematics Lodz Universtiy of Technlogy · MicroComputer Systems Laboratory Dept. of Mathematics University of Ioannina

  25. Frequency-Domain Multi-Modality Transportation Modeling

    Jul 9, 2026Jiewen Deng, Hangchen Liu, Junchen Li +2Multivariate Time Series ForecastingIntelligent Transportation Systems

    Southern University of Science and Technology · The University of Tokyo

  26. Rethinking Multimodal Time-Series Forecasting Evaluation

    Jul 8, 2026Haoxin Liu, Yichen Zhou, Rajat Sen +2Multivariate Time Series ForecastingZero-Shot Time Series Forecasting

    Georgia Institute of Technology · Google Research

  27. RMISC: A Large-scale Real-world Multivariate Corpus for Time Series Foundation Models

    Jul 7, 2026Qian Sun, Yong-Ming Tian, Jia-Wei Huang +2Synthetic Data PretrainingMultivariate Time Series Forecasting

    State Key Laboratory of Novel Software Technology, Nanjing University, Nanjing, China · School of Intelligent Science and Technology, Nanjing University, Suzhou, China · Nanjing University – Siemens Joint Research Center on Industrial AI, Suzhou, China +1

  28. TopoBrick: Agentic Topology Sampling of Exogenous Variables for Zero-Shot Building IoT Forecasting

    Jul 7, 2026Xiachong Lin, Du Yin, Arian Prabowo +6Multivariate Time Series ForecastingZero-Shot Time Series Forecasting

    University of New South Wales Sydney, NSW, Australia · Hong Kong University of Science and Technology (Guangzhou) Guangzhou, China · Mohamed bin Zayed University of Artificial Intelligence Abu Dhabi, United Arab Emirates +1

  29. NEST: Tackling Dataset-Level Distribution Shifts via Regime-Oriented Mixture-of-Experts

    Jul 7, 2026Lanhao Li, Bingshu Xie, Lijun Sun +3Multivariate Time Series ForecastingLong-Term Time Series Forecasting

    1Beihang University

  30. Liquid Latent State Dynamics for Interpretable Turbofan Degradation Modeling

    Jul 2, 2026Weizhi Nie, Weijie Wang, Yuting SuMultivariate Time Series ForecastingLiquid Neural Networks

    Tianjin University