Time Series Forecasting

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139 papers in the last four weeks, up 101% on the four weeks before. 0.9% of all new papers.

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  1. Time Series Network Utilization KPI Forecasting Using Advanced AI/ML Models

    Jul 22, 2026Niraj Gadhe, Kirti Bhardwaj, Moulik Jain +2Time Series ForecastingForecasting Benchmarks

    Independent Researcher

  2. Expert-Guided Forecast Editing for Time-Series Foundation Models

    Jul 22, 2026Hung Le, Minh Hoang Nguyen, Manh Nguyen +2Black-Box OptimizationTime Series Forecasting

    Deakin Applied Artifical Intelligence Initiative Deakin University, Australia

  3. A Deep Learning Framework for Predicting Solar EUV Irradiance During Significant Flares

    Jul 21, 2026Sathvik Soman, Jason T. L. Wang, Haimin Wang +1Time Series Forecasting

    New Jersey Institute of Technology, Newark, NJ, USA · Sam Houston State University, Huntsville, TX, USA

  4. Subject-Conditioned Glucose Forecasting in Type-1 Diabetes

    Jul 21, 2026Giorgia Rigamonti, Mirko Paolo Barbato, Davide Marelli +1Type 1 DiabetesTime Series Forecasting

    Department of Informatics, Systems and Communication University of Milano-Bicocca Milan, Italy

  5. Censoring-Aware In-Context Learning for Generalized Supplier Lead Time Estimation in Supply Chain Planning

    Jul 20, 2026Christopher Wang, Sebastien Ouellet, Behrouz Haji Soleimani +1Survival AnalysisTime Series Forecasting

    Department of Electrical and Computer Engineering, Queen’s University, Kingston, ON K7L 3N6, Canada · Kinaxis Inc., Ottawa, ON K2K 3J1, Canada

  6. Lightweight Wrappers for Adapting Time Series Foundation Models to Regional Drought Forecasting

    Jul 20, 2026Wentao Gao, Jiuyong Li, Lin Liu +4Test-Time AdaptationTime Series Forecasting

    Adelaide University · Adelaide, Australia · CSIRO Technology +1

  7. Residual-Guided Multi-Resolution Refinement of Foundation Models: A Case Study in Drought Forecasting

    Jul 20, 2026Wentao Gao, Jiuyong Li, Lin Liu +4Time Series ForecastingClimate Modeling

    Adelaide University, Adelaide, SA, Australia · CSIRO Technology, Canberra, Australia · CSIRO Environment, Canberra, Australia

  8. 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

  9. 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

  10. Behaviour-Conditioned Neural Processes for Adaptive Residential Short-Term Load Forecasting

    Jul 17, 2026Ramin Soleimani, Andrea Visentin, Dirk PeschNeural ProcessesTime Series Forecasting

    School of Computer Science and Information Technology, University College Cork, Cork, Ireland

  11. 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

  12. A Predict-then-Correct Loop Based on Few-Shot Continuous Contextual Bandit for Demand Forecasting

    Jul 17, 2026Zhiwei Lei, Benedict Jun Ma, Ilya JacksonTime Series ForecastingContextual Bandits

    Thrust of Intelligent Transportation, Hong Kong University of Science and Technology (Guangzhou), China · Center for Transportation and Logistics, Massachusetts Institute of Technology, USA

  13. A Benchmark for Electrical Load Forecasting Across Grid Levels: Time-Series Transformers Outperform Established Methods

    Jul 17, 2026Matthias Hertel, Sebastian Pütz, Jonathan Kolar +3Time Series ForecastingForecasting Benchmarks

    Karlsruhe Institute of Technology, Germany · Helmholtz AI, Germany

  14. 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

  15. VAIOM: Continuous-Input, Discrete-Output Decoder-Only Financial Sequence Modeling

    Jul 15, 2026Yiming Ma, Xinyu ChenDecoder-Only Language ModelsTime Series Forecasting

  16. Accuracy-Preserving Stability Regularization for Large-Scale Retail Demand Forecasting

    Jul 14, 2026Jize Li, Jiani He, Dishu Yang +3Time Series Forecasting

    Boston University, Boston, MA, USA · Massachusetts Institute of Technology, Cambridge, MA, USA · Northeastern University, San Jose, CA, USA +3

  17. The Spectrum Is Not Enough: When Context Helps Time-Series Forecasting

    Jul 14, 2026Mert Onur Cakiroglu, Mehmet Dalkilic, Hasan KurbanTime Series ForecastingRetrieval-Augmented Time Series Forecasting

    Luddy School of Informatics, Computing, and Engineering, Indiana University Bloomington, Bloomington, IN, USA · College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar

  18. 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

  19. Learning-based Probabilistic Load Forecasting with Post-hoc and In-model Uncertainty

    Jul 14, 2026Sarah Al-Shareeda, Gulcihan Ozdemir, Heung Seok JeonQuantile RegressionTime Series Forecasting

    aComputer System and Technology Department, Faculty of Computer Science and Information Technology, University of Malaya, Malaysia · bInformatics Institute, Istanbul Technical University, Turkey · cComputer Engineering Department Konkuk University South Korea

  20. When Directional Accuracy Lies: A Base-Rate-Honest Benchmark for LoRA-Adapted TimesFM on Equity Forecasting

    Jul 14, 2026Taizhen CheungFinancial ForecastingTime Series Forecasting

  21. Climate-Invariant Conformal Prediction Intervals for Multi-Horizon Solar and Wind Forecasting

    Jul 13, 2026Shreedhar Gangwar, Abhinav Bains, Banalaxmi BrahmaGroup-Conditional Conformal PredictionTime Series Forecasting

    B. R. Ambedkar National Institute of Technology, Jalandhar, India · Department of Computer Science and Engineering, Dr. B.R. Ambedkar National Institute of Technology Jalandhar, India

  22. Inter-Stop Energy Prediction and Causal Driver Quantification for Dual-Source Trolleybuses via a Time-Aware Tabular Deep Learning Architecture

    Jul 13, 2026Wentao Zeng, Zijian Huang, Yiming Bie +2Time Series ForecastingTabular ML

    School of Management, Foshan University, Foshan, China a School of Management, Foshan University, Foshan, China · School of Mechanical and Electrical Engineering and Automation, Foshan University, Foshan, China · School of Management, Foshan University, Foshan 528000, China +7

  23. Optimizing ARDL Models for Retail Sales Forecasting and Fair Pricing

    Jul 10, 2026Sujay Uday RittikarTime Series ForecastingAlgorithmic Fairness

    Department of Applied Computer Science The University of Winnipeg Winnipeg, MB, Canada

  24. When Classical Baselines Are Tuned as Carefully as the Quantum Model, Does Quantum Reservoir Computing Still Win?

    Jul 10, 2026Tushar PandeyTime Series ForecastingForecasting Benchmarks

    Texas A&M University

  25. GatedLinear: Adaptive Routing of Complementary Linear Bases for Time Series Forecasting

    Jul 10, 2026Qitai Tan, Ruiwen Gu, Yilin Su +3Mixture of ExpertsTime Series Forecasting

    Shenzhen Key Laboratory of Ubiquitous Data Enabling · Shenzhen International Graduate School, Tsinghua University

  26. On-Device Adaptive Battery Power Prediction for Electric Vehicles

    Jul 10, 2026Avik Bhatnagar, Anton Paule, Tobias Schuermann +2On-Device TrainingContinual Test-Time Adaptation

    FZI Research Center for Information Technology, University of Tübingen Germany

  27. 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

  28. RhyMix: A Lightweight Adaptive Multi-Rhythm Network for Long-Term Time Series Forecasting

    Jul 9, 2026Sumit Satishrao Shevtekar, Chandresh Kumar MauryaLong-Term Time Series ForecastingTime Series Forecasting

  29. PARA-PV: Physics-Aware Retrieval-Augmented PV Prediction Based on Frozen Foundation Model and Distribution Shift Correction

    Jul 9, 2026Hang Fan, Weican Liu, Ying Lu +3Time Series ForecastingNon-Stationary Time Series Forecasting

    School of Economics and Management, North China Electric Power University, 102206, Beijing, China · School of Electrical and Electronic Engineering, Nanyang Technological University, 639798, 50 Nanyang Avenue, Singapore · Department of Electrical Engineering, Tsinghua University, 100084, Beijing, China

  30. Agent Delivery Engineering Predictive Reliability Framework

    Jul 8, 2026Dexing LiuAI Agent ReliabilityMulti-Agent LLM Systems

    Shanghai Qijing Digital Technology Co., Ltd · Shanghai Qijing Digital Technology Co., Ltd.