Long-Term Time Series Forecasting

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8 papers in the last four weeks, against 2 the four weeks before. 0.1% of all new papers.

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  1. AliO: Output Alignment Matters in Long-Term Time Series Forecasing

    Oct 8, 2026Kwangryeol Park, Jaeho Kim, Seulki LeeLong-Term Time Series ForecastingTime Series Forecasting

    Artificial Intelligence Graduate School Ulsan National Institute of Science & Technology (UNIST), South Korea · Artificial Intelligence Korea University, South Korea · Department of Computer Science and Engineering Ulsan National Institute of Science & Technology (UNIST), South Korea

  2. Structure-Aware Graph Abstention for Reliable Selective Forecasting

    Oct 6, 2026Jianxiang Xie, Belal AlsinglawiMultivariate Time Series ForecastingLong-Term Time Series Forecasting

    University of New South Wales · Zayed University

  3. From HL to H+L-1 Parameters: A Hankel-Toeplitz Forecaster for Long-Term Time Series Forecasting

    Sep 27, 2026Chaoqi Zhang, Yu Wang, Haixu TangLong-Term Time Series ForecastingTime Series Forecasting

    Indiana University Bloomington, IN, USA

  4. Diffusion-Based Rollouts as a Stabilization Mechanism for Long-Horizon Environmental Forecasting

    Sep 27, 2026Marina Vicens-Miquel, Amy McGovern, Aaron J. Hill +2Precipitation ForecastingLong-Term Time Series Forecasting

    University of Oklahoma, School of Meteorology, Norman, Oklahoma · University of Oklahoma, School of Computer Science, Norman, Oklahoma · NSF AI Institute for Research on Trustworthy AI in Weather, Climate, and Coastal Oceanography, Norman, Oklahoma +2

  5. Learning Where to Look: A Shared Relative-Alignment Module for Time-Series Forecasting and PPG-to-Vital-Sign Reconstruction

    Sep 23, 2026Ragamayi Puli, Shunya NagashimaMultivariate Time Series ForecastingLong-Term Time Series Forecasting

    Neurogica Inc.

  6. One Patch, Three Roles: What Is Actually Coupled in Autoregressive Time-Series Forecasting?

    Sep 20, 2026Ziang Li, Yue Huang, Guoxu Zhou +4Long-Term Time Series ForecastingTime Series Forecasting

    Guangdong University of Technology · Guangdong Polytechnic Normal University · Harbin Institute of Technology

  7. SETTer: Sparse-Encoder Transformer for Long-term Multivariate Time Series Forecasting

    Sep 17, 2026Abraham Ezema, Chijioke Eze, Ferdinanda Ponci +1Multivariate Time Series ForecastingLong-Term Time Series Forecasting

    Institute for Automation of Complex Power Systems, RWTH Aachen University, 52064 Aachen, Germany · RWTH Aachen University, 52064 Aachen, Germany · institute for Monitoring and Distributed Control for Power Systems Teaching and Research Area, RWTH Aachen University, 52064 Aachen, Germany +1

  8. OceanMoE: Structured Conditional Sparse Computation for Long-Horizon Multivariate Ocean Forecasting

    Sep 17, 2026Yishun Zhu, Jian WangMultivariate Time Series ForecastingLong-Term Time Series Forecasting

    Hangzhou Institute for Advanced Study, University of the Chinese Academy of Sciences Zhejiang, China · Computer Network Information Center, Chinese Academy of Sciences Beijing, China

  9. Large Distant Gradients Need Not Be Reliable: reliability-weighted credit assignment for long-horizon autoregressive forecasting

    Sep 11, 2026Junhao Zhao, David Michael Simberg, Jacob Kang +2Long-Term Time Series ForecastingBackpropagation

    University of Maryland, College Park

  10. HypLTSF: A Hyperbolic Geometric View of Multi-Scale Hierarchies for Long-Term Time Series Forecasting

    Sep 8, 2026Namwoo Kim, Hyungryul Baik, Yoonjin YoonLong-Term Time Series ForecastingHierarchical Representation Learning

    Urban AI Institute, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, Republic of Korea · Department of Mathematical Science, KAIST, Daejeon, Republic of Korea · Department of Civil and Environmental Engineering, KAIST, Daejeon, Republic of Korea

  11. Long-Horizon Forecasting of Complete Financial Statements with Forma

    Aug 11, 2026Travis L. Johnson, Jiannan Jiang, Soumyabrata Chaudhuri +3Long-Term Time Series ForecastingFinancial Forecasting

    University of Texas at Austin, Austin, TX, USA

  12. Two-stage Odd Residual Flows for Mean-Preserving Probabilistic Time Series Forecasting

    Aug 11, 2026Kiran Madhusudhanan, Christian Klötergens, Lars Schmidt-Thieme +1Long-Term Time Series ForecastingNormalizing Flows

    Institute of Computer Science University of Hildesheim Hildesheim, Germany

  13. Efficient Test-Time Scaling for LLM-based Time Series Forecasting

    Aug 9, 2026Xuan-May Le, Minh-Tuan Tran, Ling Luo +3Long-Term Time Series ForecastingTime Series Forecasting

    The University of Melbourne Melbourne, Victoria, Australia · Monash University Melbourne, Victoria, Australia

  14. KReF: Training-Free Retrieval for Long-Term Time-Series Forecasting and Predictive Uncertainty

    Aug 7, 2026Yang Zhang, Rui SuLong-Term Time Series ForecastingRetrieval-Augmented Time Series Forecasting

  15. Beyond Linear Dynamics: Neural Bilinear Dynamical Models for Time Series Forecasting

    Aug 5, 2026Mengzhou Gao, Huangqian Yu, Pengfei JiaoDynamical SystemsLong-Term Time Series Forecasting

    Hangzhou Dianzi University Hangzhou, China

  16. CAMP: A Cycle-Aware Multi-Scale Patch Mixer for Time Series Forecasting

    Aug 4, 2026Jung Min Choi, Vijaya Krishna yalavarthi, Lars Schmidt-ThiemeLong-Term Time Series ForecastingTime Series Forecasting

    ISMLL, University of Hildesheim, VWFS Data Analytics Research Center (VWFS-DARC), Hildesheim, Germany

  17. 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

  18. Nipping the Butterfly Effect in the Bud: Self-Output Fine-Tuning for Autoregressive Weather Prediction

    Jul 23, 2026Yun-Ye Cai, Hsuan-Tien LinLong-Term Time Series ForecastingDistribution Shift

    National Taiwan University · Taipei, Taiwan

  19. 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

  20. A Comparative Analysis of Machine Learning Models for Long and Short-Term Forecasting of the Egyptian Stock Market: A Focus on EGX30

    Jul 15, 2026Muhammed Walid, Ahmed El-Naeimy, Hosam Moubarak +1Long-Term Time Series ForecastingRecurrent Neural Networks

    Cyber Physical Lab, Department of Computer Science & Engineering · Egypt-Japan University Of Science and Technology, Alexandria, Egypt · Accounting Department +1

  21. TSSM: Triaxial State Space Model for Global Station Weather Forecasting with Temporal-Variable-Historical Modeling

    Jul 14, 2026Songru Yang, Zili Liu, Tao Han +7Long-Term Time Series ForecastingState Space Models

    Department of Aerospace Intelligent Science and Technology, School of Astronautics, Beihang University, and with the Key Laboratory of Spacecraft Design Optimization and Dynamic Simulation Technologies, Ministry of Education, Beihang University, Beijing 100191, China · Shanghai Artificial Intelligence Laboratory, Shanghai 200232, China · Department of Information Engineering, The Chinese University of Hong Kong, Hong Kong 999077, China +1

  22. 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

  23. 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

  24. StateFlow: Dual-State Recurrent Modeling for Long-Horizon Time Series Forecasting

    Jun 30, 2026Haroon Gharwi, Yue Dai, Kai ShuMultivariate Time Series ForecastingLong-Term Time Series Forecasting

    Department of Computer Science, Illinois Institute of Technology, Chicago, IL, USA · Department of Computer Science, Emory University, Atlanta, GA, USA

  25. TA-SparseMG: Trend-Aware Sparse Forecasting via Multi-Scale Gating for Long-Term Time Series

    Jun 26, 2026Wenchao Liu, Hongbing Wang, Youji Zhu +2Long-Term Time Series ForecastingNon-Stationary Time Series Forecasting

    School of Mathematical Sciences, Guizhou Normal University, Guiyang 550025, China. · School of Big Data and Computer Science, Guizhou Normal University, Guiyang 550025, China.

  26. GNBAN: Graph Neural Basis Attention Networks for Long-Horizon Forecasting over Large Entity Sets

    Jun 26, 2026Janak M. Patel, Anirudh Deodhar, Dagnachew BirruMultivariate Time Series ForecastingLong-Term Time Series Forecasting

    Phi Labs, Quantiphi Marlborough, MA 01752, USA

  27. PMDformer: Patch-Mean Decoupling Information Transformer for Long-term Forecasting

    Jun 25, 2026Ao Hu, Liangjian Wen, Jiang Duan +7Multivariate Time Series ForecastingLong-Term Time Series Forecasting

    Southwestern University of Finance and Economics · Artificial Intelligence and Digital Finance Key Laboratory of Sichuan Province · Chengdu Everimaging Science and Technology Co., Ltd. +4

  28. Learning the Koopman Operator using Attention Free Transformers

    Jun 22, 2026Mohammed Nagdi, Evangelos-Marios Nikolados, Alexey Yermakov +3Long-Term Time Series ForecastingKoopman Operator Learning

    Institute for Bioengineering, School of Engineering and Centre for Engineering Biology, University of Edinburgh, Edinburgh, United Kingdom · Electrical and Computer Engineering and Applied Mathematics, University of Washington, Seattle, WA, USA · Electrical and Computer Engineering and Computer Science & Engineering, University of Washington, Seattle, WA, USA

  29. Distribution-Aware Diffusion-LLM for Robust Ultra-Long-Term Time Series Forecasting

    Jun 22, 2026Falguni Ghosh, Vahid Hashemi, Bernhard KainzLong-Term Time Series ForecastingProbabilistic Forecasting

    Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, 91052, Germany · AUDI AG, Auto-Union-Straße 1, 85057 Ingolstadt, Germany · Imperial College London, London SW7 2RH, United Kingdom

  30. Multiple cyclicity and Wavelet Decomposition with Channel Correlation for Long-term Time Series Forecasting

    Jun 16, 2026Bin Wang, Heming Yang, Jinfang ShengMultivariate Time Series ForecastingLong-Term Time Series Forecasting

    School of Computer Science and Engineering, Central South University, HuNan, China.