Time Series Decomposition

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2 papers in the last four weeks, against 1 the four weeks before. 0.0% of all new papers.

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  1. DrafTS: Time-Aware Decomposition with Residual Correction for Time Series Modeling

    Sep 27, 2026Yiqiu Liu, Siru Zhong, Zhiguang Wang +2Time Series DecompositionNon-Stationary Time Series

    The Hong Kong University of Science and Technology (Guangzhou), China · Abel AI Lab, USA · Squirrel Ai Learning, USA

  2. Disentangling Heterogeneous Traffic Dynamics for Multi-Step Traffic Forecasting via Adaptive Spectral Decomposition

    Sep 22, 2026Zijun Huang, Chenrui Fu, Wenhao Wang +3Time Series DecompositionSpatiotemporal Forecasting

    Beijing Normal-Hong Kong Baptist University · Dalian Maritime University · National Chung Hsing University

  3. DecoVAE: a Lightweight Interpretable Trend-Seasonal VAE Framework for Efficient Probabilistic Time Series Forecasting

    Aug 20, 2026Alexander Marusov, Dmitry Anikin, Alexey ZaytsevVariational AutoencodersTime Series Forecasting

    Applied AI Institute Moscow, Russia

  4. End-to-End Neural Decomposition with Koopman Operators for Time-Series Forecasting

    Aug 9, 2026De-Yan Lu, Xugang Lu, Yu Tsao +1Koopman Operator LearningTime Series Forecasting

    Graduate Institute of Communication Engineering, National Taiwan University, Taipei, Taiwan · National Institute of Information and Communications Technology, Kyoto, Japan · Research Center for Information Technology Innovation, Academic Sinica, Taipei, Taiwan

  5. 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

  6. 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

  7. 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.

  8. ROAR: Retrieval Opportunity-Aware Refinement for Zero-Shot Time Series Forecasting

    May 24, 2026Jinjin Chi, Lei Feng, Yiming Wang +4Zero-Shot Time Series ForecastingTime Series Forecasting

    College of Computer Science and Technology, Jilin University, Changchun, China · College of Computing and Data Science, Nanyang Technological University, Singapore

  9. PESD-TSF: A Period-Aware and Explicit Structured Decomposition Framework for Long-Term Time Series Forecasting

    May 15, 2026Hua Wang, Xianhao Jiao, Fan ZhangMultivariate Time Series ForecastingLong-Term Time Series Forecasting

    School of Computer and Artificial Intelligence, Ludong University, Yantai, Shandong 264025, China · School of Computer and Artificial Intelligence, Ludong University, Yantai, Shandong 264025, China. · School of Computer Science and Technology, Shandong Technology and Business University, Yantai, Shandong 264005, China +1

  10. NPMixer: Hierarchical Neighboring Patch Mixing for Time Series Forecasting

    May 8, 2026Jung Min Choi, Vijaya Krishna Yalavarthi, Lars Schmidt-ThiemeMultivariate Time Series ForecastingTime Series Forecasting

    1ISMLL, University of Hildesheim, VWFS Data Analytics Research Center (VWFS-DARC), Hildesheim, Germany.

  11. Don't Learn the Shape: Forecasting Periodic Time Series by Rank-1 Decomposition

    May 8, 2026Takato HondaLow-Rank Matrix DecompositionTime Series Forecasting

    Mellon Inc.

  12. PAMNet: Cycle-aware Phase-Amplitude Modulation Network for Multivariate Time Series Forecasting

    May 1, 2026Yingbo Zhou, Yutong Ye, Zhiwei Ling +5Multivariate Time Series ForecastingTime Series Forecasting

    Fudan University · Beihang University · Zhejiang University +1

  13. Time-Localized Parametric Decomposition of Respiratory Airflow for Sub-Breath Analysis

    Apr 24, 2026Victoria Ribeiro Rodrigues, Paul W. Davenport, Nicholas J. NapoliTime Series Decomposition

    Human Informatics and Predictive Performance Optimization (HIPPO) Laboratory, Department of Electrical and Computer Engineering, University of Florida, Gainesville, FL 32611 USA · Department of Physiological Sciences, University of Florida, Gainesville, FL 32611 USA

  14. SPaRSe-TIME: Saliency-Projected Low-Rank Temporal Modeling for Efficient and Interpretable Time Series Prediction

    Apr 19, 2026K. A. ShahriarTime Series ForecastingTime Series Decomposition

    Department of Electrical and Electronic Engineering Bangladesh University of Engineering and Technology Dhaka-1205, Bangladesh

  15. DMSC: Dynamic Multi-Scale Coordination Framework for Time Series Forecasting

    Aug 3, 2025Haonan Yang, Jianchao Tang, Zhuo Li +1Time Series ForecastingMulti-Scale Feature Fusion

    National University of Defense Technology, Changsha, Hunan, China