Time Series Tokenization

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10 papers2 papers in the last four weeks, with none the four weeks before. 0.0% of all new papers.

  1. Trajectory-Guided Tokenization of Complex CSI for Wi-Fi Sensing

    Oct 5, 2026Ziyi Wang, Kenuo Xu, Jichu Jiang +8Gesture RecognitionWi-Fi Sensing

    Technische Universität Berlin, Berlin, Germany · Huawei Heisenberg Research Center (Munich) · Huawei Technologies Co., Ltd., Shanghai, China +1

  2. ShapeLex: Decoupling Local Shape Symbolization and Global Scale Modeling for Text-Controlled Time Series Generation

    Sep 21, 2026Subo Wei, Jianqi Gao, Mingyan Fan +3Time Series GenerationAutoregressive Generation

    School of Computer Engineering and Science, Shanghai University, Shanghai, China · Shanghai Institute of Applied Physics, Chinese Academy of Sciences, Shanghai, China

  3. STELLA: Efficient Sensor-to-LLM Translation for On-Device Human Activity Recognition

    Jul 3, 2026Nirhoshan Sivaroopan, Albert Zomaya, Kanchana ThilakarathnaOn-Device Language Model InferenceHuman Activity Recognition

    The University of Sydney · Australia

  4. Time Series as Language: A Universal Tokenizer for General-Purpose Time Series Foundation Models

    May 31, 2026Yunhao Zhang, Ruiying Qi, Jiale Zheng +3Time Series TokenizationTime Series Generation

    Shanghai Jiao Tong University · Huawei Noah’s Ark Lab

  5. Continuity and Ordinality Matter: Constraining Time Series Tokens for Effective Time Series Analysis with Large Language Models

    May 22, 2026Musheng Li, Ziying Zhang, Cheng jin +1Time Series ForecastingTime Series Representation Learning

    Department of Electronic Engineering Tsinghua University

  6. DeepTokenEEG Enhancing Mild Cognitive Impairment and Alzheimers Classification via Tokenized EEG Features

    May 14, 2026Thinh Nguyen-Quang, Minh Long Ngo, Ngoc-Son Nguyen +7ElectroencephalographyAlzheimer's Disease Classification

    Hanoi University of Science and Technology, Hanoi, Vietnam · VNU University of Engineering and Technology, Hanoi, Vietnam · Central Military Hospital 108, Hanoi, Vietnam +1

  7. Dywave: Event-Aligned Dynamic Tokenization for Heterogeneous IoT Sensing Signals

    May 13, 2026Tomoyoshi Kimura, Denizhan Kara, Jinyang Li +6Internet of ThingsTime Series Tokenization

    University of Illinois Urbana-Champaign · Hong Kong University of Science and Technology · Shanghai Jiao Tong University

  8. TimeTok: Granularity-Controllable Time-Series Generation via Hierarchical Tokenization

    May 2, 2026Seokhyun Lee, Jaeho Kim, Changjun Oh +2Time Series GenerationMultiscale Time-Series Modeling

    Department of Artificial Intelligence, Korea University, Seoul, South Korea · Department of Applied Mathematics and Theoretical Physics, University of Cambridge, Cambridge, United Kingdom.

  9. A Systematic Evaluation of Sample-Level Tokenization Strategies for MEG Foundation Models

    Feb 18, 2026SungJun Cho, Chetan Gohil, Rukuang Huang +2Time Series TokenizationTime-Series Foundation Models

    Oxford Centre for Human Brain Activity, University of Oxford, Oxford OX3 7JX, U.K. · Nuffield Department of Clinical Neurosciences, University of Oxford, Oxford OX3 9DU, U.K. · Department of Psychiatry, University of Oxford, Oxford OX3 7JX, U.K. +1

  10. Mantis: Lightweight Foundation Model for Time Series Classification

    Feb 21, 2025Vasilii Feofanov, Songkang Wen, Shifeng Xie +10Time Series ClassificationSelf-Supervised Time Series Representation Learning

    1. Huawei Noah’s Ark Lab · 3. Paris Cit´e University · 4. Helmholtz Munich +3