Time Series Classification

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15 papers in the last four weeks, up 114% on the four weeks before. 0.1% of all new papers.

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  1. HealthCAT: An Interpretable Encoder-only Transformer Framework for Health Indicator Prediction and Temporal Interpretation of Wearable Sensor Data

    Jul 30, 2026Xiaotong Yu, Joshua Y. Kim, HaeJin Lee +1Transformer InterpretabilityExplainable Artificial Intelligence

  2. Bitcoin Price Direction Prediction via Regime-Aware Multi-Modal Fusion of Social Sentiment and Technical Features

    Jul 25, 2026Muhammad Abdullah HaroonQuantitative FinanceTime Series Classification

    Department of Computer Science, FAST National University of Computer and Emerging Sciences (FAST-NUCES), Lahore, Pakistan

  3. Sensitivity Analysis of GRU, LSTM and Transformer Encoder in Classification of Automated Driving Systems

    Jul 25, 2026Bidhya Shrestha, Christos PapadopoulosTransformerTime Series Classification

    University of Memphis

  4. CC-AOS: Cost- and Horizon-Conditioned Amortized Backward Induction for Finite-Horizon Optimal Stopping

    Jul 24, 2026Tianwei YuTime Series ClassificationCost-Aware Inference

  5. Beyond Sufficiency: Time Series Explanation with Counterfactual Necessity

    Jul 23, 2026Hongnan Ma, Yiwei Shi, Mengyue Yang +1Counterfactual ExplanationsTime Series Classification

    School of Computer Science, University of Bristol · School of Engineering Mathematics and Technology, University of Bristol

  6. Multi-modal transformer for signal classification in nanopore blockade experiments

    Jul 22, 2026Sandro Kuppel, Julian Hoßbach, Samuel Tovey +1TransformerTime Series Classification

    Institute for Computational Physics University of Stuttgart Allmandring 3, 70569 Stuttgart, Germany

  7. In-Context Time Series Classification with Random Convolutional Features

    Jul 21, 2026Joscha Cüppers, Jilles VreekenTabular Foundation ModelsTime Series Classification

    CISPA Helmholtz Center for Information Security

  8. TypiCore: A Hybrid Active Query Strategy for Class-Incremental Learning on Time Series

    Jul 20, 2026Gabor Szucs, Samuel Jacsev, Marcell Nemeth +2Class-Incremental LearningTime Series Classification

    Department of Telecommunications and Artificial Intelligence, Budapest University of Technology and Economics, Budapest, Hungary. · Department of Information Engineering, University of Padua, Padua, Italy.

  9. Scaling Time Series Classification via XAI-Driven Data Reduction

    Jul 17, 2026Davide Italo Serramazza, Thach Le Nguyen, Georgiana IfrimExplainable Artificial IntelligenceTime Series Classification

    School of Computer Science, University College Dublin, Ireland

  10. QCNN with Rough Path Signature Kernels

    Jul 8, 2026Leonardo Nogueira Falabella, Vasily SazonovTime Series ClassificationQuantum Convolutional Neural Networks

    Université Paris-Saclay, CEA, List, F-91120, Palaiseau, France

  11. TimEE: End-to-end Time Series Classification via In-Context Learning

    Jul 8, 2026Jaris Küken, Shi Bin Hoo, Martin Mráz +2Synthetic Data PretrainingTime Series Classification

    University of Freiburg · Zuse School ELIZA Darmstadt · Prior Labs +1

  12. Enhancing deep learning models for time series classification via knowledge distillation

    Jul 7, 2026Javidan Abdullayev, Maxime Devanne, Jonathan Weber +1Time Series ClassificationKnowledge Distillation

    IRIMAS, University of Haute Alsace, Frères Lumière, Mulhouse 68200, France · Faculty of IT, Monash University, Wellington Road, Melbourne 3800, Australia

  13. VEIL: How Visual Encoding Hijacking Induces Bias In Vision Models

    Jul 6, 2026Suranjana Sooraj, Xuyang Chen, Madhumitha Venkatesan +1Scientific VisualizationData Visualization

    University of California, Davis

  14. LeNEPA: No-Augmentation Next-Latent Prediction for Time-Series Representation Learning

    Jul 1, 2026Alexander Chemeris, Ming Jin, Randall BalestrieroTime Series ClassificationSelf-Supervised Time Series Representation Learning

    Langotime · South Africa · Griffith University +3

  15. Leveraging Multimodality for Real-Time Classification of Transients and Variables found by the Zwicky Transient Facility

    Jun 30, 2026Ved G. Shah, Nabeel Rehemtulla, Adam A. Miller +13Hierarchical ClassificationTime Series Classification

    Department of Physics and Astronomy, Northwestern University, 2145 Sheridan Road, Evanston, IL 60208, USA · Center for Interdisciplinary Exploration and Research in Astrophysics (CIERA), 1800 Sherman Ave, Evanston, IL 60201, USA · NSF-Simons AI Institute for the Sky (SkAI), 172 E. Chestnut St., Chicago, IL 60611, USA +8

  16. A time-series classification framework for individual-level absenteeism prediction under severe class imbalance

    Jun 30, 2026Kwong Ho Li, Matthew Roughan, Wathsala KarunarathneClass-Imbalanced LearningTime Series Classification

    School of Mathematical Sciences, Adelaide University, SA 5000, Australia

  17. Quantum Dynamic Time Warping for Multivariate Time Series Classification

    Jun 26, 2026Diego Alvarez-Estevez, Alejandro Mayorga-Redondo, Eduardo Mosqueira-ReyDynamic Time WarpingMultivariate Time Series Classification

    CITIC Research Center · Universidade da Coruña · A Coruña, 15071, Spain

  18. Are Time-Series Foundation Models Ready for E-Nose Data? An Empirical Assessment of Their Embeddings

    Jun 26, 2026Taeyeong Choi, Mohammed KamruzzamanTime Series ClassificationTime Series Representation Learning

    Department of Information Technology Kennesaw State University Marietta, GA 30060, USA · Department of Agricultural and Biological Engineering University of Illinois Urbana-Champaign Urbana, IL 61801, USA

  19. Naturalness Predicts but Does Not Cause Transferability in Image Encodings of Real-World Streams

    Jun 24, 2026Faruk Alpay, Baris BasaranTime Series ClassificationTransfer Learning

    Department of Computer Engineering, Bahçeşehir University, Istanbul, Turkey

  20. Time Series Classification through Diffeomorphic Time Warping (DiffTW)

    Jun 22, 2026Vicky Geneva Haney, Kamel Lahouel, Victor Rielly +1Dynamic Time WarpingTime Series Classification

    Department of Mathematics and Statistics, Portland State University, USA · The Translational Genomics Research Institute (TGen), USA

  21. Learning by Shifting: Temporal View Construction for Time Series Contrastive Learning

    Jun 20, 2026Abdul-Kazeem Shamba, Kerstin Bach, Gavin TaylorContrastive LearningTime Series Classification

    Norwegian University of Science and Technology, Norway · United States Naval Academy, USA

  22. RocketPFN: Accurate Time Series Classification via In-Context Learning

    Jun 19, 2026Franco Martino O'Rourke, Ana Trisovic, Dimitris BertsimasTime Series ClassificationClassification

  23. A Causal DAG Prior for Synthetic Time-Series Classification Datasets

    Jun 19, 2026Franco Martino O'Rourke, Ana Trisovic, Dimitris BertsimasStructural Causal ModelsMultivariate Time Series Classification

    Massachusetts Institute of Technology, Cambridge, MA, USA.

  24. MedTS-TTT: Test-Time Training for Medical Time Series Classification

    Jun 19, 2026Mingzhi Chen, Yiyu Gui, Guibo LuoTime Series ClassificationElectrocardiogram Classification

    Guangdong Provincial Key Laboratory of Ultra High Definition Immersive Media Technology, Shenzhen Graduate School, Peking University, Shenzhen, China

  25. ROSA-TFormer: A Radar-Optical Sensor-Aware Temporal Transformer for Pinus sylvestris Plantation Classification in Northern Shaanxi Using GEE-Derived Sentinel-1/2 Time Series

    Jun 17, 2026Nengbo Zhang, Chang shengTime Series ClassificationLand Cover Classification

    Key Laboratory of Remote Sensing and Digital Earth, Aerospace Information Research Institute, Chinese Academy of Sciences (AIRCAS), Beijing 100101, China

  26. Inference-Time Decision Calibration for Temporal Classification

    Jun 14, 2026Arthur Chagas, Arthur Buzelin, Yan Aquino +4Post-Hoc CalibrationTime Series Classification

    Department of Computer Science (DCC), Universidade Federal de Minas Gerais (UFMG)

  27. A Stationarity-and-Coupling Criterion for Training-Free Time-Lagged Spectral Embeddings of Multivariate Time Series

    Jun 11, 2026Siddharth Pal, Viktoria RojkovaMultivariate Time Series ClassificationTime Series Classification

  28. Deep Sleep Classification via EEG Signal Criticality: A Passive BCI Approach for Sleep-Improvement Neurofeedback

    Jun 11, 2026Stanisław Narębski, Tomasz Komendziński, Tomasz M. RutkowskiSleep Stage ClassificationBrain-Computer Interfaces

    Nicolaus Copernicus University, Toru´n, Poland · Araya Inc., Tokyo, Japan · The University of Tokyo, Tokyo, Japan

  29. Using Explainability as a Training-Time Reliability Signal for Efficient ECG Classification

    Jun 10, 2026Veerendhra Kumar Dangeti, Xiao Gu, Ying Weng +1Time Series ClassificationTraining Data Selection

    School of Computer Science, University of Nottingham, Jubilee Campus, Wollaton Road, Nottingham, NG8 1BB, United Kingdom · Institute of Biomedical Engineering, Department of Engineering Science, University of Oxford, Oxford, OX3 7DQ, United Kingdom · School of Computer Science, University of Nottingham Ningbo China, Ningbo, 315100, China

  30. Next-Token Prediction Learns Generalisable Representations of Sleep Physiology

    Jun 8, 2026Jonathan F. Carter, Lionel TarassenkoSleep Stage ClassificationTime Series Classification

    Institute of Biomedical Engineering University of Oxford