Multivariate Time Series Classification

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

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  1. Revitalizing Medical Time Series with Vision-Informed Retrieval: A Vision-Language Perspective

    Sep 28, 2026Guoqi Yu, Juncheng Wang, Shujun WangMultivariate Time Series ClassificationTime Series Classification

    Department of Biomedical Engineering and Sports Technology The Hong Kong Polytechnic University

  2. Diagnosing Temporal Misalignment in Multichannel Time-Series Classification with Minimum Description Length

    Sep 13, 2026Sebastian Buschjäger, Michael Frichert, Daniel Kuhse +1Multivariate Time Series Classification

    Lamarr Institute, TU Dortmund University, Germany · Cyber-Physical Systems, RWTH Aachen, Germany

  3. Improving Multivariate Time Series Classification with Class-Wise Training and Model Aggregation

    Sep 7, 2026Mouhamadou Mansour Lo, Gildas Morvan, Mathieu Rossi +2Multivariate Time Series ClassificationFeature Selection

    Univ. Artois, UR 4025, LSEE, F-62400 Béthune, France · Univ. Artois, UR 3926, LGI2A, F-62400 Béthune, France

  4. Long Horizon Transformer Quantile Fault Prediction for Multi Site Industrial Predictive Maintenance

    Sep 7, 2026David J Poland, Daniele Ravi, Na HelianQuantile RegressionMultivariate Time Series Classification

    Department of Computer Science, University of Hertfordshire, Hatfield AL10 9AB, U.K.

  5. ChorusTIC: Training-Free Multivariate Time Series Classification via Chorus In-Context Learning

    Aug 25, 2026Juntao Fang, Shifeng Xie, Ruichu Cai +6Multivariate Time Series ClassificationTime Series Classification

    Guangdong University of Technology · Huawei Noah’s Ark Lab · Université Paris Cité +2

  6. FreSH: Frequency-Segmented Hierarchical Multi-Expert Framework for Multivariate Time Series Classification

    Aug 8, 2026Pingping Liu, Muyao Wang, Zijian Zhang +5Multivariate Time Series ClassificationTime Series Classification

    1Jilin University · 2Hong Kong Polytechnic University · 3Pengcheng Laboratory +1

  7. 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

  8. 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.

  9. 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

  10. AnchorMoE: Interpretable Time Series Classification via Anchor-Routed MoE

    Jun 2, 2026Tao Xie, Zexi Tan, Haoyi Xiao +5Multivariate Time Series ClassificationTime Series Classification

    Guangdong University of Technology · Guangzhou, China · Shenzhen University +7

  11. Combining Statistical Features and Deep Encodings for Rehearsal-Based Class-Incremental Time Series Classification

    Jun 2, 2026Pablo García-Santaclara, Bruno Fernández-Castro, Rebeca Pilar Díaz-RedondoClass-Incremental LearningMultivariate Time Series Classification

    atlanTTic – ICLAB, Universidade de Vigo, Vigo 36310, Spain · Centro Tecnolóxico de Telecomunicacións de Galicia (GRADIANT), Vigo 36214, Spain

  12. MedMamba: Multi-View State Space Models with Adaptive Graph Learning for Medical Time Series Classification

    May 24, 2026Da Zhang, Bingyu Li, Zhiyuan Zhao +3Graph Structure LearningSelective SSMs

    Northwest Polytechnical University · TeleAI, China Telecom · TeleAI +1

  13. Prototype-Guided Classification Sub-Task Decoupling Framework: Enhancing Generalization and Interpretability for Multivariate Time Series

    May 21, 2026Xianhao Song, Yuang Zhang, Yuqi She +2Prototype-Based ClassificationMultivariate Time Series Classification

    East China Normal University · Shanghai Jiao Tong University

  14. CASE-NET: Deep Spatio-Temporal Representation Learning via Causal Attention and Channel Recalibration for Multivariate Time Series Classification

    May 21, 2026Fan Zhang, Yating Cui, Hua WangMultivariate Time Series ClassificationTime Series Classification

    Shandong Technology and Business University · Ludong University

  15. One-Step Graph-Structured Neural Flows for Irregular Multivariate Time Series Classification

    May 11, 2026Mengzhou Gao, Kaiwei Wang, Pengfei JiaoIrregular Time-Series ModelingGraph Structure Learning

    School of Cyberspace, Hangzhou Dianzi University.

  16. Empowering VLMs for Few-Shot Multimodal Time Series Classification via Tailored Agentic Reasoning

    May 10, 2026Lin Li, Jiawei Huang, Qihao Quan +7Multivariate Time Series ClassificationTime Series Classification

    Sun Yat-sen University Zhuhai, Guangdong, China · Xiaomi Corporation Beijing, China · University of Science and Technology of China Hefei, Anhui, China +1

  17. A Simple State Space Model Excels at Multivariate Time Series Classification

    May 7, 2026Hassan Saadatmand, Geoffrey I. Webb, Hamid Rezatofighi +1Selective SSMsMultivariate Time Series Classification

    Monash University, Melbourne, Victoria, Australia

  18. Univariate Channel Fusion for Multivariate Time Series Classification

    Apr 17, 2026Fernando Moro, Vinicius M. A. SouzaMultivariate Time Series ClassificationTime Series Classification

    Pontifícia Universidade Católica do Paraná (PUCPR), Brazil · Graduate Program in Informatics (PPGIa), Brazil