The UEA multivariate time series classification archive, 2018

31 October 2018

Eamonn Keogh

Papers citing "The UEA multivariate time series classification archive, 2018"

50 / 234 papers shown

Title
DejaVid: Encoder-Agnostic Learned Temporal Matching for Video Classification Darryl Ho Samuel Madden AI4TS 26 0 0 14 Jun 2025
A theoretical framework for self-supervised contrastive learning for continuous dependent data Alexander Marusov Alexander Yuhay Alexey Zaytsev 81 0 0 11 Jun 2025
Time Series Representations for Classification Lie Hidden in Pretrained Vision Transformers Simon Roschmann Quentin Bouniot Vasilii Feofanov I. Redko Zeynep Akata AI4TS 43 0 0 10 Jun 2025
LightGTS: A Lightweight General Time Series Forecasting Model Yihang Wang Yuying Qiu Peng Chen Yang Shu Zhongwen Rao Lujia Pan Bin Yang Chenjuan Guo AI4TS VLM 72 1 0 06 Jun 2025
Learning long range dependencies through time reversal symmetry breaking Guillaume Pourcel Maxence Ernoult 109 1 0 05 Jun 2025
Weight-Space Linear Recurrent Neural Networks Roussel Desmond Nzoyem Nawid Keshtmand Idriss Tsayem David A.W. Barton Tom Deakin 48 0 0 01 Jun 2025
Enhancing LLM Reasoning for Time Series Classification by Tailored Thinking and Fused Decision Jiahui Zhou Dan Li Lin Li Zhuomin Chen Shunyu Wu Haozheng Ye Jian Lou Costas J. Spanos AI4TS LRM 45 0 0 01 Jun 2025
FreRA: A Frequency-Refined Augmentation for Contrastive Learning on Time Series Classification Tian Tian Chunyan Miao Hangwei Qian AI4TS 28 0 0 29 May 2025
Time Series Generation Under Data Scarcity: A Unified Generative Modeling Approach Tal Gonen Itai Pemper Ilan Naiman Nimrod Berman Omri Azencot DiffM 81 0 0 26 May 2025
Rotary Masked Autoencoders are Versatile Learners Uros Zivanovic Serafina Di Gioia Andre Scaffidi Martín de los Rios Gabriella Contardo R. Trotta 42 0 0 26 May 2025
Structured Linear CDEs: Maximally Expressive and Parallel-in-Time Sequence Models Benjamin Walker Lingyi Yang Nicola Muca Cirone C. Salvi Terry Lyons AI4TS 100 0 0 23 May 2025
Time to Embed: Unlocking Foundation Models for Time Series with Channel Descriptions Utsav Dutta Sina Khoshfetrat Pakazad Henrik Ohlsson AI4TS AIFin 112 0 0 20 May 2025
Learning to Dissipate Energy in Oscillatory State-Space Models Jared Boyer T. Konstantin Rusch Daniela Rus 69 0 0 17 May 2025
MONAQ: Multi-Objective Neural Architecture Querying for Time-Series Analysis on Resource-Constrained Devices Patara Trirat Jae-Gil Lee 94 0 0 15 May 2025
Learning Advanced Self-Attention for Linear Transformers in the Singular Value Domain Hyowon Wi Jeongwhan Choi Noseong Park 82 0 0 13 May 2025
Intelligently Augmented Contrastive Tensor Factorization: Empowering Multi-dimensional Time Series Classification in Low-Data Environments Anushiya Arunan Yan Qin Xiaoli Li Yuen Chau AI4TS 174 0 0 03 May 2025
PHEATPRUNER: Interpretable Data-centric Feature Selection for Multivariate Time Series Classification through Persistent Homology Anh-Duy Pham Olivier Basole Kashongwe Martin Atzmueller Tim Romer 81 0 0 25 Apr 2025
A Deep Learning Framework for Sequence Mining with Bidirectional LSTM and Multi-Scale Attention Tao Yang Yu Cheng Yaokun Ren Yujia Lou Minggu Wei Honghui Xin AIMat HAI 95 4 0 21 Apr 2025
Dynamic Graph-Like Learning with Contrastive Clustering on Temporally-Factored Ship Motion Data for Imbalanced Sea State Estimation in Autonomous Vessel Kexin Wang Mengna Liu Xu Cheng Fan Shi Shanshan Qi Shengyong Chen 81 0 0 21 Apr 2025
Pets: General Pattern Assisted Architecture For Time Series Analysis Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 199 0 0 19 Apr 2025
STaRFormer: Semi-Supervised Task-Informed Representation Learning via Dynamic Attention-Based Regional Masking for Sequential Data Maxmilian Forstenhäusler Daniel Külzer Christos Anagnostopoulos Shameem Puthiya Parambath Natascha Weber AI4TS MedIm 186 0 0 14 Apr 2025
SeizureTransformer: Scaling U-Net with Transformer for Simultaneous Time-Step Level Seizure Detection from Long EEG Recordings Kerui Wu Ziyue Zhao Bülent Yener ViT 98 0 0 01 Apr 2025
Enhancing Time Series Forecasting with Fuzzy Attention-Integrated Transformers Sanjay Chakraborty Fredrik Heintz AI4TS 46 0 0 31 Mar 2025
Integrating Quantum-Classical Attention in Patch Transformers for Enhanced Time Series Forecasting Sanjay Chakraborty Fredrik Heintz AI4TS AIFin 94 0 0 31 Mar 2025
Revisiting Backdoor Attacks on Time Series Classification in the Frequency Domain Yuanmin Huang Mi Zhang Zhaoxiang Wang Wenxuan Li Min Yang AAML AI4TS 100 1 0 12 Mar 2025
TVNet: A Novel Time Series Analysis Method Based on Dynamic Convolution and 3D-Variation Chenghan Li Mingchen Li Ruisheng Diao AI4TS 122 0 0 10 Mar 2025
MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification Yang Mu Muhammad Shahzad Xiao Xiang Zhu AI4TS 104 0 0 07 Mar 2025
TimesBERT: A BERT-Style Foundation Model for Time Series Understanding Haoran Zhang Yong Liu Yunzhong Qiu Haixuan Liu Zhongyi Pei Jianmin Wang Mingsheng Long AI4TS 70 1 0 28 Feb 2025
Concealed Adversarial attacks on neural networks for sequential data P. Sokerin Dmitry Anikin Sofia Krehova Alexey Zaytsev AAML AI4TS 78 0 0 28 Feb 2025
Mantis: Lightweight Calibrated Foundation Model for User-Friendly Time Series Classification Vasilii Feofanov Songkang Wen Marius Alonso Romain Ilbert Hongbo Guo Malik Tiomoko Lujia Pan Jianfeng Zhang I. Redko AI4TS VLM 144 4 0 24 Feb 2025
MONSTER: Monash Scalable Time Series Evaluation Repository Angus Dempster Navid Mohammadi Foumani Chang Wei Tan Lynn Miller Amish Mishra Mahsa Salehi Charlotte Pelletier Daniel F. Schmidt G. Webb AI4TS 72 0 0 24 Feb 2025
Simpler Fast Vision Transformers with a Jumbo CLS Token A. Fuller Yousef Yassin Daniel G. Kyrollos Evan Shelhamer James R. Green 208 0 0 20 Feb 2025
Structure-preserving contrastive learning for spatial time series Yiru Jiao Sander van Cranenburgh Simeon C. Calvert H. Lint AI4TS 168 0 0 10 Feb 2025
$A User's Guide to $\texttt{KSig}$: GPU-Accelerated Computation of the Signature Kernel$ A User's Guide to $\texttt{KSig}$ : GPU-Accelerated Computation of the Signature Kernel Csaba Tóth Danilo Jr Dela Cruz Harald Oberhauser 82 0 0 13 Jan 2025
Abstracted Shapes as Tokens -- A Generalizable and Interpretable Model for Time-series Classification Yunshi Wen Tengfei Ma Tsui-Wei Weng Lam M. Nguyen A. Julius AI4TS 88 3 0 08 Jan 2025
VSFormer: Value and Shape-Aware Transformer with Prior-Enhanced Self-Attention for Multivariate Time Series Classification Wenjie Xi Rundong Zuo Alejandro Alvarez Jie Zhang Byron Choi Jessica Lin AI4TS 103 0 0 21 Dec 2024
Content-aware Balanced Spectrum Encoding in Masked Modeling for Time Series Classification Yudong Han Haocong Wang Yupeng Hu Yongshun Gong Xuemeng Song Weili Guan AI4TS 188 0 0 17 Dec 2024
TableTime: Reformulating Time Series Classification as Training-Free Table Understanding with Large Language Models Jiangming Wang Mingyue Cheng Qingyang Mao Qi Liu F. Xu Xin Li LMTD AI4TS 141 0 0 24 Nov 2024
Quantized symbolic time series approximation Erin Carson Xinye Chen Cheng Kang AI4TS 173 0 0 20 Nov 2024
EXCON: Extreme Instance-based Contrastive Representation Learning of Severely Imbalanced Multivariate Time Series for Solar Flare Prediction Onur Vural S. M. Hamdi S. F. Boubrahimi AI4TS 40 1 0 18 Nov 2024
Peri-midFormer: Periodic Pyramid Transformer for Time Series Analysis Qiang Wu Gechang Yao Zhixi Feng Shuyuan Yang AI4TS 63 2 0 07 Nov 2024
M-CELS: Counterfactual Explanation for Multivariate Time Series Data Guided by Learned Saliency Maps Peiyu Li O. Bahri S. F. Boubrahimi S. M. Hamdi AI4TS 67 1 0 04 Nov 2024
FlexTSF: A Universal Forecasting Model for Time Series with Variable Regularities Jingge Xiao Yile Chen Gao Cong Wolfgang Nejdl Simon Gottschalk AI4TS 80 0 0 30 Oct 2024
Hierarchical Multimodal LLMs with Semantic Space Alignment for Enhanced Time Series Classification Xiaoyu Tao Tingyue Pan Mingyue Cheng Yucong Luo AI4TS 59 4 0 24 Oct 2024
LLM-TS Integrator: Integrating LLM for Enhanced Time Series Modeling Can Chen Gabriel Oliveira Hossein Sharifi-Noghabi Tristan Sylvain AI4TS 54 2 0 21 Oct 2024
TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis Shiyu Wang Jiawei Li Xiaoming Shi Zhou Ye Baichuan Mo Wenze Lin Shengtong Ju Zhixuan Chu Ming Jin AI4TS 118 18 0 21 Oct 2024
Efficient, Accurate and Stable Gradients for Neural ODEs Sam McCallum James Foster 115 6 0 15 Oct 2024
StatioCL: Contrastive Learning for Time Series via Non-Stationary and Temporal Contrast Yu Wu Ting Dang Dimitris Spathis Hong Jia Cecilia Mascolo AI4TS 93 1 0 14 Oct 2024
Generalizable autoregressive modeling of time series through functional narratives Ran Liu Wenrui Ma Ellen L. Zippi Hadi Pouransari Jingyun Xiao ... Behrooz Mahasseni Juri Minxha Erdrin Azemi Eva L. Dyer Ali Moin AI4TS 88 1 0 10 Oct 2024
S7: Selective and Simplified State Space Layers for Sequence Modeling Taylan Soydan Nikola Zubić Nico Messikommer Siddhartha Mishra Davide Scaramuzza 94 7 0 04 Oct 2024