v1v2 (latest)

The UCR Time Series Archive

17 October 2018

Hoang Anh Dau

A. Bagnall

Kaveh Kamgar

Chin-Chia Michael Yeh

Eamonn Keogh

Papers citing "The UCR Time Series Archive"

50 / 312 papers shown

Title
Few-Shot Learning for Industrial Time Series: A Comparative Analysis Using the Example of Screw-Fastening Process Monitoring X. Tu Haocheng Zhang Tao Chengxu Zuyi Chen AI4TS 34 0 0 16 Jun 2025
A theoretical framework for self-supervised contrastive learning for continuous dependent data Alexander Marusov Alexander Yuhay Alexey Zaytsev 74 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 41 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 64 1 0 06 Jun 2025
TIMING: Temporality-Aware Integrated Gradients for Time Series Explanation Hyeongwon Jang Changhun Kim Eunho Yang AI4TS 132 0 0 05 Jun 2025
The Promise of Spiking Neural Networks for Ubiquitous Computing: A Survey and New Perspectives Hemanth Sabbella Archit Mukherjee Thivya Kandappu Sounak Dey Arpan Pal Archan Misra Dong Ma AI4TS 72 0 0 02 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 40 0 0 01 Jun 2025
TimePoint: Accelerated Time Series Alignment via Self-Supervised Keypoint and Descriptor Learning Ron Shapira Weber Shahar Ben Ishay Andrey Lavrinenko Shahaf E. Finder Oren Freifeld AI4TS 76 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 66 0 0 26 May 2025
CSTS: A Benchmark for the Discovery of Correlation Structures in Time Series Clustering Isabella Degen Zahraa S Abdallah Henry W J Reeve Kate Robson Brown AI4TS 53 0 0 20 May 2025
Implet: A Post-hoc Subsequence Explainer for Time Series Models Fanyu Meng Ziwen Kan Shahbaz Rezaei Z. Kong Xin Chen Xin Liu AI4TS 188 0 0 13 May 2025
Learning Soft Sparse Shapes for Efficient Time-Series Classification Zhen Liu Yicheng Luo Yangqiu Song Emadeldeen Eldele Min-man Wu Qianli Ma AI4TS 134 0 0 11 May 2025
An Efficient Transport-Based Dissimilarity Measure for Time Series Classification under Warping Distortions Akram Aldroubi Rocio Diaz Martin Ivan Medri Kristofor E. Pas Gustavo K. Rohde A. Rubaiyat AI4TS 90 0 0 08 May 2025
Lightweight Defense Against Adversarial Attacks in Time Series Classification Yi Han AAML 75 0 0 04 May 2025
Uncertainty Quantification for Machine Learning in Healthcare: A Survey L. J. L. Lopez Shaza Elsharief Dhiyaa Al Jorf Firas Darwish Congbo Ma Farah E. Shamout 552 0 0 04 May 2025
Learning from Stochastic Teacher Representations Using Student-Guided Knowledge Distillation Muhammad Haseeb Aslam Clara Martinez M. Pedersoli Alessandro Lameiras Koerich Ali Etemad Eric Granger 81 0 0 19 Apr 2025
Bridging Distribution Gaps in Time Series Foundation Model Pretraining with Prototype-Guided Normalization Peiliang Gong Emadeldeen Eldele Min Wu Zhenghua Chen Xiaoli Li Daoqiang Zhang AI4TS AI4CE 135 0 0 15 Apr 2025
Optimal Embedding Guided Negative Sample Generation for Knowledge Graph Link Prediction M. Takamoto Daniel Oñoro-Rubio Wiem Ben-Rim Takashi Maruyama Bhushan Kotnis 75 1 0 04 Apr 2025
MASCOTS: Model-Agnostic Symbolic COunterfactual explanations for Time Series Dawid Płudowski Francesco Spinnato Piotr Wilczyñski Krzysztof Kotowski Evridiki Vasileia Ntagiou Riccardo Guidotti P. Biecek AI4TS 85 0 0 28 Mar 2025
Fuzzy Cluster-Aware Contrastive Clustering for Time Series Congyu Wang Mingjing Du Xiang Jiang Yongquan Dong AI4TS 114 0 0 28 Mar 2025
Towards Imperceptible Adversarial Attacks for Time Series Classification with Local Perturbations and Frequency Analysis Wenwei Gu Renyi Zhong Jianping Zhang Michael R. Lyu AAML 93 0 0 25 Mar 2025
Highly Efficient Direct Analytics on Semantic-aware Time Series Data Compression Guoyou Sun Panagiotis Karras Qi Zhang 46 0 0 17 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
Random Projections and Natural Sparsity in Time-Series Classification: A Theoretical Analysis J. Marco-Blanco Rubén Cuevas AI4TS 75 0 0 24 Feb 2025
Class-Dependent Perturbation Effects in Evaluating Time Series Attributions Gregor Baer Isel Grau Chao Zhang Pieter Van Gorp AAML 122 1 0 24 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 139 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 65 0 0 24 Feb 2025
Vector-ICL: In-context Learning with Continuous Vector Representations Yufan Zhuang Chandan Singh Liyuan Liu Jingbo Shang Jianfeng Gao 134 7 0 21 Feb 2025
TS-OOD: Evaluating Time-Series Out-of-Distribution Detection and Prospective Directions for Progress Onat Gungor Amanda Rios Nilesh A. Ahuja T. Rosing OODD AI4TS 84 1 0 21 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
$k$ -Graph: A Graph Embedding for Interpretable Time Series Clustering Paul Boniol Donato Tiano Angela Bonifati Themis Palpanas AI4TS 100 1 0 18 Feb 2025
Diffeomorphic Temporal Alignment Nets for Time-series Joint Alignment and Averaging Ron Shapira Weber Oren Freifeld AI4TS 98 1 0 10 Feb 2025
A Review on Self-Supervised Learning for Time Series Anomaly Detection: Recent Advances and Open Challenges Aitor Sánchez-Ferrera Borja Calvo Jose A. Lozano AI4TS 141 0 0 28 Jan 2025
NiSNN-A: Non-iterative Spiking Neural Networks with Attention with Application to Motor Imagery EEG Classification Chuhan Zhang Wei Pan Cosimo Della Santina 91 1 0 28 Jan 2025
On the Feasibility of Vision-Language Models for Time-Series Classification Vinay Prithyani Mohsin Mohammed Richa Gadgil Ricardo Buitrago Vinija Jain Aman Chadha VLM 111 4 0 23 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
Early Concept Drift Detection via Prediction Uncertainty Pengqian Lu Jie Lu Anjin Liu G. Zhang 112 3 0 15 Dec 2024
Rock the KASBA: Blazingly Fast and Accurate Time Series Clustering Christopher Holder Anthony J. Bagnall 123 0 0 26 Nov 2024
Exploring Kolmogorov-Arnold Networks for Interpretable Time Series Classification Irina Barašin Blaž Bertalanič M. Mohorčič Carolina Fortuna AI4TS 365 3 0 22 Nov 2024
Quantized symbolic time series approximation Erin Carson Xinye Chen Cheng Kang AI4TS 169 0 0 20 Nov 2024
A Review on Generative AI Models for Synthetic Medical Text, Time Series, and Longitudinal Data Mohammad Loni Fatemeh Poursalim Mehdi Asadi Arash Gharehbaghi SyDa 122 2 0 19 Nov 2024
Multiscale Dubuc: A New Similarity Measure for Time Series Mahsa Khazaei Azim Ahmadzadeh Krishna Rukmini Puthucode AI4TS 65 0 0 15 Nov 2024
Benchmark Data Repositories for Better Benchmarking Rachel Longjohn Markelle Kelly Sameer Singh Padhraic Smyth 94 3 0 31 Oct 2024
FlexTSF: A Universal Forecasting Model for Time Series with Variable Regularities Jingge Xiao Yile Chen Gao Cong Wolfgang Nejdl Simon Gottschalk AI4TS 75 0 0 30 Oct 2024
Info-CELS: Informative Saliency Map Guided Counterfactual Explanation Peiyu Li O. Bahri Pouya Hosseinzadeh S. F. Boubrahimi S. M. Hamdi CML LRM 123 1 0 27 Oct 2024
Towards Neural Scaling Laws for Time Series Foundation Models Qingren Yao Chao-Han Huck Yang Renhe Jiang Yuxuan Liang Ming Jin Shirui Pan AI4TS AI4CE 168 9 0 16 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 84 1 0 10 Oct 2024
Domain-Oriented Time Series Inference Agents for Reasoning and Automated Analysis Wen Ye Wei Yang Defu Cao Yizhou Zhang Lumingyuan Tang Jie Cai Yan Liu AI4TS BDL CoGe 125 1 0 05 Oct 2024
EBES: Easy Benchmarking for Event Sequences Dmitry Osin Igor Udovichenko Viktor Moskvoretskii Egor Shvetsov Evgeny Burnaev 202 2 0 04 Oct 2024
Explanation Space: A New Perspective into Time Series Interpretability Shahbaz Rezaei Xin Liu AI4TS 237 2 0 02 Sep 2024