Time-Series Representation Learning via Temporal and Contextual Contrasting

26 June 2021

Papers citing "Time-Series Representation Learning via Temporal and Contextual Contrasting"

50 / 207 papers shown

Title
Learning Soft Sparse Shapes for Efficient Time-Series Classification Zhen Liu Yicheng Luo B. Li Emadeldeen Eldele Min-man Wu Qianli Ma AI4TS 29 0 0 11 May 2025
Generalization Analysis for Contrastive Representation Learning under Non-IID Settings Nong Minh Hieu Antoine Ledent 49 0 0 08 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 30 0 0 03 May 2025
Protocol-agnostic and Data-free Backdoor Attacks on Pre-trained Models in RF Fingerprinting Tianya Zhao Ningning Wang Junqing Zhang Xuyu Wang AAML 45 0 0 01 May 2025
Contrastive Learning for Continuous Touch-Based Authentication Mengyu Qiao Yunpeng Zhai Yang Wang AAML 37 0 0 24 Apr 2025
STaRFormer: Semi-Supervised Task-Informed Representation Learning via Dynamic Attention-Based Regional Masking for Sequential Data Maxmilian Forstenhäusler Daniel Külzer Christos Anagnostopoulos S. P. Parambath Natascha Weber AI4TS MedIm 35 0 0 14 Apr 2025
Foundation Models for Time Series: A Survey Siva Rama Krishna Kottapalli Karthik Hubli Sandeep Chandrashekhara Garima Jain Sunayana Hubli Gayathri Botla Ramesh Doddaiah AI4TS AI4CE 27 0 0 05 Apr 2025
UniFault: A Fault Diagnosis Foundation Model from Bearing Data Emadeldeen Eldele Mohamed Ragab Xu Qing Edward Zhenghua Chen Min Wu X. Li Jay Lee AI4CE 31 0 0 02 Apr 2025
Fuzzy Cluster-Aware Contrastive Clustering for Time Series Congyu Wang Mingjing Du Xiang Jiang Yongquan Dong AI4TS 37 0 0 28 Mar 2025
RoCA: Robust Contrastive One-class Time Series Anomaly Detection with Contaminated Data Xudong Mou Rui Wang Bo Li Tianyu Wo Jie Sun H. Wang Xudong Liu AI4TS 45 0 0 24 Mar 2025
Deep Learning for Time Series Forecasting: A Survey X. Kong Zhenghao Chen Weiyao Liu Kaili Ning Lechao Zhang Syauqie Muhammad Marier Yichen Liu Yuhao Chen Feng Xia AI4TS AI4CE 50 4 0 13 Mar 2025
Learning Actionable World Models for Industrial Process Control Peng Yan Ahmed Abdulkadir Gerrit A. Schatte Giulia Anguzzi Joonsu Gha Nikola Pascher Matthias Rosenthal Yunlong Gao Benjamin Grewe Thilo Stadelmann DRL AI4CE 49 0 0 03 Mar 2025
Are foundation models useful feature extractors for electroencephalography analysis? Özgün Turgut Felix S. Bott Markus Ploner Daniel Rueckert 43 0 0 28 Feb 2025
SuPreME: A Supervised Pre-training Framework for Multimodal ECG Representation Learning Mingsheng Cai Jiuming Jiang Wenhao Huang Che Liu Rossella Arcucci AI4TS 44 0 0 27 Feb 2025
Shifting the Paradigm: A Diffeomorphism Between Time Series Data Manifolds for Achieving Shift-Invariancy in Deep Learning B. U. Demirel Christian Holz OOD AI4TS 79 0 0 27 Feb 2025
PFformer: A Position-Free Transformer Variant for Extreme-Adaptive Multivariate Time Series Forecasting Yanhong Li D. Anastasiu AI4TS 36 0 0 27 Feb 2025
MCLRL: A Multi-Domain Contrastive Learning with Reinforcement Learning Framework for Few-Shot Modulation Recognition Dongwei Xu Yutao Zhu Yao Lu Youpeng Feng Yun Lin Qi Xuan 79 0 0 26 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 49 1 0 24 Feb 2025
Deep Learning-Powered Electrical Brain Signals Analysis: Advancing Neurological Diagnostics Jiahe Li Xin Chen Fanqi Shen Junru Chen Y. Liu Daoze Zhang Zhizhang Yuan F. Zhao Meng Li Yang Yang 36 0 0 24 Feb 2025
TimeDART: A Diffusion Autoregressive Transformer for Self-Supervised Time Series Representation Daoyu Wang Mingyue Cheng Z. Liu Q. Liu Enhong Chen AI4TS DiffM 47 1 0 24 Feb 2025
Single-Channel EEG Tokenization Through Time-Frequency Modeling Jathurshan Pradeepkumar Xihao Piao Zheng Chen Jimeng Sun 45 1 0 22 Feb 2025
Toward Foundational Model for Sleep Analysis Using a Multimodal Hybrid Self-Supervised Learning Framework Cheol-Hui Lee Hakseung Kim Byung C. Yoon Dong-Joo Kim 46 0 0 18 Feb 2025
Reading Your Heart: Learning ECG Words and Sentences via Pre-training ECG Language Model Jiarui Jin Haoyu Wang Hongyan Li Jun Yu Li Jiahui Pan Shenda Hong 41 5 0 15 Feb 2025
Efficient Hierarchical Contrastive Self-supervising Learning for Time Series Classification via Importance-aware Resolution Selection Kevin Garcia Juan Manuel Perez Yifeng Gao AI4TS 50 0 0 14 Feb 2025
Structure-preserving contrastive learning for spatial time series Yiru Jiao S. Cranenburgh Simeon C. Calvert H. Lint AI4TS 89 0 0 10 Feb 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 39 1 0 08 Jan 2025
WildPPG: A Real-World PPG Dataset of Long Continuous Recordings Manuel Meier B. U. Demirel Christian Holz 31 1 0 23 Dec 2024
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 72 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 79 0 0 17 Dec 2024
Personalized Sleep Staging Leveraging Source-free Unsupervised Domain Adaptation Yangxuan Zhou Sha Zhao Jiquan Wang Haiteng Jiang hijian Li Benyan Luo Tao Li Gang Pan 91 1 0 11 Dec 2024
MFF-FTNet: Multi-scale Feature Fusion across Frequency and Temporal Domains for Time Series Forecasting Yangyang Shi Qianqian Ren Yong Liu Jianguo Sun AI4TS 67 0 0 26 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 30 1 0 18 Nov 2024
Higher-order Cross-structural Embedding Model for Time Series Analysis Guancen Lin Cong Shen Aijing Lin AI4TS 35 0 0 30 Oct 2024
Time and Frequency Synergy for Source-Free Time-Series Domain Adaptations Muhammad Furqon Mahardhika Pratama Ary Mazharuddin Shiddiqi Lin Liu Habibullah Habibullah K. Doğançay TTA AI4TS 25 1 0 23 Oct 2024
Contrastive random lead coding for channel-agnostic self-supervision of biosignals Thea Brusch Mikkel N. Schmidt T. S. Alstrøm SSL 23 0 0 21 Oct 2024
Dynamic Contrastive Learning for Time Series Representation Abdul-Kazeem Shamba Kerstin Bach Gavin Taylor AI4TS 29 0 0 20 Oct 2024
UniMTS: Unified Pre-training for Motion Time Series Xiyuan Zhang Diyan Teng Ranak Roy Chowdhury Shuheng Li Dezhi Hong Rajesh K. Gupta Jingbo Shang AI4TS 21 3 0 18 Oct 2024
Self-Supervised Learning of Disentangled Representations for Multivariate Time-Series Ching Chang Chiao-Tung Chan Wei-Yao Wang Wen-Chih Peng Tien-Fu Chen AI4TS 22 0 0 16 Oct 2024
SplitSEE: A Splittable Self-supervised Framework for Single-Channel EEG Representation Learning Rikuto Kotoge Zheng Chen Tasuku Kimura Yasuko Matsubara Takufumi Yanagisawa H. Kishima Yasushi Sakurai OOD SSL 29 1 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 27 1 0 14 Oct 2024
Towards Homogeneous Lexical Tone Decoding from Heterogeneous Intracranial Recordings Di Wu Siyuan Li Chen Feng Lu Cao Y. Zhang Jie Yang Mohamad Sawan 28 0 0 13 Oct 2024
Contrastive Representation Learning for Predicting Solar Flares from Extremely Imbalanced Multivariate Time Series Data Onur Vural S. M. Hamdi S. F. Boubrahimi AI4TS 21 4 0 01 Oct 2024
Temporal Source Recovery for Time-Series Source-Free Unsupervised Domain Adaptation Yucheng Wang Peiliang Gong Min-man Wu Felix Ott Xiaoli Li Lihua Xie Zhenghua Chen TTA 40 1 0 29 Sep 2024
A Survey of Spatio-Temporal EEG data Analysis: from Models to Applications Pengfei Wang Huanran Zheng Silong Dai Yiqiao Wang Xiaotian Gu Yuanbin Wu Xiaoling Wang SyDa AI4TS 45 3 0 26 Sep 2024
Trading through Earnings Seasons using Self-Supervised Contrastive Representation Learning Zhengxin Joseph Ye Bjoern Schuller 27 0 0 25 Sep 2024
EMIT- Event-Based Masked Auto Encoding for Irregular Time Series Hrishikesh Patel Ruihong Qiu Adam Irwin Shazia Sadiq Sen Wang AI4TS 30 1 0 25 Sep 2024
FPMT: Enhanced Semi-Supervised Model for Traffic Incident Detection Xinying Lu Jianli Xiao 24 0 0 12 Sep 2024
EEG-SCMM: Soft Contrastive Masked Modeling for Cross-Corpus EEG-Based Emotion Recognition Qile Liu Weishan Ye Yulu Liu Zhen Liang 46 0 0 17 Aug 2024
Multiscale Representation Enhanced Temporal Flow Fusion Model for Long-Term Workload Forecasting Shiyu Wang Zhixuan Chu Yinbo Sun Yu Liu Yuliang Guo Yang Chen Huiyang Jian Lintao Ma Xingyu Lu Jun-ping Zhou AI4TS 27 1 0 29 Jul 2024
HIERVAR: A Hierarchical Feature Selection Method for Time Series Analysis Alireza Keshavarzian S. Valaee 20 0 0 22 Jul 2024