Time-Series Representation Learning via Temporal and Contextual
Contrasting

Time-Series Representation Learning via Temporal and Contextual Contrasting

26 June 2021

Emadeldeen Eldele

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

13 / 13 papers shown

Title
Intelligently Augmented Contrastive Tensor Factorization: Empowering Multi-dimensional Time Series Classification in Low-Data Environments Anushiya Arunan Yan Qin Xiaoli Li Yuen Chau AI4TS 45 0 0 03 May 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 60 0 0 14 Apr 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 68 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 53 0 0 03 Mar 2025
Single-Channel EEG Tokenization Through Time-Frequency Modeling Jathurshan Pradeepkumar Xihao Piao Zheng Chen Jimeng Sun 70 1 0 22 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 48 6 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 74 0 0 14 Feb 2025
Structure-preserving contrastive learning for spatial time series Yiru Jiao Sander van Cranenburgh Simeon C. Calvert H. Lint AI4TS 113 0 0 10 Feb 2025
Towards Homogeneous Lexical Tone Decoding from Heterogeneous Intracranial Recordings Di Wu Siyuan Li Chen Feng Lu Cao Yize Zhang Jie Yang Mohamad Sawan 46 0 0 13 Oct 2024
SimPSI: A Simple Strategy to Preserve Spectral Information in Time Series Data Augmentation Hyun Ryu Sunjae Yoon Hee Suk Yoon Eunseop Yoon Changdong Yoo AI4TS 40 2 0 10 Dec 2023
Unsupervised Multi-modal Feature Alignment for Time Series Representation Learning Cheng Liang Donghua Yang Zhiyu Liang Hongzhi Wang Zheng Liang Xiyang Zhang Jianfeng Huang AI4TS 306 1 0 09 Dec 2023
Semi-Supervised End-To-End Contrastive Learning For Time Series Classification Hui Cai Xiang Zhang Xiaofeng Liu AI4TS 42 0 0 13 Oct 2023
Full Scaling Automation for Sustainable Development of Green Data Centers Shiyu Wang Yinbo Sun Xiaoming Shi Shiyi Zhu Linfao Ma James Y. Zhang Yifei Zheng Jian Liu 45 8 0 01 May 2023

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