Time-Series Representation Learning via Temporal and Contextual Contrasting

26 June 2021

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

7 / 207 papers shown

Title
CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting Gerald Woo Chenghao Liu Doyen Sahoo Akshat Kumar Steven C. H. Hoi AI4TS 117 394 0 03 Feb 2022
Self-supervised Autoregressive Domain Adaptation for Time Series Data Mohamed Ragab Emadeldeen Eldele Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li AI4TS 27 49 0 29 Nov 2021
SleepPriorCL: Contrastive Representation Learning with Prior Knowledge-based Positive Mining and Adaptive Temperature for Sleep Staging Hongjun Zhang Jing Wang Qinfeng Xiao Jiaoxue Deng Youfang Lin 11 8 0 15 Oct 2021
Intra-Inter Subject Self-supervised Learning for Multivariate Cardiac Signals Xiang Lan Dianwen Ng linda Qiao Mengling Feng OOD 51 51 0 18 Sep 2021
ADAST: Attentive Cross-domain EEG-based Sleep Staging Framework with Iterative Self-Training Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li Cuntai Guan OOD 24 39 0 09 Jul 2021
TS2Vec: Towards Universal Representation of Time Series Zhihan Yue Yujing Wang Juanyong Duan Tianmeng Yang Congrui Huang Yu Tong Bixiong Xu AI4TS 16 545 0 19 Jun 2021
Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition Yihong Dong Ying Peng Muqiao Yang Songtao Lu Qingjiang Shi 40 9 0 05 Jun 2021