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CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting

3 February 2022

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Papers citing "CoST: Contrastive Learning of Disentangled Seasonal-Trend Representations for Time Series Forecasting"

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Title
Towards Homogeneous Lexical Tone Decoding from Heterogeneous Intracranial Recordings Di Wu Siyuan Li Chen Feng Lu Cao Yize Zhang Jie Yang Mohamad Sawan 88 1 0 13 Oct 2024
Towards Generalisable Time Series Understanding Across Domains Özgün Turgut Philip Muller Martin J. Menten Daniel Rueckert AI4TS 121 3 0 09 Oct 2024
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 80 8 0 01 May 2023
A Survey on Deep Learning based Time Series Analysis with Frequency Transformation Kun Yi Qi Zhang LongBing Cao Shoujin Wang Guodong Long Liang Hu Hui He ZhenDong Niu Wei Fan Hui Xiong AI4TS 142 25 0 04 Feb 2023
A Robust and Efficient Multi-Scale Seasonal-Trend Decomposition Linxiao Yang Qingsong Wen Bo Yang Liang Sun AI4TS 155 12 0 18 Sep 2021
Time-Series Representation Learning via Temporal and Contextual Contrasting Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu C. Kwoh Xiaoli Li Cuntai Guan AI4TS 87 515 0 26 Jun 2021
TS2Vec: Towards Universal Representation of Time Series Zhihan Yue Yujing Wang Juanyong Duan Tianmeng Yang Congrui Huang Yu Tong Bixiong Xu AI4TS 105 584 0 19 Jun 2021
Unsupervised Representation Learning for Time Series with Temporal Neighborhood Coding S. Tonekaboni Danny Eytan Anna Goldenberg CML SSL AI4TS 162 296 0 01 Jun 2021
FastMoE: A Fast Mixture-of-Expert Training System Jiaao He J. Qiu Aohan Zeng Zhilin Yang Jidong Zhai Jie Tang ALM MoE 99 102 0 24 Mar 2021
Representation Learning via Invariant Causal Mechanisms Jovana Mitrović Brian McWilliams Jacob Walker Lars Buesing Charles Blundell CML OOD SSL 69 250 0 15 Oct 2020
A Transformer-based Framework for Multivariate Time Series Representation Learning George Zerveas Srideepika Jayaraman Dhaval Patel A. Bhamidipaty Carsten Eickhoff AI4TS 96 931 0 06 Oct 2020
Momentum Contrast for Unsupervised Visual Representation Learning Kaiming He Haoqi Fan Yuxin Wu Saining Xie Ross B. Girshick SSL 216 12,136 0 13 Nov 2019
Enhancing the Locality and Breaking the Memory Bottleneck of Transformer on Time Series Forecasting Shiyang Li Xiaoyong Jin Yao Xuan Xiyou Zhou Wenhu Chen Yu Wang Xifeng Yan AI4TS 121 1,429 0 29 Jun 2019
N-BEATS: Neural basis expansion analysis for interpretable time series forecasting Boris N. Oreshkin Dmitri Carpov Nicolas Chapados Yoshua Bengio AI4TS 127 1,067 0 24 May 2019
Unsupervised Scalable Representation Learning for Multivariate Time Series Jean-Yves Franceschi Aymeric Dieuleveut Martin Jaggi SSL AI4TS 59 456 0 30 Jan 2019
RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series Qingsong Wen Jing Gao Xiaomin Song Liang Sun Huan Xu Shenghuo Zhu AI4TS 62 211 0 05 Dec 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 351 10,364 0 10 Jul 2018
An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling Shaojie Bai J. Zico Kolter V. Koltun DRL 99 4,851 0 04 Mar 2018
Multivariate Bayesian Structural Time Series Model S. Jammalamadaka Jinwen Qiu Ning Ning AI4TS 34 62 0 10 Jan 2018
Learning Independent Causal Mechanisms Giambattista Parascandolo Niki Kilbertus Mateo Rojas-Carulla Bernhard Schölkopf CML OOD DRL 62 182 0 04 Dec 2017
A Multi-Horizon Quantile Recurrent Forecaster Ruofeng Wen Kari Torkkola Balakrishnan Narayanaswamy Dhruv Madeka BDL AI4TS 63 433 0 29 Nov 2017
Neural Decomposition of Time-Series Data for Effective Generalization Luke B. Godfrey Michael S. Gashler AI4TS 57 62 0 25 May 2017
Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks Guokun Lai Wei-Cheng Chang Yiming Yang Hanxiao Liu BDL AI4TS 115 2,025 0 21 Mar 2017
Representation Learning: A Review and New Perspectives Yoshua Bengio Aaron Courville Pascal Vincent OOD SSL 286 12,460 0 24 Jun 2012