TimeMAE: Self-Supervised Representations of Time Series with Decoupled Masked Autoencoders

1 March 2023

Mingyue Cheng

Qi Liu

Enhong Chen

Papers citing "TimeMAE: Self-Supervised Representations of Time Series with Decoupled Masked Autoencoders"

30 / 30 papers shown

Title
CANet: ChronoAdaptive Network for Enhanced Long-Term Time Series Forecasting under Non-Stationarity Mert Sonmezer Seyda Ertekin AI4TS 26 0 0 24 Apr 2025
TimeDART: A Diffusion Autoregressive Transformer for Self-Supervised Time Series Representation Daoyu Wang Mingyue Cheng Ziqiang Liu Qiang Liu Enhong Chen AI4TS DiffM 53 1 0 24 Feb 2025
Frequency-Aware Masked Autoencoders for Human Activity Recognition using Accelerometers Niels R. Lorenzen P. Jennum Emmanuel Mignot A. Brink-Kjaer 36 0 0 17 Feb 2025
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 84 0 0 17 Dec 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
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 29 1 0 29 Jul 2024
Paving the way toward foundation models for irregular and unaligned Satellite Image Time Series Iris Dumeur Silvia Valero Jordi Inglada 40 3 0 11 Jul 2024
Efficient Multi-View Fusion and Flexible Adaptation to View Missing in Cardiovascular System Signals Qihan Hu Daomiao Wang Hong Wu Jian Liu Cuiwei Yang 43 0 0 13 Jun 2024
UniCL: A Universal Contrastive Learning Framework for Large Time Series Models Jiawei Li Jingshu Peng Haoyang Li Lei Chen AI4TS 48 3 0 17 May 2024
Multimodal Physical Fitness Monitoring (PFM) Framework Based on TimeMAE-PFM in Wearable Scenarios Junjie Zhang Zheming Zhang Huachen Xiang Yangquan Tan Linnan Huo Fengyi Wang 29 0 0 25 Mar 2024
Learning Transferable Time Series Classifier with Cross-Domain Pre-training from Language Model Mingyue Cheng Xiaoyu Tao Qi Liu Hao Zhang Yiheng Chen Chenyi Lei AI4TS 33 4 0 19 Mar 2024
Advancing Time Series Classification with Multimodal Language Modeling Mingyue Cheng Yiheng Chen Qi Liu Zhiding Liu Yucong Luo AI4TS 35 11 0 19 Mar 2024
ConvTimeNet: A Deep Hierarchical Fully Convolutional Model for Multivariate Time Series Analysis Mingyue Cheng Jiqian Yang Tingyue Pan Qi Liu Zhi Li AI4TS 36 12 0 03 Mar 2024
Generative Pretrained Hierarchical Transformer for Time Series Forecasting Zhiding Liu Jiqian Yang Mingyue Cheng Yucong Luo Zhi Li AI4TS 32 14 0 26 Feb 2024
United We Pretrain, Divided We Fail! Representation Learning for Time Series by Pretraining on 75 Datasets at Once Maurice Kraus Felix Divo David Steinmann Devendra Singh Dhami Kristian Kersting AI4TS 36 0 0 23 Feb 2024
Towards Urban General Intelligence: A Review and Outlook of Urban Foundation Models Weijiao Zhang Jindong Han Zhao Xu Hang Ni Hao Liu Hui Xiong Hui Xiong AI4CE 77 15 0 30 Jan 2024
HiMTM: Hierarchical Multi-Scale Masked Time Series Modeling for Long-Term Forecasting Shubao Zhao Ming Jin Zhaoxiang Hou Che-Sheng Yang Zengxiang Li Qingsong Wen Yi Wang 27 2 0 10 Jan 2024
Learning to Embed Time Series Patches Independently Seunghan Lee Taeyoung Park Kibok Lee SSL AI4TS 28 27 0 27 Dec 2023
BrainVis: Exploring the Bridge between Brain and Visual Signals via Image Reconstruction Honghao Fu Zhiqi Shen Jing Jih Chin Hao Wang DiffM 29 5 0 22 Dec 2023
Multi-Scale and Multi-Modal Contrastive Learning Network for Biomedical Time Series Hongbo Guo Xinzi Xu Hao Wu Guoxing Wang AI4TS 21 1 0 06 Dec 2023
Self-Distilled Representation Learning for Time Series Felix Pieper Konstantin Ditschuneit Martin Genzel Alexandra Lindt Johannes Otterbach AI4TS 21 1 0 19 Nov 2023
On the Importance of Step-wise Embeddings for Heterogeneous Clinical Time-Series Rita Kuznetsova Alizée Pace Manuel Burger Hugo Yèche Gunnar Rätsch AI4TS 39 5 0 15 Nov 2023
REBAR: Retrieval-Based Reconstruction for Time-series Contrastive Learning Maxwell A. Xu Alexander Moreno Hui Wei Benjamin M. Marlin James M. Rehg AI4TS SSL 34 11 0 01 Nov 2023
Self-supervised Representation Learning From Random Data Projectors Yi Sui Tongzi Wu Jesse C. Cresswell Ga Wu George Stein Xiao Shi Huang Xiaochen Zhang M. Volkovs 32 10 0 11 Oct 2023
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey Navid Mohammadi Foumani Lynn Miller Chang Wei Tan G. I. Webb Germain Forestier Mahsa Salehi BDL AI4TS 33 93 0 06 Feb 2023
SimMTM: A Simple Pre-Training Framework for Masked Time-Series Modeling Jiaxiang Dong Haixu Wu Haoran Zhang Li Zhang Jianmin Wang Mingsheng Long AI4TS 29 82 0 02 Feb 2023
Masked Autoencoders Are Scalable Vision Learners Kaiming He Xinlei Chen Saining Xie Yanghao Li Piotr Dollár Ross B. Girshick ViT TPM 308 7,443 0 11 Nov 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
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting Haoyi Zhou Shanghang Zhang J. Peng Shuai Zhang Jianxin Li Hui Xiong Wan Zhang AI4TS 169 3,885 0 14 Dec 2020
InceptionTime: Finding AlexNet for Time Series Classification Hassan Ismail Fawaz Benjamin Lucas Germain Forestier Charlotte Pelletier Daniel F. Schmidt J. Weber Geoffrey I. Webb L. Idoumghar Pierre-Alain Muller Franccois Petitjean AI4TS 102 1,072 0 11 Sep 2019