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
Omni-Dimensional Frequency Learner for General Time Series Analysis Xianing Chen.Hanting Chen Hanting Chen Hailin Hu AI4TS 37 0 0 15 Jul 2024
Guidelines for Augmentation Selection in Contrastive Learning for Time Series Classification Ziyu Liu Azadeh Alavi Minyi Li Xiang Zhang AI4TS 27 2 0 12 Jul 2024
Capturing Temporal Components for Time Series Classification Venkata Ragavendra Vavilthota Ranjith Ramanathan Sathyanarayanan N. Aakur 28 0 0 20 Jun 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 38 0 0 13 Jun 2024
Denoising-Aware Contrastive Learning for Noisy Time Series Shuang Zhou Daochen Zha Xiao Shen Xiao Shi Huang Rui Zhang Fu-Lai Chung AI4TS 32 0 0 07 Jun 2024
Diverse Intra- and Inter-Domain Activity Style Fusion for Cross-Person Generalization in Activity Recognition Junru Zhang Lang Feng Zhidan Liu Yuhan Wu Yang He Yabo Dong Duanqing Xu 27 1 0 07 Jun 2024
TSCMamba: Mamba Meets Multi-View Learning for Time Series Classification Md. Atik Ahamed Qiang Cheng Mamba 66 1 0 06 Jun 2024
CAP: A Context-Aware Neural Predictor for NAS Han Ji Yuqi Feng Yanan Sun 29 0 0 04 Jun 2024
Evidentially Calibrated Source-Free Time-Series Domain Adaptation with Temporal Imputation Mohamed Ragab Peiliang Gong Emadeldeen Eldele Wenyu Zhang Min-man Wu Chuan-Sheng Foo Daoqiang Zhang Xiaoli Li Zhenghua Chen TTA AI4TS 40 2 0 04 Jun 2024
An Unsupervised Approach for Periodic Source Detection in Time Series B. U. Demirel Christian Holz AI4TS 44 1 0 01 Jun 2024
ECG Semantic Integrator (ESI): A Foundation ECG Model Pretrained with LLM-Enhanced Cardiological Text Han Yu Peikun Guo Akane Sano 34 15 0 26 May 2024
ROSE: Register Assisted General Time Series Forecasting with Decomposed Frequency Learning Yihang Wang Yuying Qiu Peng Chen Kai Zhao Yang Shu Zhongwen Rao Lujia Pan Bin Yang Chenjuan Guo AI4TS AI4CE 36 10 0 24 May 2024
Du-IN: Discrete units-guided mask modeling for decoding speech from Intracranial Neural signals Hui Zheng Haiteng Wang Wei-Bang Jiang Zhongtao Chen Li He Pei-Yang Lin Peng-Hu Wei Guo-Guang Zhao Yun-Zhe Liu 52 1 0 19 May 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
Self-Supervised Learning of Time Series Representation via Diffusion Process and Imputation-Interpolation-Forecasting Mask Zineb Senane Lele Cao V. Buchner Yusuke Tashiro Lei You P. Herman Mats Nordahl Ruibo Tu Vilhelm von Ehrenheim DiffM AI4TS 22 10 0 09 May 2024
Representation Learning of Daily Movement Data Using Text Encoders Alexander Capstick Tianyu Cui Yu Chen Payam Barnaghi AI4TS 28 2 0 07 May 2024
EEG-MACS: Manifold Attention and Confidence Stratification for EEG-based Cross-Center Brain Disease Diagnosis under Unreliable Annotations Zhenxi Song Ruihan Qin Huixia Ren Zhen Liang Yi Guo Min Zhang Zhiguo Zhang 21 1 0 29 Apr 2024
TSLANet: Rethinking Transformers for Time Series Representation Learning Emadeldeen Eldele Mohamed Ragab Zhenghua Chen Min-man Wu Xiaoli Li AI4TS AIFin 36 36 0 12 Apr 2024
HCL-MTSAD: Hierarchical Contrastive Consistency Learning for Accurate Detection of Industrial Multivariate Time Series Anomalies Haili Sun Yan-Ming Huang Lansheng Han Cai Fu Chunjie Zhou 17 0 0 12 Apr 2024
NeuroNet: A Novel Hybrid Self-Supervised Learning Framework for Sleep Stage Classification Using Single-Channel EEG Cheol-Hui Lee Hakseung Kim Hyun-jee Han Min-Kyung Jung Byung C. Yoon Dong-Joo Kim 37 5 0 10 Apr 2024
TimeCSL: Unsupervised Contrastive Learning of General Shapelets for Explorable Time Series Analysis Zhiyu Liang Cheng Liang Zheng Liang Hongzhi Wang Bo Zheng 21 1 0 07 Apr 2024
Heterogeneous Contrastive Learning for Foundation Models and Beyond Lecheng Zheng Baoyu Jing Zihao Li Hanghang Tong Jingrui He VLM 36 19 0 30 Mar 2024
Automated Contrastive Learning Strategy Search for Time Series Baoyu Jing Yansen Wang Guoxin Sui Jing Hong Jingrui He Yuqing Yang Dongsheng Li Kan Ren AI4TS 32 6 0 19 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 33 11 0 19 Mar 2024
Time Series Representation Learning with Supervised Contrastive Temporal Transformer Yuansan Liu S. Wijewickrema C. Bester Stephen O'Leary James Bailey AI4TS 28 1 0 16 Mar 2024
TimeMachine: A Time Series is Worth 4 Mambas for Long-term Forecasting Md. Atik Ahamed Qiang Cheng Mamba AI4TS 66 47 0 14 Mar 2024
Zero-Shot ECG Classification with Multimodal Learning and Test-time Clinical Knowledge Enhancement Che Liu Zhongwei Wan Ouyang Cheng Anand Shah Wenjia Bai Rossella Arcucci 37 28 0 11 Mar 2024
A Scalable and Transferable Time Series Prediction Framework for Demand Forecasting Young-Jin Park Donghyun Kim Frédéric Odermatt Juho Lee KyungHyun Kim AI4TS 42 3 0 29 Feb 2024
Generative Pretrained Hierarchical Transformer for Time Series Forecasting Zhiding Liu Jiqian Yang Mingyue Cheng Yucong Luo Zhi Li AI4TS 27 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 D. Dhami Kristian Kersting AI4TS 36 0 0 23 Feb 2024
EEG2Rep: Enhancing Self-supervised EEG Representation Through Informative Masked Inputs Navid Mohammadi Foumani G. Mackellar Soheila Ghane Saad Irtza Nam Nguyen Mahsa Salehi 14 14 0 17 Feb 2024
Parametric Augmentation for Time Series Contrastive Learning Xu Zheng Tianchun Wang Wei Cheng Aitian Ma Haifeng Chen Mo Sha Dongsheng Luo AI4TS 22 13 0 16 Feb 2024
Bidirectional Generative Pre-training for Improving Time Series Representation Learning Ziyang Song Qincheng Lu He Zhu Yue Li AI4TS 14 3 0 14 Feb 2024
Multi-Patch Prediction: Adapting LLMs for Time Series Representation Learning Yuxuan Bian Xu Ju Jiangtong Li Zhijian Xu Dawei Cheng Qiang Xu AI4TS KELM 30 19 0 07 Feb 2024
MOMENT: A Family of Open Time-series Foundation Models Mononito Goswami Konrad Szafer Arjun Choudhry Yifu Cai Shuo Li Artur Dubrawski AIFin AI4TS 71 111 0 06 Feb 2024
Rank Supervised Contrastive Learning for Time Series Classification Qianying Ren Dongsheng Luo Dongjin Song AI4TS 21 2 0 31 Jan 2024
Distillation Enhanced Time Series Forecasting Network with Momentum Contrastive Learning Haozhi Gao Qianqian Ren Jinbao Li AI4TS 29 2 0 31 Jan 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
Large Language Model Guided Knowledge Distillation for Time Series Anomaly Detection Chen Liu Shibo He Qihang Zhou Shizhong Li Wenchao Meng AI4TS 28 15 0 26 Jan 2024
Dynamic Long-Term Time-Series Forecasting via Meta Transformer Networks M. A. Ma'sum MD Rasel Sarkar Mahardhika Pratama Savitha Ramasamy S. Anavatti Lin Liu Habibullah Habibullah Ryszard Kowalczyk AI4TS 27 0 0 25 Jan 2024
Data Augmentation for Traffic Classification Chao Wang A. Finamore Pietro Michiardi Massimo Gallo Dario Rossi 37 6 0 19 Jan 2024
PatchAD: A Lightweight Patch-based MLP-Mixer for Time Series Anomaly Detection Zhijie Zhong Zhiwen Yu Yiyuan Yang Weizheng Wang Kaixiang Yang 33 6 0 18 Jan 2024
EEGFormer: Towards Transferable and Interpretable Large-Scale EEG Foundation Model Yuqi Chen Kan Ren Kaitao Song Yansen Wang Yifan Wang Dongsheng Li Lili Qiu 36 15 0 11 Jan 2024
Self-supervised Learning for Electroencephalogram: A Systematic Survey Weining Weng Yang Gu Shuai Guo Yuan Ma Zhaohua Yang Yuchen Liu Yiqiang Chen 32 12 0 09 Jan 2024
Universal Time-Series Representation Learning: A Survey Patara Trirat Yooju Shin Junhyeok Kang Youngeun Nam Jihye Na Minyoung Bae Joeun Kim Byunghyun Kim Jae-Gil Lee AI4TS 73 15 0 08 Jan 2024
Learning to Embed Time Series Patches Independently Seunghan Lee Taeyoung Park Kibok Lee SSL AI4TS 20 27 0 27 Dec 2023
Soft Contrastive Learning for Time Series Seunghan Lee Taeyoung Park Kibok Lee AI4TS 27 19 0 27 Dec 2023
TimesURL: Self-supervised Contrastive Learning for Universal Time Series Representation Learning Jiexi Liu Songcan Chen AI4TS 13 32 0 25 Dec 2023
SMC-NCA: Semantic-guided Multi-level Contrast for Semi-supervised Temporal Action Segmentation Feixiang Zhou Zheheng Jiang Huiyu Zhou Xuelong Li 24 0 0 19 Dec 2023