Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency

17 June 2022

Xiang Zhang

Ziyuan Zhao

Theodoros Tsiligkaridis

Marinka Zitnik

AI4TS

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Papers citing "Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency"

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Intelligently Augmented Contrastive Tensor Factorization: Empowering Multi-dimensional Time Series Classification in Low-Data Environments Anushiya Arunan Yan Qin Xiaoli Li Yuen Chau AI4TS 30 0 0 03 May 2025
TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation Robert Leppich Michael Stenger Daniel Grillmeyer Vanessa Borst Samuel Kounev AI4TS AI4CE 69 0 0 26 Apr 2025
Learning Compositional Transferability of Time Series for Source-Free Domain Adaptation Hankang Sun Guiming Li Su Yang Baoqi Li AI4TS TTA 61 0 0 21 Apr 2025
VISTA: Unsupervised 2D Temporal Dependency Representations for Time Series Anomaly Detection Sinchee Chin Fan Zhang Xiaochen Yang Jing-Hao Xue Wenming Yang Peng Jia Guijin Wang Luo Yingqun AI4TS 51 0 0 03 Apr 2025
Evaluating Time Series Models with Knowledge Discovery Li Zhang AI4TS 62 0 0 19 Mar 2025
HAR-DoReMi: Optimizing Data Mixture for Self-Supervised Human Activity Recognition Across Heterogeneous IMU Datasets Lulu Ban Tao Zhu Xiangqing Lu Qi Qiu Wenyong Han Shuangjian Li L. Chen Kevin I-Kai Wang Mingxing Nie Yaping Wan 64 0 0 16 Mar 2025
Brain Foundation Models: A Survey on Advancements in Neural Signal Processing and Brain Discovery Xinliang Zhou Chenyu Liu Z. Chen Kun Wang Yi Ding Ziyu Jia Qingsong Wen AI4CE 42 0 0 01 Mar 2025
Are foundation models useful feature extractors for electroencephalography analysis? Özgün Turgut Felix S. Bott Markus Ploner Daniel Rueckert 43 0 0 28 Feb 2025
MCLRL: A Multi-Domain Contrastive Learning with Reinforcement Learning Framework for Few-Shot Modulation Recognition Dongwei Xu Yutao Zhu Yao Lu Youpeng Feng Yun Lin Qi Xuan 79 0 0 26 Feb 2025
Mantis: Lightweight Calibrated Foundation Model for User-Friendly Time Series Classification Vasilii Feofanov Songkang Wen Marius Alonso Romain Ilbert Hongbo Guo Malik Tiomoko Lujia Pan Jianfeng Zhang I. Redko AI4TS VLM 52 1 0 24 Feb 2025
Deep Learning-Powered Electrical Brain Signals Analysis: Advancing Neurological Diagnostics Jiahe Li Xin Chen Fanqi Shen Junru Chen Y. Liu Daoze Zhang Zhizhang Yuan F. Zhao Meng Li Yang Yang 38 0 0 24 Feb 2025
Masking the Gaps: An Imputation-Free Approach to Time Series Modeling with Missing Data Abhilash Neog Arka Daw Sepideh Fatemi Khorasgani Anuj Karpatne AI4TS 41 0 0 18 Feb 2025
A MIMO Wireless Channel Foundation Model via CIR-CSI Consistency Jun Jiang Wenjun Yu Yunfan Li Yuan Gao Shugong Xu 59 2 0 17 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 50 0 0 14 Feb 2025
Towards Foundational Models for Dynamical System Reconstruction: Hierarchical Meta-Learning via Mixture of Experts Roussel Desmond Nzoyem David A.W. Barton Tom Deakin 74 1 0 07 Feb 2025
LEAD: Large Foundation Model for EEG-Based Alzheimer's Disease Detection Yihe Wang Nan Huang Nadia Mammone Marco Cecchi Xiang Zhang 79 0 0 02 Feb 2025
A Review on Self-Supervised Learning for Time Series Anomaly Detection: Recent Advances and Open Challenges Aitor Sánchez-Ferrera Borja Calvo Jose A. Lozano AI4TS 37 0 0 28 Jan 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
CiTrus: Squeezing Extra Performance out of Low-data Bio-signal Transfer Learning Eloy Geenjaar Lie Lu 82 0 0 16 Dec 2024
A Wave is Worth 100 Words: Investigating Cross-Domain Transferability in Time Series Xiangkai Ma Xiaobin Hong Wenzhong Li Sanglu Lu AI4TS 64 0 0 01 Dec 2024
EMGBench: Benchmarking Out-of-Distribution Generalization and Adaptation for Electromyography Jehan Yang Maxwell Soh Vivianna Lieu Douglas J. Weber Zackory M. Erickson OOD 41 0 0 31 Oct 2024
PaPaGei: Open Foundation Models for Optical Physiological Signals Arvind Pillai Dimitris Spathis F. Kawsar Mohammad Malekzadeh VLM 39 7 0 27 Oct 2024
Time and Frequency Synergy for Source-Free Time-Series Domain Adaptations Muhammad Furqon Mahardhika Pratama Ary Mazharuddin Shiddiqi Lin Liu Habibullah Habibullah K. Doğançay TTA AI4TS 25 1 0 23 Oct 2024
MultiRC: Joint Learning for Time Series Anomaly Prediction and Detection with Multi-scale Reconstructive Contrast Shiyan Hu Kai Zhao Xiangfei Qiu Yang Shu Jilin Hu Bin Yang Chenjuan Guo AI4TS 41 6 0 21 Oct 2024
Contrastive random lead coding for channel-agnostic self-supervision of biosignals Thea Brusch Mikkel N. Schmidt T. S. Alstrøm SSL 25 0 0 21 Oct 2024
Dynamic Contrastive Learning for Time Series Representation Abdul-Kazeem Shamba Kerstin Bach Gavin Taylor AI4TS 29 0 0 20 Oct 2024
UniMTS: Unified Pre-training for Motion Time Series Xiyuan Zhang Diyan Teng Ranak Roy Chowdhury Shuheng Li Dezhi Hong Rajesh K. Gupta Jingbo Shang AI4TS 21 3 0 18 Oct 2024
Self-Supervised Learning of Disentangled Representations for Multivariate Time-Series Ching Chang Chiao-Tung Chan Wei-Yao Wang Wen-Chih Peng Tien-Fu Chen AI4TS 22 0 0 16 Oct 2024
SplitSEE: A Splittable Self-supervised Framework for Single-Channel EEG Representation Learning Rikuto Kotoge Zheng Chen Tasuku Kimura Yasuko Matsubara Takufumi Yanagisawa H. Kishima Yasushi Sakurai OOD SSL 29 1 0 15 Oct 2024
StatioCL: Contrastive Learning for Time Series via Non-Stationary and Temporal Contrast Yu Wu Ting Dang Dimitris Spathis Hong Jia Cecilia Mascolo AI4TS 30 1 0 14 Oct 2024
Generalizable autoregressive modeling of time series through functional narratives Ran Liu Wenrui Ma Ellen L. Zippi Hadi Pouransari Jingyun Xiao ... Behrooz Mahasseni Juri Minxha Erdrin Azemi Eva L. Dyer Ali Moin AI4TS 35 1 0 10 Oct 2024
Towards Generalisable Time Series Understanding Across Domains Özgün Turgut Philip Muller M. Menten Daniel Rueckert AI4TS 48 1 0 09 Oct 2024
Neural Fourier Modelling: A Highly Compact Approach to Time-Series Analysis Minjung Kim Yusuke Hioka Michael Witbrock AI4TS 32 0 0 07 Oct 2024
Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data Manuel Brenner Elias Weber G. Koppe Daniel Durstewitz AI4TS AI4CE 39 3 0 07 Oct 2024
Multi-modal Cross-domain Self-supervised Pre-training for fMRI and EEG Fusion Xinxu Wei K. Zhao Yong Jiao Nancy B. Carlisle Hua Xie Gregory A. Fonzo Yu Zhang 28 0 0 27 Sep 2024
EMIT- Event-Based Masked Auto Encoding for Irregular Time Series Hrishikesh Patel Ruihong Qiu Adam Irwin Shazia Sadiq Sen Wang AI4TS 35 1 0 25 Sep 2024
Time-MoE: Billion-Scale Time Series Foundation Models with Mixture of Experts X. Shi Shiyu Wang Yuqi Nie Dianqi Li Zhou Ye Qingsong Wen Ming Jin AI4TS 41 28 0 24 Sep 2024
Brant-X: A Unified Physiological Signal Alignment Framework Daoze Zhang Zhizhang Yuan Junru Chen Kerui Chen Yang Yang 30 7 0 28 Aug 2024
ADformer: A Multi-Granularity Transformer for EEG-Based Alzheimer's Disease Assessment Yihe Wang Nadia Mammone Darina Petrovsky Alexandros T. Tzallas Francesco C. Morabito Xiang Zhang MedIm 32 3 0 17 Aug 2024
EEG-SCMM: Soft Contrastive Masked Modeling for Cross-Corpus EEG-Based Emotion Recognition Qile Liu Weishan Ye Yulu Liu Zhen Liang 54 0 0 17 Aug 2024
A Systematic Evaluation of Generated Time Series and Their Effects in Self-Supervised Pretraining Audrey Der Chin-Chia Michael Yeh Xin Dai Huiyuan Chen Yan Zheng ... Vivian Lai Junpeng Wang Liang Wang Wei Zhang Eamonn J. Keogh AI4TS 38 1 0 15 Aug 2024
MTSCI: A Conditional Diffusion Model for Multivariate Time Series Consistent Imputation Jianping Zhou Junhao Li Guanjie Zheng Xinbing Wang Chenghu Zhou 37 2 0 11 Aug 2024
PowerPM: Foundation Model for Power Systems Shihao Tu Yupeng Zhang Jing Zhang Yang Yang AI4TS 40 5 0 07 Aug 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 27 1 0 29 Jul 2024
Contrastive Learning Is Not Optimal for Quasiperiodic Time Series A. Atienza J. Bardram S. Puthusserypady BDL AI4TS 33 2 0 24 Jul 2024
Not All Frequencies Are Created Equal:Towards a Dynamic Fusion of Frequencies in Time-Series Forecasting Xingyu Zhang Siyu Zhao Changwen Zheng Huijie Guo Jianqi Zhang Changwen Zheng Jingyao Wang AI4TS 32 4 0 17 Jul 2024
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 38 2 0 12 Jul 2024
Multi-modal Masked Siamese Network Improves Chest X-Ray Representation Learning Saeed Shurrab Alejandro Guerra-Manzanares Farah E. Shamout 31 1 0 05 Jul 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