Time Series Change Point Detection with Self-Supervised Contrastive
Predictive Coding

Time Series Change Point Detection with Self-Supervised Contrastive Predictive Coding

28 November 2020

Shohreh Deldari

Daniel V. Smith

Papers citing "Time Series Change Point Detection with Self-Supervised Contrastive Predictive Coding"

17 / 17 papers shown

Title
Decomposition-based multi-scale transformer framework for time series anomaly detection Wenxin Zhang Cuicui Luo AI4TS 25 0 0 19 Apr 2025
DConAD: A Differencing-based Contrastive Representation Learning Framework for Time Series Anomaly Detection W. Zhang X. Lin Wenjun Yu Guangzhen Yao jingxiang Zhong Y. Li Renda Han Songcheng Xu Hao Shi Cuicui Luo AI4TS 31 0 0 19 Apr 2025
Revisiting Backdoor Attacks on Time Series Classification in the Frequency Domain Y. Huang Mi Zhang Z. Wang Wenxuan Li Min Yang AI4TS AAML 56 0 0 12 Mar 2025
GDformer: Going Beyond Subsequence Isolation for Multivariate Time Series Anomaly Detection Qingxiang Liu Chenghao Liu Sheng Sun Di Yao Yuxuan Liang AI4TS 54 0 0 30 Jan 2025
TSINR: Capturing Temporal Continuity via Implicit Neural Representations for Time Series Anomaly Detection Mengxuan Li Ke Liu Hongyang Chen Jiajun Bu Hongwei Wang Haishuai Wang AI4TS 96 0 0 18 Nov 2024
Past, Present, and Future of Sensor-Based Human Activity Recognition Using Wearables: A Surveying Tutorial on a Still Challenging Task H. Haresamudram Chi Ian Tang Sungho Suh P. Lukowicz Thomas Ploetz 76 2 0 11 Nov 2024
Smooth InfoMax -- Towards easier Post-Hoc interpretability Fabian Denoodt Bart de Boer José Oramas 21 2 0 23 Aug 2024
Heterogeneous Contrastive Learning for Foundation Models and Beyond Lecheng Zheng Baoyu Jing Zihao Li Hanghang Tong Jingrui He VLM 30 19 0 30 Mar 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
Selective Inference for Changepoint detection by Recurrent Neural Network Tomohiro Shiraishi Daiki Miwa Vo Nguyen Le Duy Ichiro Takeuchi 16 4 0 25 Nov 2023
Unsupervised Flood Detection on SAR Time Series Ritu Yadav A. Nascetti Hossein Azizpour Y. Ban 23 8 0 07 Dec 2022
Investigating Enhancements to Contrastive Predictive Coding for Human Activity Recognition H. Haresamudram Irfan Essa Thomas Ploetz AI4TS 30 15 0 11 Nov 2022
Dynamic Interpretable Change Point Detection Kopal Garg Jennifer Yu Tina Behrouzi S. Tonekaboni Anna Goldenberg AI4TS 24 0 0 08 Nov 2022
Multi-level Contrast Network for Wearables-based Joint Activity Segmentation and Recognition Songpengcheng Xia Lei Chu Ling Pei Wenxi Yu Robert C. Qiu 15 2 0 16 Aug 2022
Calibrated One-class Classification for Unsupervised Time Series Anomaly Detection Hongzuo Xu Yijie Wang Songlei Jian Qing Liao Yongjun Wang Guansong Pang AI4TS 21 40 0 25 Jul 2022
Assessing the State of Self-Supervised Human Activity Recognition using Wearables H. Haresamudram Irfan Essa Thomas Plötz SSL 34 85 0 22 Feb 2022
Federated Self-Supervised Learning of Multi-Sensor Representations for Embedded Intelligence Aaqib Saeed Flora D. Salim T. Ozcelebi J. Lukkien FedML SSL 98 98 0 25 Jul 2020