DCdetector: Dual Attention Contrastive Representation Learning for Time
Series Anomaly Detection

DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection

17 June 2023

Liang Sun

Papers citing "DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection"

14 / 14 papers shown

Title
FreCT: Frequency-augmented Convolutional Transformer for Robust Time Series Anomaly Detection Wenxin Zhang Ding Xu Guangzhen Yao Xiaojian Lin Renxiang Guan Chengze Du Renda Han Xi Xuan Cuicui Luo AI4TS 54 0 0 02 May 2025
CICADA: Cross-Domain Interpretable Coding for Anomaly Detection and Adaptation in Multivariate Time Series Tian-Shing Lan Yifei Gao Yimeng Lu Chen Zhang 53 0 0 01 May 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
Decomposition-based multi-scale transformer framework for time series anomaly detection Wenxin Zhang Cuicui Luo AI4TS 23 0 0 19 Apr 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
CATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency Patching Xingjian Wu Xiangfei Qiu Zhengyu Li Yihang Wang Jilin Hu Chenjuan Guo Hui Xiong Bin Yang AI4TS 61 12 0 16 Oct 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 36 26 0 24 Sep 2024
Towards Dynamic Trend Filtering through Trend Point Detection with Reinforcement Learning Jihyeon Seong Sekwang Oh Jaesik Choi AI4TS 39 0 0 06 Jun 2024
Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders Qichao Shentu Beibu Li Kai Zhao Yang Shu Zhongwen Rao Lujia Pan Bin Yang Chenjuan Guo AI4TS 53 5 0 24 May 2024
DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series Zahra Zamanzadeh Darban Yiyuan Yang Geoffrey I. Webb Charu C. Aggarwal Qingsong Wen Shirui Pan Mahsa Salehi 60 0 0 17 Apr 2024
Generative Semi-supervised Graph Anomaly Detection Hezhe Qiao Qingsong Wen Xiaoli Li Ee-Peng Lim Guansong Pang 37 7 0 19 Feb 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
A Comprehensive Survey of Deep Transfer Learning for Anomaly Detection in Industrial Time Series: Methods, Applications, and Directions Peng Yan Ahmed Abdulkadir Paul-Philipp Luley Matthias Rosenthal Gerrit A. Schatte Benjamin Grewe Thilo Stadelmann AI4TS 36 57 0 11 Jul 2023