Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders

Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders

24 May 2024

Papers citing "Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders"

8 / 8 papers shown

Title
Data Driven Decision Making with Time Series and Spatio-temporal Data Bin Yang Yuxuan Liang Chenjuan Guo Christian S. Jensen AI4TS 46 0 0 11 Mar 2025
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 59 12 0 16 Oct 2024
MOMENT: A Family of Open Time-series Foundation Models Mononito Goswami Konrad Szafer Arjun Choudhry Yifu Cai Shuo Li Artur Dubrawski AIFin AI4TS 60 107 0 06 Feb 2024
Unified Training of Universal Time Series Forecasting Transformers Gerald Woo Chenghao Liu Akshat Kumar Caiming Xiong Silvio Savarese Doyen Sahoo AI4TS 104 152 0 04 Feb 2024
ForecastPFN: Synthetically-Trained Zero-Shot Forecasting Samuel Dooley Gurnoor Singh Khurana Chirag Mohapatra Siddartha Naidu Colin White AI4TS 79 56 0 03 Nov 2023
DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly Detection Yiyuan Yang Chaoli Zhang Tian Zhou Qingsong Wen Liang Sun AI4TS 88 114 0 17 Jun 2023
Self-Supervised Learning for Time Series Analysis: Taxonomy, Progress, and Prospects Kexin Zhang Qingsong Wen Chaoli Zhang Rongyao Cai Ming Jin ... James Y. Zhang Y. Liang Guansong Pang Dongjin Song Shirui Pan AI4TS 106 97 0 16 Jun 2023
A Comparative Study on Unsupervised Anomaly Detection for Time Series: Experiments and Analysis Yan Zhao Liwei Deng Xuanhao Chen Chenjuan Guo B. Yang Tung Kieu Feiteng Huang T. Pedersen Kai Zheng Christian S. Jensen AI4TS 28 8 0 10 Sep 2022