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Towards Out-of-Distribution Sequential Event Prediction: A Causal Treatment


Oct 24, 2022
Chenxiao Yang, Qitian Wu, Qingsong Wen, Zhiqiang Zhou, Liang Sun, Junchi Yan

* in NeurIPS 2022 

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TFAD: A Decomposition Time Series Anomaly Detection Architecture with Time-Frequency Analysis


Oct 18, 2022
Chaoli Zhang, Tian Zhou, Qingsong Wen, Liang Sun

* CIKM 2022 

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TreeDRNet:A Robust Deep Model for Long Term Time Series Forecasting


Jun 24, 2022
Tian Zhou, Jianqing Zhu, Xue Wang, Ziqing Ma, Qingsong Wen, Liang Sun, Rong Jin


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Learning Interpretable Decision Rule Sets: A Submodular Optimization Approach


Jun 08, 2022
Fan Yang, Kai He, Linxiao Yang, Hongxia Du, Jingbang Yang, Bo Yang, Liang Sun

* NeurIPS 2021 (Spotlight) 

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Robust Time Series Dissimilarity Measure for Outlier Detection and Periodicity Detection


Jun 07, 2022
Xiaomin Song, Qingsong Wen, Yan Li, Liang Sun


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FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting


May 24, 2022
Tian Zhou, Ziqing Ma, Xue wang, Qingsong Wen, Liang Sun, Tao Yao, Wotao Yin, Rong Jin


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Transformers in Time Series: A Survey


Mar 07, 2022
Qingsong Wen, Tian Zhou, Chaoli Zhang, Weiqi Chen, Ziqing Ma, Junchi Yan, Liang Sun

* 8 pages, 65 referred papers; The corresponding GitHub repository is https://github.com/qingsongedu/time-series-transformers-review 

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NetRCA: An Effective Network Fault Cause Localization Algorithm


Mar 07, 2022
Chaoli Zhang, Zhiqiang Zhou, Yingying Zhang, Linxiao Yang, Kai He, Qingsong Wen, Liang Sun

* Accepted by ICASSP 2022. NetRCA is the solution of the First Place of 2022 ICASSP AIOps Challenge. All authors are contributed equally, and Qingsong Wen is the team leader (Team Name: MindOps). The website of 2022 ICASSP AIOps Challenge is https://www.aiops.sribd.cn/home/introduction 

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