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Enhancing Unsupervised Anomaly Detection with Score-Guided Network

Sep 10, 2021
Zongyuan Huang, Baohua Zhang, Guoqiang Hu, Longyuan Li, Yanyan Xu, Yaohui Jin

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Anomaly Detection of Time Series with Smoothness-Inducing Sequential Variational Auto-Encoder

Feb 02, 2021
Longyuan Li, Junchi Yan, Haiyang Wang, Yaohui Jin

* Accepted by IEEE Transactions on Neural Network and Learning System (TNNLS), 2020 

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Synergetic Learning of Heterogeneous Temporal Sequences for Multi-Horizon Probabilistic Forecasting

Jan 31, 2021
Longyuan Li, Jihai Zhang, Junchi Yan, Yaohui Jin, Yunhao Zhang, Yanjie Duan, Guangjian Tian

* Accepted by AAAI 2021 conference 

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Learning Interpretable Deep State Space Model for Probabilistic Time Series Forecasting

Jan 31, 2021
Longyuan Li, Junchi Yan, Xiaokang Yang, Yaohui Jin

* IJCAI 2019 

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Decoding Spiking Mechanism with Dynamic Learning on Neuron Population

Nov 21, 2019
Zhijie Chen, Junchi Yan, Longyuan Li, Xiaokang Yang

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