基本信息
浏览量:145
职业迁徙
个人简介
My research focuses on machine learning, especially the combination between Bayesian
methods and deep neural networks. I aim to leverage probabilistic methods to improve the
quality, reliability and efficiency of machine learning systems. Specifically, I investigate how
to provide uncertainty estimation in probabilistic models and exploit the uncertainty to
improve the robustness and guide exploration. Furthermore, I am interested in improving the
learning efficiency and out-of-distribution generalization of intelligent systems, such as in
continual learning and meta-learning. I am enthusiastic at both fundamental and applied
research for solving realistic problems.
methods and deep neural networks. I aim to leverage probabilistic methods to improve the
quality, reliability and efficiency of machine learning systems. Specifically, I investigate how
to provide uncertainty estimation in probabilistic models and exploit the uncertainty to
improve the robustness and guide exploration. Furthermore, I am interested in improving the
learning efficiency and out-of-distribution generalization of intelligent systems, such as in
continual learning and meta-learning. I am enthusiastic at both fundamental and applied
research for solving realistic problems.
研究兴趣
论文共 18 篇作者统计合作学者相似作者
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ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 32 (NIPS 2019) (2019): 10802-10812
引用28浏览0EI引用
28
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ICLR (2019)
引用71浏览0EI引用
71
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user-5f03edee4c775ed682ef5237(2019)
引用3浏览0引用
3
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