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个人简介
I’m interested in how machine learning models learn invariances and regularity from data (there is evidence that this doesn’t happen quite the way we would want), and designing models that do this better. I’m interested in probabilistic models and unsupervised or weakly supervised learning. I enjoy probabilistic programming. I’m also interested in the robustness of deep models, particularly their vunerablilty to small pertubations, as well as broader issues of safety and reliablity in machine learning. I also like applications, particularly in physics, and I have worked on practical applications of Bayesian ideas in crowdsourced astronomy.
研究兴趣
论文共 29 篇作者统计合作学者相似作者
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Lewis B Smith,Roly J Armstrong, Jingyan Hou, Edward Smith, Ming Sze,Alistair J Sterling, Alex Smith,Fernanda Duarte,Timothy J Donohoe
Angewandte Chemie (International ed. in English)no. 36 (2023): e202307424-e202307424
Journal of Urologyno. 5 (2022): E999-E999
semanticscholar(2021)
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Scientific reportsno. 1 (2021): 7249-7249
arxiv(2021)
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arxiv(2021)
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