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Understanding the role of individual units in a deep neural network

Deep neural networks excel at finding hierarchical representations that solve complex tasks over large datasets. How can we humans understand these learned representations? In this work, we present network dissection, an analytic framework to systematically identify the semantics of individual hidde...

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Detalhes bibliográficos
Publicado no:Proc Natl Acad Sci U S A
Main Authors: Bau, David, Zhu, Jun-Yan, Strobelt, Hendrik, Lapedriza, Agata, Zhou, Bolei, Torralba, Antonio
Formato: Artigo
Idioma:Inglês
Publicado em: National Academy of Sciences 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7720226/
https://ncbi.nlm.nih.gov/pubmed/32873639
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1073/pnas.1907375117
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