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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Bibliographic Details
Main Authors: Bau, David (Author), Zhu, Jun-Yan (Author), Strobelt, Hendrik (Author), Lapedriza Garcia, Agata (Author), Zhou, Bolei (Author), Torralba, Antonio (Author)
Other Authors: Massachusetts Institute of Technology. Computer Science and Artificial Intelligence Laboratory (Contributor), Massachusetts Institute of Technology. Media Laboratory (Contributor), MIT-IBM Watson AI Lab (Contributor)
Format: Article
Language:English
Published: Proceedings of the National Academy of Sciences, 2021-03-29T21:05:50Z.
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