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Overparameterized neural networks implement associative memory

Identifying computational mechanisms for memorization and retrieval of data is a long-standing problem at the intersection of machine learning and neuroscience. Our main finding is that standard overparameterized deep neural networks trained using standard optimization methods implement such a mecha...

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Bibliografische gegevens
Gepubliceerd in:Proc Natl Acad Sci U S A
Hoofdauteurs: Radhakrishnan, Adityanarayanan, Belkin, Mikhail, Uhler, Caroline
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: National Academy of Sciences 2020
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Online toegang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7959487/
https://ncbi.nlm.nih.gov/pubmed/33067397
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1073/pnas.2005013117
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