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Power-law scaling to assist with key challenges in artificial intelligence

Power-law scaling, a central concept in critical phenomena, is found to be useful in deep learning, where optimized test errors on handwritten digit examples converge as a power-law to zero with database size. For rapid decision making with one training epoch, each example is presented only once to...

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Detalhes bibliográficos
Publicado no:Sci Rep
Main Authors: Meir, Yuval, Sardi, Shira, Hodassman, Shiri, Kisos, Karin, Ben-Noam, Itamar, Goldental, Amir, Kanter, Ido
Formato: Artigo
Idioma:Inglês
Publicado em: Nature Publishing Group UK 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7665018/
https://ncbi.nlm.nih.gov/pubmed/33184422
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41598-020-76764-1
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