Literature DB >> 33229565

The science of deep learning.

Richard Baraniuk1, David Donoho2, Matan Gavish3.   

Abstract

Keywords:  artificial intelligence; deep learning; machine learning; neural networks

Year:  2020        PMID： 33229565      PMCID： PMC7720210          DOI： 10.1073/pnas.2020596117

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN： 0027-8424            Impact factor:   11.205


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  9 in total

1.  Emergent linguistic structure in artificial neural networks trained by self-supervision.

Authors:  Christopher D Manning; Kevin Clark; John Hewitt; Urvashi Khandelwal; Omer Levy
Journal:  Proc Natl Acad Sci U S A       Date:  2020-06-03       Impact factor: 11.205

2.  Fast reinforcement learning with generalized policy updates.

Authors:  André Barreto; Shaobo Hou; Diana Borsa; David Silver; Doina Precup
Journal:  Proc Natl Acad Sci U S A       Date:  2020-08-17       Impact factor: 11.205

3.  Understanding the role of individual units in a deep neural network.

Authors:  David Bau; Jun-Yan Zhu; Hendrik Strobelt; Agata Lapedriza; Bolei Zhou; Antonio Torralba
Journal:  Proc Natl Acad Sci U S A       Date:  2020-09-01       Impact factor: 11.205

4.  Benign overfitting in linear regression.

Authors:  Peter L Bartlett; Philip M Long; Gábor Lugosi; Alexander Tsigler
Journal:  Proc Natl Acad Sci U S A       Date:  2020-04-24       Impact factor: 11.205

5.  The frontier of simulation-based inference.

Authors:  Kyle Cranmer; Johann Brehmer; Gilles Louppe
Journal:  Proc Natl Acad Sci U S A       Date:  2020-05-29       Impact factor: 11.205

6.  The unreasonable effectiveness of deep learning in artificial intelligence.

Authors:  Terrence J Sejnowski
Journal:  Proc Natl Acad Sci U S A       Date:  2020-01-28       Impact factor: 11.205

7.  Theoretical issues in deep networks.

Authors:  Tomaso Poggio; Andrzej Banburski; Qianli Liao
Journal:  Proc Natl Acad Sci U S A       Date:  2020-06-09       Impact factor: 11.205

8.  On instabilities of deep learning in image reconstruction and the potential costs of AI.

Authors:  Vegard Antun; Francesco Renna; Clarice Poon; Ben Adcock; Anders C Hansen
Journal:  Proc Natl Acad Sci U S A       Date:  2020-05-11       Impact factor: 11.205

9.  Algorithms as discrimination detectors.

Authors:  Jon Kleinberg; Jens Ludwig; Sendhil Mullainathan; Cass R Sunstein
Journal:  Proc Natl Acad Sci U S A       Date:  2020-07-28       Impact factor: 12.779
  9 in total
  1 in total

Review 1.  Is There a Need for a More Precise Description of Biomolecule Interactions to Understand Cell Function?

Authors:  Pierre Bongrand
Journal:  Curr Issues Mol Biol       Date:  2022-01-21       Impact factor: 2.976
  1 in total

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