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Hybrid computing using a neural network with dynamic external memory

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Affiliations

  1. Google DeepMind, 5 New Street Square, London EC4A 3TW, UK

    • Alex Graves,
    • Greg Wayne,
    • Malcolm Reynolds,
    • Tim Harley,
    • Ivo Danihelka,
    • Agnieszka Grabska-Barwińska,
    • Sergio Gómez Colmenarejo,
    • Edward Grefenstette,
    • Tiago Ramalho,
    • John Agapiou,
    • Adrià Puigdomènech Badia,
    • Karl Moritz Hermann,
    • Yori Zwols,
    • Georg Ostrovski,
    • Adam Cain,
    • Helen King,
    • Christopher Summerfield,
    • Phil Blunsom,
    • Koray Kavukcuoglu &
    • Demis Hassabis

Contributions

A.G. and G.W. conceived the project. A.G., G.W., M.R., T.H., I.D., S.G. and E.G. implemented networks and tasks. A.G., G.W., M.R., T.H., A.G.-B., T.R. and J.A. performed analysis. M.R., T.H., I.D., E.G., K.M.H., C.S., P.B., K.K. and D.H. contributed ideas. A.C. prepared graphics. A.G., G.W., M.R., T.H., S.G., A.P.B., Y.Z., G.O. and K.K. performed experiments. A.G., G.W., H.K., K.K. and D.H. managed the project. A.G., G.W., M.R., T.H., K.K. and D.H. wrote the paper.

Competing financial interests

The authors declare no competing financial interests.

Corresponding authors

Correspondence to:

Reviewer InformationNature thanks Y. Bengio, J. McClelland and the other anonymous reviewer(s) for their contribution to the peer review of this work.


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