Deep Declarative Networks

We explore a class of end-to-end learnable models wherein data processing nodes (or network layers) are defined in terms of desired behavior rather than an explicit forward function. Specifically, the forward function is implicitly defined as the solution to a mathematical optimization problem. Cons...

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Publié dans:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 44(2022), 8 vom: 04. Aug., Seite 3988-4004
Auteur principal: Gould, Stephen (Auteur)
Autres auteurs: Hartley, Richard, Campbell, Dylan
Format: Article en ligne
Langue:English
Publié: 2022
Accès à la collection:IEEE transactions on pattern analysis and machine intelligence
Sujets:Journal Article Research Support, Non-U.S. Gov't