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Higher Order Automatic Differentiation of Higher Order Functions

We present semantic correctness proofs of automatic differentiation (AD). We consider a forward-mode AD method on a higher order language with algebraic data types, and we characterise it as the unique structure preserving macro given a choice of derivatives for basic operations. We describe a rich...

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Autores principales: Mathieu Huot, Sam Staton, Matthijs Vákár
Formato: Artigo
Lenguaje:Inglês
Publicado: Logical Methods in Computer Science e.V. 2022-03-01
Colección:Logical Methods in Computer Science
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Acceso en línea:https://lmcs.episciences.org/7106/pdf
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