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Higher Order Automatic Differentiation of Higher Order Functions

Mathieu Huot ; Sam Staton ; Matthijs Vákár.
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&nbsp;[&hellip;]
Published on March 22, 2022

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