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...

詳細記述

書誌詳細
出版年:Logical Methods in Computer Science
主要な著者: Mathieu Huot, Sam Staton, Matthijs Vákár
フォーマット: 論文
言語:英語
出版事項: Logical Methods in Computer Science e.V. 2022-03-01
主題:
オンライン・アクセス:https://lmcs.episciences.org/7106/pdf