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Reverse AD at Higher Types: Pure, Principled and Denotationally Correct
We show how to define forward- and reverse-mode automatic differentiation source-code transformations or on a standard higher-order functional language. The transformations generate purely functional code, and they are principled in the sense that their definition arises from a categorical universal...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2021
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7984537/ http://dx.doi.org/10.1007/978-3-030-72019-3_22 |