Search Results for author: Damiano Mazza

Found 2 papers, 1 papers with code

Automatic Differentiation in PCF

no code implementations6 Nov 2020 Damiano Mazza, Michele Pagani

We study the correctness of automatic differentiation (AD) in the context of a higher-order, Turing-complete language (PCF with real numbers), both in forward and reverse mode.

Logic in Computer Science

Backpropagation in the Simply Typed Lambda-calculus with Linear Negation

1 code implementation27 Sep 2019 Alois Brunel, Damiano Mazza, Michele Pagani

Backpropagation is a classic automatic differentiation algorithm computing the gradient of functions specified by a certain class of simple, first-order programs, called computational graphs.

Negation

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