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Jul 2026

Backpropagation for Effectful Languages I: Finite Probability and Discrete Output Algebraic Effects

The construction is formulated in the framework of Combinatory Homomorphic Automatic Differentiation (CHAD), treating AD as a structure-preserving transformation of programs, guided by a denotational semantics, and gives a reusable pattern for differentiating discrete-output algebraic effects.

D. Simm, Fernando Lucatelli Nunes, Matthijs Vákár · 1 citation

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