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Home/Authors/Mathieu Huot

Mathieu Huot

1 indexed paper

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26

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Prog. Lang.×1ML×1

Frequent co-authors

Gaurav Arya1×
Moritz Schauer1×
Alexander K. Lew1×
Feras A. Saad1×

Research Timeline

2026
GradInf: Gradient Estimation as Probabilistic Inference

This paper introduces gradient inference, a new approach to developing sound and efficient gradient estimators for probabilistic programs by reducing gradient estimation to a related probabilistic inference problem.

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Papers

cs.PLcs.LGTheoreticalRecentJul 8, 2026

GradInf: Gradient Estimation as Probabilistic Inference

Gaurav Arya, Mathieu Huot, Moritz Schauer, Alexander K. Lew +1 more

This paper introduces gradient inference, a new approach to developing sound and efficient gradient estimators for probabilistic programs by reducing gradient estimation to a related probabilistic inf…

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