Proving expected sensitivity of probabilistic programs

Program sensitivity, also known as Lipschitz continuity, describes how small changes in a program’s input lead to bounded changes in the output. We propose an average notion of program sensitivity for probabilistic programs—expected sensitivity—that averages a distance function over a probabilistic...

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Bibliographic Details
Published in:Proceedings of ACM on programming languages Vol. 2; no. POPL; pp. 1 - 29
Main Authors: Barthe, Gilles, Espitau, Thomas, Grégoire, Benjamin, Hsu, Justin, Strub, Pierre-Yves
Format: Journal Article
Language:English
Published: ACM 01.01.2018
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ISSN:2475-1421, 2475-1421
Online Access:Get full text
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