Counterexample-Driven Synthesis for Probabilistic Program Sketches

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F00216305%3A26230%2F19%3APU134955" target="_blank" >RIV/00216305:26230/19:PU134955 - isvavai.cz</a>

Result on the web

<a href="http://dx.doi.org/10.1007/978-3-030-30942-8_8" target="_blank" >http://dx.doi.org/10.1007/978-3-030-30942-8_8</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.1007/978-3-030-30942-8_8" target="_blank" >10.1007/978-3-030-30942-8_8</a>

Result language

angličtina

Original language name

Counterexample-Driven Synthesis for Probabilistic Program Sketches

Original language description

Probabilistic programs are key to deal with uncertainty in, e.g., controller synthesis. They are typically small but intricate. Their development is complex and error prone requiring quantitative reasoning over a myriad of alternative designs. To mitigate this complexity, we adopt counterexample-guided inductive synthesis (CEGIS) to automatically synthesise nite-state probabilistic programs. Our approach leverages efficient model checking, modern SMT solving, and counterexample generation at program level. Experiments on practically relevant case studies show that design spaces with millions of candidate designs can be fully explored using a few thousand verification queries.

Czech name

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Czech description

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Type

D - Article in proceedings

CEP classification

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OECD FORD branch

10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Project

Result was created during the realization of more than one project. More information in the Projects tab.

Continuities

P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)

Publication year

2019

Confidentiality

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Article name in the collection

Proceedings of the 23rd International Symposium on Formal Methods.

ISBN

978-3-030-30941-1

ISSN

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e-ISSN

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Number of pages

19

Pages from-to

101-120

Publisher name

Springer International Publishing

Place of publication

Porto

Event location

Porto

Event date

Jun 17, 2019

Type of event by nationality

WRD - Celosvětová akce

UT code for WoS article

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