Marabou 2.0: A Versatile Formal Analyzer of Neural Networks

Fuente: arXiv
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Auteurs principaux: Wu, Haoze, Isac, Omri, Zeljić, Aleksandar, Tagomori, Teruhiro, Daggitt, Matthew, Kokke, Wen, Refaeli, Idan, Amir, Guy, Julian, Kyle, Bassan, Shahaf, Huang, Pei, Lahav, Ori, Wu, Min, Zhang, Min, Komendantskaya, Ekaterina, Katz, Guy, Barrett, Clark
Format: Preprint
Publié: 2024
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author Wu, Haoze
Isac, Omri
Zeljić, Aleksandar
Tagomori, Teruhiro
Daggitt, Matthew
Kokke, Wen
Refaeli, Idan
Amir, Guy
Julian, Kyle
Bassan, Shahaf
Huang, Pei
Lahav, Ori
Wu, Min
Zhang, Min
Komendantskaya, Ekaterina
Katz, Guy
Barrett, Clark
author_facet Wu, Haoze
Isac, Omri
Zeljić, Aleksandar
Tagomori, Teruhiro
Daggitt, Matthew
Kokke, Wen
Refaeli, Idan
Amir, Guy
Julian, Kyle
Bassan, Shahaf
Huang, Pei
Lahav, Ori
Wu, Min
Zhang, Min
Komendantskaya, Ekaterina
Katz, Guy
Barrett, Clark
contents This paper serves as a comprehensive system description of version 2.0 of the Marabou framework for formal analysis of neural networks. We discuss the tool's architectural design and highlight the major features and components introduced since its initial release.
format Preprint
id arxiv_https___arxiv_org_abs_2401_14461
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Marabou 2.0: A Versatile Formal Analyzer of Neural Networks
Wu, Haoze
Isac, Omri
Zeljić, Aleksandar
Tagomori, Teruhiro
Daggitt, Matthew
Kokke, Wen
Refaeli, Idan
Amir, Guy
Julian, Kyle
Bassan, Shahaf
Huang, Pei
Lahav, Ori
Wu, Min
Zhang, Min
Komendantskaya, Ekaterina
Katz, Guy
Barrett, Clark
Artificial Intelligence
Machine Learning
Logic in Computer Science
This paper serves as a comprehensive system description of version 2.0 of the Marabou framework for formal analysis of neural networks. We discuss the tool's architectural design and highlight the major features and components introduced since its initial release.
title Marabou 2.0: A Versatile Formal Analyzer of Neural Networks
topic Artificial Intelligence
Machine Learning
Logic in Computer Science
url https://arxiv.org/abs/2401.14461