Title Software verification and formal methods for ML-enabled autonomous systems : 5th International Workshop, FoMLAS 2022, and 15th International Workshop, NSV 2022, Haifa, Israel, July 31 - August 1, and August 11, 2022, Proceedings / Omri Isac [and more] (eds.)

Published Cham : Springer, 2023

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Description 1 online resource (213 p.) Series Lecture Notes in Computer Science ; 13466 Lecture notes in computer science ; 13466. Contents FoMLAS 2022 -- VPN: Verification of Poisoning in Neural Networks -- A Cascade of Checkers for Run-time Certification of Local Robustness -- CEG4N: Counter-Example Guided Neural Network Quantization Refinement -- Minimal Multi-Layer Modifications of Deep Neural Networks -- Differentiable Logics for Neural Network Training and Verification -- Neural Networks in Imandra: Matrix Representation as a Verification Choice -- Self-Correcting Neural Networks For Safe Classification -- Self-Correcting Neural Networks For Safe Classification -- NSV 2022 -- Verified Numerical Methods for Ordinary Differential Equations -- Neural Network Precision Tuning Using Stochastic Arithmetic -- MLTL Multi-type (MLTLM): A Logic for Reasoning about Signals of Different Types Summary This book constitutes the refereed proceedings of the 5th International Workshop on Software Verification and Formal Methods for ML-Enables Autonomous Systems, FoMLAS 2022, and the 15th International Workshop on Numerical Software Verification, NSV 2022, which took place in Haifa, Israel, in July/August 2022. The volume contains 8 full papers from the FoMLAS 2022 workshop and 3 full papers from the NSV 2022 workshop. The FoMLAS workshop is dedicated to the development of novel formal methods techniques to discussing on how formal methods can be used to increase predictability, explainability, and accountability of ML-enabled autonomous systems. NSV 2022 is focusing on the challenges of the verification of cyber-physical systems with machine learning components Notes Includes author index Online resource; title from PDF title page (SpringerLink, viewed January 3, 2023) Subject Computer software -- Verification -- Congresses Software engineering -- Congresses Formal methods (Computer science) -- Congresses Machine learning -- Congresses Computer software -- Verification Formal methods (Computer science) Machine learning Software engineering Genre/Form Electronic books proceedings (reports) Conference papers and proceedings Conference papers and proceedings. Actes de congrès. Form Electronic book Author Isac, Omri Ivanov, Radoslav Katz, Guy Narodytska, Nina Nenzi, Laura International Workshop on Numerical Software Verification (15th : 2022 : Haifa, Israel) ISBN 9783031212222 3031212223

Other Titles FoMLAS 2022 NSV 2022

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