Isac Software Verification and Formal Methods for ML-Enabled Autonomous Systems

Software Verification and Formal Methods for ML-Enabled Autonomous Systems

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5th International Workshop, FoMLAS 2022, and 15th International Workshop, NSV 2022, Haifa, Israel, July 31 - August 1, and August 11, 2022, Proceedings

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Beschreibung

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. 

Autor*in

Omri Isac

Themen in »Software Verification and Formal Methods for ML-Enabled Autonomous Systems«

architecting Autonomous Systems computer networks Control Theory embedded systems Explainable AI Hybrid Systems Interactive Theorem Proofs Logic and Verification machine learning network protocols Neural Network Verification neural networks Numerical Methods Reachability Analysis

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Details

ISBN: 9783031212222
Verlag: Springer International Publishing
Erscheinung: 15.12.2022

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