Litcius/Paper detail

DriveFuzz

Seulbae Kim, Major Liu, Junghwan Rhee, Yuseok Jeon, Yonghwi Kwon, Chung Hwan Kim

2022Proceedings of the 2022 ACM SIGSAC Conference on Computer and Communications Security70 citationsDOIOpen Access PDF

Abstract

Autonomous driving has become real; semi-autonomous driving vehicles in an affordable price range are already on the streets, and major automotive vendors are actively developing full self-driving systems to deploy them in this decade. Before rolling the products out to the end-users, it is critical to test and ensure the safety of the autonomous driving systems, consisting of multiple layers intertwined in a complicated way. However, while safety-critical bugs may exist in any layer and even across layers, relatively little attention has been given to testing the entire driving system across all the layers. Prior work mainly focuses on white-box testing of individual layers and preventing attacks on each layer.

Topics & Concepts

Automotive industryComputer scienceLayer (electronics)Vehicle safetyAdvanced driver assistance systemsWork (physics)Computer securityAutomotive engineeringEngineeringArtificial intelligenceMechanical engineeringChemistryOrganic chemistryAerospace engineeringSoftware Testing and Debugging TechniquesAdversarial Robustness in Machine LearningAdvanced Malware Detection Techniques
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