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Autores principales: Chen, Hanlin, Chen, Simin, Li, Wenyu, Yang, Wei, Feng, Yiheng
Formato: Preprint
Publicado: 2025
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Acceso en línea:https://arxiv.org/abs/2505.03850
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author Chen, Hanlin
Chen, Simin
Li, Wenyu
Yang, Wei
Feng, Yiheng
author_facet Chen, Hanlin
Chen, Simin
Li, Wenyu
Yang, Wei
Feng, Yiheng
contents As a safety-critical cyber-physical system, cybersecurity and related safety issues for Autonomous Vehicles (AVs) have been important research topics for a while. Among all the modules on AVs, perception is one of the most accessible attack surfaces, as drivers and AVs have no control over the outside environment. Most current work targeting perception security for AVs focuses on perception correctness. In this work, we propose an impact analysis based on inference time attacks for autonomous vehicles. We demonstrate in a simulation system that such inference time attacks can also threaten the safety of both the ego vehicle and other traffic participants.
format Preprint
id arxiv_https___arxiv_org_abs_2505_03850
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Impact Analysis of Inference Time Attack of Perception Sensors on Autonomous Vehicles
Chen, Hanlin
Chen, Simin
Li, Wenyu
Yang, Wei
Feng, Yiheng
Cryptography and Security
Artificial Intelligence
As a safety-critical cyber-physical system, cybersecurity and related safety issues for Autonomous Vehicles (AVs) have been important research topics for a while. Among all the modules on AVs, perception is one of the most accessible attack surfaces, as drivers and AVs have no control over the outside environment. Most current work targeting perception security for AVs focuses on perception correctness. In this work, we propose an impact analysis based on inference time attacks for autonomous vehicles. We demonstrate in a simulation system that such inference time attacks can also threaten the safety of both the ego vehicle and other traffic participants.
title Impact Analysis of Inference Time Attack of Perception Sensors on Autonomous Vehicles
topic Cryptography and Security
Artificial Intelligence
url https://arxiv.org/abs/2505.03850