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Oct, 2024
基于PyRAT的神经网络验证
Neural Network Verification with PyRAT
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Augustin Lemesle, Julien Lehmann, Tristan Le Gall
TL;DR
本研究解决了随着AI系统在生命安全、运输和能源等关键领域的广泛应用,确保其安全性和可靠性所面临的问题。提出的工具PyRAT利用抽象解释方法进行神经网络的安全性验证,具有快速准确分析的特点,其在VNN-Comp 2024中获得第二名,展示了其卓越性能。
Abstract
As AI systems are becoming more and more popular and used in various critical domains (health, transport, energy, ...), the need to provide guarantees and trust of their
Safety
is undeniable. To this end, we present PyRAT, a tool based on
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