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Nov, 2023
1-利普希茨层比较:记忆、速度和可证实的鲁棒性
1-Lipschitz Layers Compared: Memory, Speed, and Certifiable Robustness
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Bernd Prach, Fabio Brau, Giorgio Buttazzo, Christoph H. Lampert
TL;DR
深度学习模型安全系统中,提高1-Lipschitz神经网络的可证明鲁棒性保证的方法和性能比较
Abstract
The
robustness
of
neural networks
against input perturbations with bounded magnitude represents a serious concern in the deployment of deep learning models in safety-critical systems. Recently, the scientific com
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