Optimism in the Face of Adversity: Understanding and Improving Deep Learning through Adversarial Robustness

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Other Links: arxiv.org

Abstract:

Driven by massive amounts of data and important advances in computational resources, new deep learning systems have achieved outstanding results in a large spectrum of applications. Nevertheless, our current theoretical understanding on the mathematical foundations of deep learning lags far behind its empirical success. Towards solving ...More

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