Do stable neural networks exist for classification problems? -- A new view on stability in AI

Z. N. D. Liu, A. C. Hansen

In deep learning (DL) the instability phenomenon is widespread and well documented, most commonly using the classical measure of stability, the Lipschitz constant. While a small Li…