From Cauchy to Gaussian: Sharp Lower Deviations and Ehrhard-Type Inequality

Yong Huang, Shengyu Tang, Sinan Wang

We establish dimension-free, pointwise optimal lower-deviation bounds for convex functions under spherically symmetric Cauchy-type measures. These bounds use either mean-variance n…