Grayson Jorgenson

In What Ways Are Deep Neural Networks Invariant and How Should We Measure This?

It is often said that a deep learning model is ``invariant'' to some specific type of transformation. However, what is meant by this statement strongly depends on the context in which it is made. In this paper we explore the nature of invariance and equivariance of deep learning models with the goal…