An Information-Geometric Distance on the Space of Tasks

Yansong Gao, Pratik Chaudhari

Abstract: This paper prescribes a distance between learning tasks modeled as joint distributions on data and labels. Using tools in information geometry, the distance is defined to be the length of the short...