Lifelong Learning using Eigentasks: Task Separation, Skill Acquisition, and Selective Transfer

Aswin Raghavan, Jesse Hostetler, Indranil Sur +2

We introduce the eigentask framework for lifelong learning. An eigentask is a pairing of a skill that solves a set of related tasks, paired with a generative model that can sample…