Policy and Value Transfer in Lifelong Reinforcement Learning

David Abel, Yuu Jinnai, Sophie Yue Guo, George Konidaris, Michael L. Littman

Abstract: We consider the problem of how best to use prior experience to bootstrap lifelong learning, where an agent faces a series of task instances drawn from some task distribution. First, we identify the...