43 citations · 52 across the 2 of their papers we have counts for
2 papers
cs.LG2019★ 9 cited
Learning Portable Representations for High-Level Planning
Steven James, Benjamin Rosman, George Konidaris
We present a framework for autonomously learning a portable representation that describes a collection of low-level continuous environments. We show that these abstract representat…
cs.LG2019★ 43 cited
Multi-Pass Q-Networks for Deep Reinforcement Learning with Parameterised Action Spaces
Craig J. Bester, Steven D. James, George D. Konidaris
Parameterised actions in reinforcement learning are composed of discrete actions with continuous action-parameters. This provides a framework for solving complex domains that requi…