43 citations · 126 across the 29 of their papers we have counts for
3 papers · 2 filters
Augmentative Topology Agents For Open-Ended Learning
Muhammad Umair Nasir, Michael Beukman, Steven James +1
In this work, we tackle the problem of open-ended learning by introducing a method that simultaneously evolves agents and increasingly challenging environments. Unlike previous ope…
Combining Evolutionary Search with Behaviour Cloning for Procedurally Generated Content
Nicholas Muir, Steven James
In this work, we consider the problem of procedural content generation for video game levels. Prior approaches have relied on evolutionary search (ES) methods capable of generating…
World Value Functions: Knowledge Representation for Learning and Planning
Geraud Nangue Tasse, Benjamin Rosman, Steven James
We propose world value functions (WVFs), a type of goal-oriented general value function that represents how to solve not just a given task, but any other goal-reaching task in an a…