Curious Characters for Games in Complex, Dynamic Environments

Abstract

Complex, dynamic environments pose a number of challenges for learning agents. A complex environment has many objects, events, and potential tasks to be learned which results in a very large search space. The size of the search space increases exponentially since a potential state can be any combination of all possible states for any object. This exponential increase can have a dramatic effect on the ability of the learning agent to achieve a specific task.