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Deep Learning for Video Game Playing

2019-02-18
Niels Justesen, Philip Bontrager, Julian Togelius, Sebastian Risi

Abstract

In this article, we review recent Deep Learning advances in the context of how they have been applied to play different types of video games such as first-person shooters, arcade games, and real-time strategy games. We analyze the unique requirements that different game genres pose to a deep learning system and highlight important open challenges in the context of applying these machine learning methods to video games, such as general game playing, dealing with extremely large decision spaces and sparse rewards.

Abstract (translated by Google)
URL

http://arxiv.org/abs/1708.07902

PDF

http://arxiv.org/pdf/1708.07902


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