General Video Game AI: a Multi-Track Framework for Evaluating Agents, Games and Content Generation Algorithms [article]

Diego Perez-Liebana, Jialin Liu, Ahmed Khalifa, Raluca D. Gaina, Julian Togelius, Simon M. Lucas
<span title="2019-02-22">2019</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
General Video Game Playing (GVGP) aims at designing an agent that is capable of playing multiple video games with no human intervention. In 2014, The General Video Game AI (GVGAI) competition framework was created and released with the purpose of providing researchers a common open-source and easy to use platform for testing their AI methods with potentially infinity of games created using Video Game Description Language (VGDL). The framework has been expanded into several tracks during the
more &raquo; ... few years to meet the demand of different research directions. The agents are required either to play multiple unknown games with or without access to game simulations, or to design new game levels or rules. This survey paper presents the VGDL, the GVGAI framework, existing tracks, and reviews the wide use of GVGAI framework in research, education and competitions five years after its birth. A future plan of framework improvements is also described.
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1802.10363v4">arXiv:1802.10363v4</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/jfypsvyzszg2jjxyqhjfansxdq">fatcat:jfypsvyzszg2jjxyqhjfansxdq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200904160711/https://arxiv.org/pdf/1802.10363v4.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/aa/1d/aa1d1dbbd9b6a266c24c49fcfa22a8e272685485.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/1802.10363v4" title="arxiv.org access"> <button class="ui compact blue labeled icon button serp-button"> <i class="file alternate outline icon"></i> arxiv.org </button> </a>