creators_name: Togelius, Julian creators_name: Lucas, Simon M. type: confpaper datestamp: 2006-10-15 lastmod: 2011-03-11 08:56:39 metadata_visibility: show title: Arms races and car races ispublished: pub subjects: comp-sci-mach-learn subjects: comp-sci-neural-nets subjects: comp-sci-art-intel full_text_status: public abstract: Evolutionary car racing (ECR) is extended to the case of two cars racing on the same track. A sensor representation is devised, and various methods of evolving car controllers for competitive racing are explored. ECR can be combined with co-evolution in a wide variety of ways, and one aspect which is explored here is the relative-absolute fitness continuum. Systematical behavioural differences are found along this continuum; further, a tendency to specialization and the reactive nature of the controller architecture are found to limit evolutionary progress. date: 2006 date_type: published publisher: Springer refereed: TRUE citation: Togelius, Julian and Lucas, Simon M. (2006) Arms races and car races. [Conference Paper] document_url: http://cogprints.org/5220/1/Togelius2006Arms.pdf