{"id":3009151,"date":"2024-12-12T16:00:00","date_gmt":"2024-12-13T00:00:00","guid":{"rendered":"urn:uuid:265f5394-37db-4b78-b040-a74a97893364"},"modified":"2024-12-12T13:09:01","modified_gmt":"2024-12-12T21:09:01","slug":"ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions","status":"publish","type":"research-post","link":"https:\/\/sonyinteractive.com\/en\/innovation\/research-academia\/research\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\/","title":{"rendered":"AI Technology for Automating Gameplay on PlayStation 5 Under Human-Equivalent Conditions"},"content":{"rendered":"\n<p class=\"sie-paragraph\"><strong class=\"sie-paragraph\">Speakers:<\/strong><\/p>\n\n\n\n<p class=\"sie-paragraph\"><em class=\"sie-paragraph\">Hiroyuki Yabe (Future Technology Group, Game Service R&amp;D)<\/em><\/p>\n\n\n\n<p class=\"sie-paragraph\"><em class=\"sie-paragraph\">Yutaro Miyauchi (Future Technology Group, Game Service R&amp;D)<\/em><\/p>\n\n\n\n<p class=\"sie-paragraph\"><em class=\"sie-paragraph\">Hiroki Nakahara (Foundational Systems and Experiences Engineering Division, S Section,<\/em> <em class=\"sie-paragraph\">Department 3)<\/em><\/p>\n\n\n\n<p class=\"sie-paragraph\"><\/p>\n\n\n\n<p class=\"sie-paragraph\"><strong class=\"sie-paragraph\">Presentation Overview<\/strong><\/p>\n\n\n\n<p class=\"sie-paragraph\">At the recent <a class=\"sie-paragraph\" href=\"https:\/\/cedec.cesa.or.jp\/2024\/en\/\" target=\"_blank\" rel=\"noreferrer noopener\">CEDEC 2024<\/a> (Computer Entertainment Developers Conference 2024), we presented AI technology that autonomous gameplay on PlayStation\u00ae5 (PS5\u00ae), replicating human-player conditions. CEDEC, one of Japan&#8217;s largest conferences for game developers and entertainment industry professionals, was held this year at Pacifico Yokohama from August 21-23, 2024.<\/p>\n\n\n\n<p class=\"sie-paragraph\"><\/p>\n\n\n\n<p class=\"sie-paragraph\"><strong class=\"sie-paragraph\">Presentation Details<\/strong><\/p>\n\n\n\n<p class=\"sie-paragraph\">PS5 features numerous functionalities, and verifying the proper operation of each requires considerable effort and cost. To address these challenges, we have focused on automating testing processes to lower costs and identify defects earlier in development. In addition to traditional automation methods, we have recently begun exploring the use of cutting-edge AI technologies, such as deep learning, to automate Gameplay.<\/p>\n\n\n\n<p class=\"sie-paragraph\">This presentation focused on the AI technologies we have developed for automating system software function tests on PS5. These tests must be conducted in an environment identical to that of end users. Thus, our automation system was designed to replicate gameplay using only the information available to ordinary users.<\/p>\n\n\n\n<p class=\"sie-paragraph\">We developed an autonomous gameplay system that exclusively utilizes on-screen information. This system combines various technical components, including AI model development through imitation learning, recording and replaying controller operation histories, and model switching using image recognition. We also showcased videos demonstrating autonomous gameplay on actual game titles and shared specific insights gained through imitation learning.<\/p>\n\n\n\n<p class=\"sie-paragraph\">With the increasing scale and complexity of games, the cost of quality assurance testing has become a growing concern across the gaming industry. We hope the knowledge gained through our automation technology will contribute to more efficient quality assurance testing and cost reduction.<\/p>\n\n\n\n<p class=\"sie-paragraph\"><\/p>\n\n\n\n<p class=\"sie-paragraph\"><strong class=\"sie-paragraph\">Presentation Highlights<\/strong><\/p>\n\n\n\n<p class=\"sie-paragraph\">The presentation was well-received, with numerous questions from industry professionals during the Q&amp;A session.<\/p>\n\n\n\n<p class=\"sie-paragraph\">In particular, there was significant interest in the application of AI technologies, highlighting the industry&#8217;s keen focus on test automation using AI. Feedback emphasized the uniqueness of our research in leveraging classical learning methods to achieve practical performance, which many found highly valuable.<\/p>\n\n\n\n<p class=\"sie-paragraph\">We aim to incorporate the insights and feedback gained from this presentation to further advance our technology.<\/p>\n\n\n\n<p class=\"sie-paragraph\"><\/p>\n\n\n\n<p class=\"sie-paragraph\"><strong class=\"sie-paragraph\">Presentation Materials<\/strong><\/p>\n\n\n\n<p class=\"sie-paragraph\">Presentation materials are available on <a class=\"sie-paragraph\" href=\"https:\/\/cedil.cesa.or.jp\/cedil_sessions\/view\/3008\" target=\"_blank\" rel=\"noreferrer noopener\">CEDiL (login required)<\/a> (Japanese only)<\/p>\n","protected":false},"author":22,"parent":0,"template":"","byline":[251],"research-post-category":[],"class_list":["post-3009151","research-post","type-research-post","status-publish","has-post-thumbnail","hentry","post-ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions"],"ab_tests":{},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.4 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>AI Technology for Automating Gameplay on PlayStation 5 Under Human-Equivalent Conditions - Sony Interactive Entertainment<\/title>\n<meta name=\"description\" content=\"Discover the AI technology showcased at CEDEC 2024 that enables autonomous gameplay on PlayStation 5, replicating human-player conditions. Learn how this innovation is revolutionizing game development and testing processes.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/sonyinteractive.com\/en\/innovation\/technology\/research-academia\/research\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI Technology for Automating Gameplay on PlayStation 5 Under Human-Equivalent Conditions\" \/>\n<meta property=\"og:description\" content=\"Discover the AI technology showcased at CEDEC 2024 that enables autonomous gameplay on PlayStation 5, replicating human-player conditions. Learn how this innovation is revolutionizing game development and testing processes.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/sonyinteractive.com\/en\/innovation\/technology\/research-academia\/research\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\/\" \/>\n<meta property=\"og:site_name\" content=\"Sony Interactive Entertainment\" \/>\n<meta property=\"og:image\" content=\"http:\/\/sonyinteractive.com\/tachyon\/2024\/12\/SIE_Icon-InnoHubBackground-Immersion.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"3938\" \/>\n\t<meta property=\"og:image:height\" content=\"2209\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 minutes\" \/>\n\t<meta name=\"twitter:label2\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data2\" content=\"Tomohiro Oto\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/sonyinteractive.com\\\/en\\\/innovation\\\/technology\\\/research-academia\\\/research\\\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\\\/\",\"url\":\"https:\\\/\\\/sonyinteractive.com\\\/en\\\/innovation\\\/technology\\\/research-academia\\\/research\\\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\\\/\",\"name\":\"AI Technology for Automating Gameplay on PlayStation 5 Under Human-Equivalent Conditions - Sony Interactive Entertainment\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/sonyinteractive.com\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/sonyinteractive.com\\\/en\\\/innovation\\\/technology\\\/research-academia\\\/research\\\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/sonyinteractive.com\\\/en\\\/innovation\\\/technology\\\/research-academia\\\/research\\\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/sonyinteractive.com\\\/tachyon\\\/2024\\\/12\\\/SIE_Icon-InnoHubBackground-Immersion.jpg\",\"datePublished\":\"2024-12-13T00:00:00+00:00\",\"description\":\"Discover the AI technology showcased at CEDEC 2024 that enables autonomous gameplay on PlayStation 5, replicating human-player conditions. Learn how this innovation is revolutionizing game development and testing processes.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/sonyinteractive.com\\\/en\\\/innovation\\\/technology\\\/research-academia\\\/research\\\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/sonyinteractive.com\\\/en\\\/innovation\\\/technology\\\/research-academia\\\/research\\\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/sonyinteractive.com\\\/en\\\/innovation\\\/technology\\\/research-academia\\\/research\\\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\\\/#primaryimage\",\"url\":\"https:\\\/\\\/sonyinteractive.com\\\/tachyon\\\/2024\\\/12\\\/SIE_Icon-InnoHubBackground-Immersion.jpg\",\"contentUrl\":\"https:\\\/\\\/sonyinteractive.com\\\/tachyon\\\/2024\\\/12\\\/SIE_Icon-InnoHubBackground-Immersion.jpg\",\"width\":3938,\"height\":2209},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/sonyinteractive.com\\\/en\\\/innovation\\\/technology\\\/research-academia\\\/research\\\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/sonyinteractive.com\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI Technology for Automating Gameplay on PlayStation 5 Under Human-Equivalent Conditions\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/sonyinteractive.com\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/sonyinteractive.com\\\/en\\\/\",\"name\":\"Sony Interactive Entertainment\",\"description\":\"Pushing the Boundaries of Play\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/sonyinteractive.com\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"AI Technology for Automating Gameplay on PlayStation 5 Under Human-Equivalent Conditions - Sony Interactive Entertainment","description":"Discover the AI technology showcased at CEDEC 2024 that enables autonomous gameplay on PlayStation 5, replicating human-player conditions. Learn how this innovation is revolutionizing game development and testing processes.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/sonyinteractive.com\/en\/innovation\/technology\/research-academia\/research\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\/","og_locale":"en_US","og_type":"article","og_title":"AI Technology for Automating Gameplay on PlayStation 5 Under Human-Equivalent Conditions","og_description":"Discover the AI technology showcased at CEDEC 2024 that enables autonomous gameplay on PlayStation 5, replicating human-player conditions. Learn how this innovation is revolutionizing game development and testing processes.","og_url":"https:\/\/sonyinteractive.com\/en\/innovation\/technology\/research-academia\/research\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\/","og_site_name":"Sony Interactive Entertainment","og_image":[{"width":3938,"height":2209,"url":"http:\/\/sonyinteractive.com\/tachyon\/2024\/12\/SIE_Icon-InnoHubBackground-Immersion.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"2 minutes","Written by":"Tomohiro Oto"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/sonyinteractive.com\/en\/innovation\/technology\/research-academia\/research\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\/","url":"https:\/\/sonyinteractive.com\/en\/innovation\/technology\/research-academia\/research\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\/","name":"AI Technology for Automating Gameplay on PlayStation 5 Under Human-Equivalent Conditions - Sony Interactive Entertainment","isPartOf":{"@id":"https:\/\/sonyinteractive.com\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/sonyinteractive.com\/en\/innovation\/technology\/research-academia\/research\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\/#primaryimage"},"image":{"@id":"https:\/\/sonyinteractive.com\/en\/innovation\/technology\/research-academia\/research\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\/#primaryimage"},"thumbnailUrl":"https:\/\/sonyinteractive.com\/tachyon\/2024\/12\/SIE_Icon-InnoHubBackground-Immersion.jpg","datePublished":"2024-12-13T00:00:00+00:00","description":"Discover the AI technology showcased at CEDEC 2024 that enables autonomous gameplay on PlayStation 5, replicating human-player conditions. Learn how this innovation is revolutionizing game development and testing processes.","breadcrumb":{"@id":"https:\/\/sonyinteractive.com\/en\/innovation\/technology\/research-academia\/research\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/sonyinteractive.com\/en\/innovation\/technology\/research-academia\/research\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/sonyinteractive.com\/en\/innovation\/technology\/research-academia\/research\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\/#primaryimage","url":"https:\/\/sonyinteractive.com\/tachyon\/2024\/12\/SIE_Icon-InnoHubBackground-Immersion.jpg","contentUrl":"https:\/\/sonyinteractive.com\/tachyon\/2024\/12\/SIE_Icon-InnoHubBackground-Immersion.jpg","width":3938,"height":2209},{"@type":"BreadcrumbList","@id":"https:\/\/sonyinteractive.com\/en\/innovation\/technology\/research-academia\/research\/ai-technology-for-automating-gameplay-on-playstation-5-under-human-equivalent-conditions\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/sonyinteractive.com\/en\/"},{"@type":"ListItem","position":2,"name":"AI Technology for Automating Gameplay on PlayStation 5 Under Human-Equivalent Conditions"}]},{"@type":"WebSite","@id":"https:\/\/sonyinteractive.com\/en\/#website","url":"https:\/\/sonyinteractive.com\/en\/","name":"Sony Interactive Entertainment","description":"Pushing the Boundaries of Play","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/sonyinteractive.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"}]}},"_links":{"self":[{"href":"https:\/\/sonyinteractive.com\/en\/wp-json\/wp\/v2\/research-post\/3009151","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sonyinteractive.com\/en\/wp-json\/wp\/v2\/research-post"}],"about":[{"href":"https:\/\/sonyinteractive.com\/en\/wp-json\/wp\/v2\/types\/research-post"}],"author":[{"embeddable":true,"href":"https:\/\/sonyinteractive.com\/en\/wp-json\/wp\/v2\/users\/22"}],"version-history":[{"count":4,"href":"https:\/\/sonyinteractive.com\/en\/wp-json\/wp\/v2\/research-post\/3009151\/revisions"}],"predecessor-version":[{"id":3009156,"href":"https:\/\/sonyinteractive.com\/en\/wp-json\/wp\/v2\/research-post\/3009151\/revisions\/3009156"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sonyinteractive.com\/en\/wp-json\/wp\/v2\/media\/3009152"}],"wp:attachment":[{"href":"https:\/\/sonyinteractive.com\/en\/wp-json\/wp\/v2\/media?parent=3009151"}],"wp:term":[{"taxonomy":"byline","embeddable":true,"href":"https:\/\/sonyinteractive.com\/en\/wp-json\/wp\/v2\/byline?post=3009151"},{"taxonomy":"research-post-category","embeddable":true,"href":"https:\/\/sonyinteractive.com\/en\/wp-json\/wp\/v2\/research-post-category?post=3009151"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}