{"id":109,"date":"2025-08-21T21:22:55","date_gmt":"2025-08-21T21:22:55","guid":{"rendered":"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/"},"modified":"2025-08-21T21:22:55","modified_gmt":"2025-08-21T21:22:55","slug":"can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images","status":"publish","type":"post","link":"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/","title":{"rendered":"Can reinforcement learning fix the glaring visual flaws in AI-generated images?"},"content":{"rendered":"<p>The success of &#8220;next token prediction&#8221; in language models sparked the AI revolution, but extending this paradigm to images has proven challenging. Early attempts like DALL-E showed promise by discretizing images into sequential tokens, but suffered from low visual fidelity, distorted outputs, and failure to adhere to complex instructions when rendering intricate details.These shortcomings likely stem from cumulative errors during autoregressive inference and information loss during the discretization process. The field swiftly shifted toward diffusion models, but this created architectural and modeling heterogeneity that presents challenges for integrating robust semantic capabilities into image generation.<\/p>\n<p>              Read more<\/p>\n","protected":false},"excerpt":{"rendered":"<div>X-Omni: Reinforcement Learning Makes Discrete Autoregressive Image Generative Models Great Again<\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-container-style":"default","site-container-layout":"default","site-sidebar-layout":"default","disable-article-header":"default","disable-site-header":"default","disable-site-footer":"default","disable-content-area-spacing":"default","footnotes":""},"categories":[1],"tags":[3],"class_list":["post-109","post","type-post","status-publish","format-standard","hentry","category-ai-and-ml","tag-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Can reinforcement learning fix the glaring visual flaws in AI-generated images? - Imperative Business Ventures Limited<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Can reinforcement learning fix the glaring visual flaws in AI-generated images? - Imperative Business Ventures Limited\" \/>\n<meta property=\"og:description\" content=\"X-Omni: Reinforcement Learning Makes Discrete Autoregressive Image Generative Models Great Again\" \/>\n<meta property=\"og:url\" content=\"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/\" \/>\n<meta property=\"og:site_name\" content=\"Imperative Business Ventures Limited\" \/>\n<meta property=\"article:published_time\" content=\"2025-08-21T21:22:55+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\/\/blog.ibvl.in\/#\/schema\/person\/55b87b72a56b1bbe9295fe5ef7a20b02\"},\"headline\":\"Can reinforcement learning fix the glaring visual flaws in AI-generated images?\",\"datePublished\":\"2025-08-21T21:22:55+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/\"},\"wordCount\":108,\"keywords\":[\"AI\"],\"articleSection\":[\"AI and ML\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/\",\"url\":\"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/\",\"name\":\"Can reinforcement learning fix the glaring visual flaws in AI-generated images? - Imperative Business Ventures Limited\",\"isPartOf\":{\"@id\":\"https:\/\/blog.ibvl.in\/#website\"},\"datePublished\":\"2025-08-21T21:22:55+00:00\",\"author\":{\"@id\":\"https:\/\/blog.ibvl.in\/#\/schema\/person\/55b87b72a56b1bbe9295fe5ef7a20b02\"},\"breadcrumb\":{\"@id\":\"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/blog.ibvl.in\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Can reinforcement learning fix the glaring visual flaws in AI-generated images?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/blog.ibvl.in\/#website\",\"url\":\"https:\/\/blog.ibvl.in\/\",\"name\":\"Imperative Business Ventures Limited\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/blog.ibvl.in\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/blog.ibvl.in\/#\/schema\/person\/55b87b72a56b1bbe9295fe5ef7a20b02\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/blog.ibvl.in\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/4d20b2cd313e4417a599678e950e6fb7d4dfa178a72f2b769335a08aaa615aa9?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/4d20b2cd313e4417a599678e950e6fb7d4dfa178a72f2b769335a08aaa615aa9?s=96&d=mm&r=g\",\"caption\":\"admin\"},\"sameAs\":[\"https:\/\/blog.ibvl.in\"],\"url\":\"https:\/\/blog.ibvl.in\/index.php\/author\/admin_hcbs9yw6\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Can reinforcement learning fix the glaring visual flaws in AI-generated images? - Imperative Business Ventures Limited","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:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/","og_locale":"en_US","og_type":"article","og_title":"Can reinforcement learning fix the glaring visual flaws in AI-generated images? - Imperative Business Ventures Limited","og_description":"X-Omni: Reinforcement Learning Makes Discrete Autoregressive Image Generative Models Great Again","og_url":"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/","og_site_name":"Imperative Business Ventures Limited","article_published_time":"2025-08-21T21:22:55+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"Written by":"admin"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/#article","isPartOf":{"@id":"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/"},"author":{"name":"admin","@id":"https:\/\/blog.ibvl.in\/#\/schema\/person\/55b87b72a56b1bbe9295fe5ef7a20b02"},"headline":"Can reinforcement learning fix the glaring visual flaws in AI-generated images?","datePublished":"2025-08-21T21:22:55+00:00","mainEntityOfPage":{"@id":"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/"},"wordCount":108,"keywords":["AI"],"articleSection":["AI and ML"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/","url":"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/","name":"Can reinforcement learning fix the glaring visual flaws in AI-generated images? - Imperative Business Ventures Limited","isPartOf":{"@id":"https:\/\/blog.ibvl.in\/#website"},"datePublished":"2025-08-21T21:22:55+00:00","author":{"@id":"https:\/\/blog.ibvl.in\/#\/schema\/person\/55b87b72a56b1bbe9295fe5ef7a20b02"},"breadcrumb":{"@id":"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/blog.ibvl.in\/index.php\/2025\/08\/21\/can-reinforcement-learning-fix-the-glaring-visual-flaws-in-ai-generated-images\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/blog.ibvl.in\/"},{"@type":"ListItem","position":2,"name":"Can reinforcement learning fix the glaring visual flaws in AI-generated images?"}]},{"@type":"WebSite","@id":"https:\/\/blog.ibvl.in\/#website","url":"https:\/\/blog.ibvl.in\/","name":"Imperative Business Ventures Limited","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/blog.ibvl.in\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/blog.ibvl.in\/#\/schema\/person\/55b87b72a56b1bbe9295fe5ef7a20b02","name":"admin","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/blog.ibvl.in\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/4d20b2cd313e4417a599678e950e6fb7d4dfa178a72f2b769335a08aaa615aa9?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/4d20b2cd313e4417a599678e950e6fb7d4dfa178a72f2b769335a08aaa615aa9?s=96&d=mm&r=g","caption":"admin"},"sameAs":["https:\/\/blog.ibvl.in"],"url":"https:\/\/blog.ibvl.in\/index.php\/author\/admin_hcbs9yw6\/"}]}},"_links":{"self":[{"href":"https:\/\/blog.ibvl.in\/index.php\/wp-json\/wp\/v2\/posts\/109","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.ibvl.in\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.ibvl.in\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.ibvl.in\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.ibvl.in\/index.php\/wp-json\/wp\/v2\/comments?post=109"}],"version-history":[{"count":0,"href":"https:\/\/blog.ibvl.in\/index.php\/wp-json\/wp\/v2\/posts\/109\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.ibvl.in\/index.php\/wp-json\/wp\/v2\/media?parent=109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.ibvl.in\/index.php\/wp-json\/wp\/v2\/categories?post=109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.ibvl.in\/index.php\/wp-json\/wp\/v2\/tags?post=109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}