{"id":6589,"date":"2026-04-18T06:13:03","date_gmt":"2026-04-18T06:13:03","guid":{"rendered":"https:\/\/scipapermill.com\/index.php\/2026\/04\/18\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\/"},"modified":"2026-04-18T06:13:03","modified_gmt":"2026-04-18T06:13:03","slug":"foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters","status":"publish","type":"post","link":"https:\/\/scipapermill.com\/index.php\/2026\/04\/18\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\/","title":{"rendered":"Foundation Models: Scaling Intelligence from Genes to Galaxies (and Why It Matters!)"},"content":{"rendered":"<h3>Latest 100 papers on foundation models: Apr. 18, 2026<\/h3>\n<p>The world of AI\/ML is buzzing with the transformative power of foundation models<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Latest 100 papers on foundation models: Apr. 18, 2026<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_focuskw":"","_yoast_wpseo_title":"","_yoast_wpseo_metadesc":"","_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[56,55,63],"tags":[128,1602,134,94,522,129],"class_list":["post-6589","post","type-post","status-publish","format-standard","hentry","category-artificial-intelligence","category-computer-vision","category-machine-learning","tag-foundation-models","tag-main_tag_foundation_models","tag-knowledge-distillation","tag-self-supervised-learning","tag-test-time-adaptation","tag-vision-foundation-models"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Foundation Models: Scaling Intelligence from Genes to Galaxies (and Why It Matters!)<\/title>\n<meta name=\"description\" content=\"Latest 100 papers on foundation models: Apr. 18, 2026\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/scipapermill.com\/index.php\/2026\/04\/18\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Foundation Models: Scaling Intelligence from Genes to Galaxies (and Why It Matters!)\" \/>\n<meta property=\"og:description\" content=\"Latest 100 papers on foundation models: Apr. 18, 2026\" \/>\n<meta property=\"og:url\" content=\"https:\/\/scipapermill.com\/index.php\/2026\/04\/18\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\/\" \/>\n<meta property=\"og:site_name\" content=\"SciPapermill\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/people\/SciPapermill\/61582731431910\/\" \/>\n<meta property=\"article:published_time\" content=\"2026-04-18T06:13:03+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/i0.wp.com\/scipapermill.com\/wp-content\/uploads\/2025\/07\/cropped-icon.jpg?fit=512%2C512&ssl=1\" \/>\n\t<meta property=\"og:image:width\" content=\"512\" \/>\n\t<meta property=\"og:image:height\" content=\"512\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Kareem Darwish\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Kareem Darwish\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/scipapermill.com\\\/index.php\\\/2026\\\/04\\\/18\\\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/scipapermill.com\\\/index.php\\\/2026\\\/04\\\/18\\\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\\\/\"},\"author\":{\"name\":\"Kareem Darwish\",\"@id\":\"https:\\\/\\\/scipapermill.com\\\/#\\\/schema\\\/person\\\/2a018968b95abd980774176f3c37d76e\"},\"headline\":\"Foundation Models: Scaling Intelligence from Genes to Galaxies (and Why It Matters!)\",\"datePublished\":\"2026-04-18T06:13:03+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/scipapermill.com\\\/index.php\\\/2026\\\/04\\\/18\\\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\\\/\"},\"wordCount\":32,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\\\/\\\/scipapermill.com\\\/#organization\"},\"keywords\":[\"foundation models\",\"foundation models\",\"knowledge distillation\",\"self-supervised learning\",\"test-time adaptation\",\"vision foundation models\"],\"articleSection\":[\"Artificial Intelligence\",\"Computer Vision\",\"Machine Learning\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/scipapermill.com\\\/index.php\\\/2026\\\/04\\\/18\\\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/scipapermill.com\\\/index.php\\\/2026\\\/04\\\/18\\\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\\\/\",\"url\":\"https:\\\/\\\/scipapermill.com\\\/index.php\\\/2026\\\/04\\\/18\\\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\\\/\",\"name\":\"Foundation Models: Scaling Intelligence from Genes to Galaxies (and Why It Matters!)\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/scipapermill.com\\\/#website\"},\"datePublished\":\"2026-04-18T06:13:03+00:00\",\"description\":\"Latest 100 papers on foundation models: Apr. 18, 2026\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/scipapermill.com\\\/index.php\\\/2026\\\/04\\\/18\\\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/scipapermill.com\\\/index.php\\\/2026\\\/04\\\/18\\\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/scipapermill.com\\\/index.php\\\/2026\\\/04\\\/18\\\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/scipapermill.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Foundation Models: Scaling Intelligence from Genes to Galaxies (and Why It Matters!)\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/scipapermill.com\\\/#website\",\"url\":\"https:\\\/\\\/scipapermill.com\\\/\",\"name\":\"SciPapermill\",\"description\":\"Follow the latest research\",\"publisher\":{\"@id\":\"https:\\\/\\\/scipapermill.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/scipapermill.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/scipapermill.com\\\/#organization\",\"name\":\"SciPapermill\",\"url\":\"https:\\\/\\\/scipapermill.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/scipapermill.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/i0.wp.com\\\/scipapermill.com\\\/wp-content\\\/uploads\\\/2025\\\/07\\\/cropped-icon.jpg?fit=512%2C512&ssl=1\",\"contentUrl\":\"https:\\\/\\\/i0.wp.com\\\/scipapermill.com\\\/wp-content\\\/uploads\\\/2025\\\/07\\\/cropped-icon.jpg?fit=512%2C512&ssl=1\",\"width\":512,\"height\":512,\"caption\":\"SciPapermill\"},\"image\":{\"@id\":\"https:\\\/\\\/scipapermill.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.facebook.com\\\/people\\\/SciPapermill\\\/61582731431910\\\/\",\"https:\\\/\\\/www.linkedin.com\\\/company\\\/scipapermill\\\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/scipapermill.com\\\/#\\\/schema\\\/person\\\/2a018968b95abd980774176f3c37d76e\",\"name\":\"Kareem Darwish\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5fc627e90b8f3d4e8d6eac1f6f00a2fae2dc0cd66b5e44faff7e38e3f85d3dff?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5fc627e90b8f3d4e8d6eac1f6f00a2fae2dc0cd66b5e44faff7e38e3f85d3dff?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5fc627e90b8f3d4e8d6eac1f6f00a2fae2dc0cd66b5e44faff7e38e3f85d3dff?s=96&d=mm&r=g\",\"caption\":\"Kareem Darwish\"},\"description\":\"The SciPapermill bot is an AI research assistant dedicated to curating the latest advancements in artificial intelligence. Every week, it meticulously scans and synthesizes newly published papers, distilling key insights into a concise digest. Its mission is to keep you informed on the most significant take-home messages, emerging models, and pivotal datasets that are shaping the future of AI. This bot was created by Dr. Kareem Darwish, who is a principal scientist at the Qatar Computing Research Institute (QCRI) and is working on state-of-the-art Arabic large language models.\",\"sameAs\":[\"https:\\\/\\\/scipapermill.com\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Foundation Models: Scaling Intelligence from Genes to Galaxies (and Why It Matters!)","description":"Latest 100 papers on foundation models: Apr. 18, 2026","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:\/\/scipapermill.com\/index.php\/2026\/04\/18\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\/","og_locale":"en_US","og_type":"article","og_title":"Foundation Models: Scaling Intelligence from Genes to Galaxies (and Why It Matters!)","og_description":"Latest 100 papers on foundation models: Apr. 18, 2026","og_url":"https:\/\/scipapermill.com\/index.php\/2026\/04\/18\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\/","og_site_name":"SciPapermill","article_publisher":"https:\/\/www.facebook.com\/people\/SciPapermill\/61582731431910\/","article_published_time":"2026-04-18T06:13:03+00:00","og_image":[{"width":512,"height":512,"url":"https:\/\/i0.wp.com\/scipapermill.com\/wp-content\/uploads\/2025\/07\/cropped-icon.jpg?fit=512%2C512&ssl=1","type":"image\/jpeg"}],"author":"Kareem Darwish","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Kareem Darwish"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/scipapermill.com\/index.php\/2026\/04\/18\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\/#article","isPartOf":{"@id":"https:\/\/scipapermill.com\/index.php\/2026\/04\/18\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\/"},"author":{"name":"Kareem Darwish","@id":"https:\/\/scipapermill.com\/#\/schema\/person\/2a018968b95abd980774176f3c37d76e"},"headline":"Foundation Models: Scaling Intelligence from Genes to Galaxies (and Why It Matters!)","datePublished":"2026-04-18T06:13:03+00:00","mainEntityOfPage":{"@id":"https:\/\/scipapermill.com\/index.php\/2026\/04\/18\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\/"},"wordCount":32,"commentCount":0,"publisher":{"@id":"https:\/\/scipapermill.com\/#organization"},"keywords":["foundation models","foundation models","knowledge distillation","self-supervised learning","test-time adaptation","vision foundation models"],"articleSection":["Artificial Intelligence","Computer Vision","Machine Learning"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/scipapermill.com\/index.php\/2026\/04\/18\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/scipapermill.com\/index.php\/2026\/04\/18\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\/","url":"https:\/\/scipapermill.com\/index.php\/2026\/04\/18\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\/","name":"Foundation Models: Scaling Intelligence from Genes to Galaxies (and Why It Matters!)","isPartOf":{"@id":"https:\/\/scipapermill.com\/#website"},"datePublished":"2026-04-18T06:13:03+00:00","description":"Latest 100 papers on foundation models: Apr. 18, 2026","breadcrumb":{"@id":"https:\/\/scipapermill.com\/index.php\/2026\/04\/18\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/scipapermill.com\/index.php\/2026\/04\/18\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/scipapermill.com\/index.php\/2026\/04\/18\/foundation-models-scaling-intelligence-from-genes-to-galaxies-and-why-it-matters\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/scipapermill.com\/"},{"@type":"ListItem","position":2,"name":"Foundation Models: Scaling Intelligence from Genes to Galaxies (and Why It Matters!)"}]},{"@type":"WebSite","@id":"https:\/\/scipapermill.com\/#website","url":"https:\/\/scipapermill.com\/","name":"SciPapermill","description":"Follow the latest research","publisher":{"@id":"https:\/\/scipapermill.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/scipapermill.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/scipapermill.com\/#organization","name":"SciPapermill","url":"https:\/\/scipapermill.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/scipapermill.com\/#\/schema\/logo\/image\/","url":"https:\/\/i0.wp.com\/scipapermill.com\/wp-content\/uploads\/2025\/07\/cropped-icon.jpg?fit=512%2C512&ssl=1","contentUrl":"https:\/\/i0.wp.com\/scipapermill.com\/wp-content\/uploads\/2025\/07\/cropped-icon.jpg?fit=512%2C512&ssl=1","width":512,"height":512,"caption":"SciPapermill"},"image":{"@id":"https:\/\/scipapermill.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/people\/SciPapermill\/61582731431910\/","https:\/\/www.linkedin.com\/company\/scipapermill\/"]},{"@type":"Person","@id":"https:\/\/scipapermill.com\/#\/schema\/person\/2a018968b95abd980774176f3c37d76e","name":"Kareem Darwish","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/5fc627e90b8f3d4e8d6eac1f6f00a2fae2dc0cd66b5e44faff7e38e3f85d3dff?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/5fc627e90b8f3d4e8d6eac1f6f00a2fae2dc0cd66b5e44faff7e38e3f85d3dff?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/5fc627e90b8f3d4e8d6eac1f6f00a2fae2dc0cd66b5e44faff7e38e3f85d3dff?s=96&d=mm&r=g","caption":"Kareem Darwish"},"description":"The SciPapermill bot is an AI research assistant dedicated to curating the latest advancements in artificial intelligence. Every week, it meticulously scans and synthesizes newly published papers, distilling key insights into a concise digest. Its mission is to keep you informed on the most significant take-home messages, emerging models, and pivotal datasets that are shaping the future of AI. This bot was created by Dr. Kareem Darwish, who is a principal scientist at the Qatar Computing Research Institute (QCRI) and is working on state-of-the-art Arabic large language models.","sameAs":["https:\/\/scipapermill.com"]}]}},"views":25,"jetpack_publicize_connections":[],"jetpack_featured_media_url":"","jetpack_shortlink":"https:\/\/wp.me\/pgIXGY-1Ih","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/scipapermill.com\/index.php\/wp-json\/wp\/v2\/posts\/6589","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/scipapermill.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/scipapermill.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/scipapermill.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/scipapermill.com\/index.php\/wp-json\/wp\/v2\/comments?post=6589"}],"version-history":[{"count":0,"href":"https:\/\/scipapermill.com\/index.php\/wp-json\/wp\/v2\/posts\/6589\/revisions"}],"wp:attachment":[{"href":"https:\/\/scipapermill.com\/index.php\/wp-json\/wp\/v2\/media?parent=6589"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/scipapermill.com\/index.php\/wp-json\/wp\/v2\/categories?post=6589"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/scipapermill.com\/index.php\/wp-json\/wp\/v2\/tags?post=6589"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}