{"id":218332,"date":"2025-07-20T02:06:11","date_gmt":"2025-07-20T07:06:11","guid":{"rendered":"https:\/\/lifeboat.com\/blog\/2025\/07\/papo-perception-aware-policy-optimization-for-multimodal-reasoning"},"modified":"2025-07-20T02:06:11","modified_gmt":"2025-07-20T07:06:11","slug":"papo-perception-aware-policy-optimization-for-multimodal-reasoning","status":"publish","type":"post","link":"https:\/\/lifeboat.com\/blog\/2025\/07\/papo-perception-aware-policy-optimization-for-multimodal-reasoning","title":{"rendered":"PAPO: Perception-Aware Policy Optimization for Multimodal Reasoning"},"content":{"rendered":"<p><a class=\"aligncenter blog-photo\" href=\"https:\/\/lifeboat.com\/blog.images\/papo-perception-aware-policy-optimization-for-multimodal-reasoning2.jpg\"><\/a><\/p>\n<p>Suppose you\u2019re trying to solve a puzzle that includes both words and pictures \u2014 like reading a comic strip and figuring out what happens next. That\u2019s the kind of challenge today\u2019s AI faces in \u201cmultimodal reasoning,\u201d where it must understand both text and images to think and respond accurately.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Suppose you\u2019re trying to solve a puzzle that includes both words and pictures \u2014 like reading a comic strip and figuring out what happens next. That\u2019s the kind of challenge today\u2019s AI faces in \u201cmultimodal reasoning,\u201d where it must understand both text and images to think and respond accurately.<\/p>\n","protected":false},"author":709,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[31,6],"tags":[],"class_list":["post-218332","post","type-post","status-publish","format-standard","hentry","category-policy","category-robotics-ai"],"_links":{"self":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/218332","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/users\/709"}],"replies":[{"embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/comments?post=218332"}],"version-history":[{"count":0,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/posts\/218332\/revisions"}],"wp:attachment":[{"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/media?parent=218332"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/categories?post=218332"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lifeboat.com\/blog\/wp-json\/wp\/v2\/tags?post=218332"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}