{"id":8401,"date":"2026-05-20T03:30:15","date_gmt":"2026-05-19T19:30:15","guid":{"rendered":"https:\/\/infernews.com\/blog\/kvpo\/"},"modified":"2026-05-20T03:30:15","modified_gmt":"2026-05-19T19:30:15","slug":"kvpo","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/kvpo\/","title":{"rendered":"KVPO \u9ede\u6a23\u63d0\u5347\u5f71\u7247\u751f\u6210\u5c0d\u9f4a"},"content":{"rendered":"<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/05\/framework-c075f5e02283.jpg\" alt=\"KVPO\"><\/figure>\n<p>KVPO \u4fc2\u4e00\u500b\u91dd\u5c0d\u5f71\u7247\u751f\u6210\u8a13\u7df4\u6d41\u7a0b\u5605\u7814\u7a76\u578b\u5c08\u6848\uff0c\u7126\u9ede\u5514\u4fc2\u55ae\u7d14\u300c\u751f\u6210\u5230\u7247\u300d\uff0c\u800c\u4fc2\u4ee4\u6a21\u578b\u55ba\u9010\u683c\u3001\u9010\u6bb5\u751f\u6210\u5605\u904e\u7a0b\u4e2d\uff0c\u66f4\u7a69\u5b9a\u5481\u8cbc\u8fd1\u6587\u5b57\u63d0\u793a\u540c\u9810\u671f\u5167\u5bb9\u3002\u5c0d\u4e00\u822c\u8b80\u8005\u569f\u8b1b\uff0c\u53ef\u4ee5\u7406\u89e3\u6210\uff1a\u4f62\u60f3\u6539\u5584 AI \u5f71\u7247\u6210\u65e5\u51fa\u73fe\u5605\u300c\u958b\u982d\u5571\u3001\u4e4b\u5f8c\u8d70\u6a23\u300d\u554f\u984c\u3002<\/p>\n<p>\u5462\u500b\u65b9\u6cd5\u7279\u5225\u4e4b\u8655\uff0c\u5728\u65bc\u4f62\u5514\u53ea\u7747\u6700\u5f8c\u689d\u5f71\u7247\u597d\u5514\u597d\uff0c\u800c\u4fc2\u6703\u55ba\u751f\u6210\u9014\u4e2d\u505a\u591a\u689d\u5019\u9078\u8def\u7dda\u63a2\u7d22\uff0c\u518d\u7528\u734e\u52f5\u6a21\u578b\u5224\u65b7\u908a\u689d\u8def\u7dda\u66f4\u503c\u5f97\u5b78\u3002README \u63d0\u5230\u4f62\u7d50\u5408\u5497\u985e\u4f3c PPO 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\u8cc7\u6e90\u3001\u719f\u6089\u6df1\u5ea6\u5b78\u7fd2\u8a13\u7df4\u6d41\u7a0b\u5605\u8b80\u8005\uff0c\u800c\u5514\u4fc2\u5373\u958b\u5373\u7528\u578b\u5de5\u5177\u3002<\/p>\n<ul>\n<li>\u4e3b\u8981\u8655\u7406\u5f71\u7247\u751f\u6210\u4e2d\u5167\u5bb9\u504f\u96e2\u63d0\u793a\u3001\u6642\u9593\u4e00\u81f4\u6027\u8b8a\u5dee\u7b49\u554f\u984c<\/li>\n<li>\u6838\u5fc3\u505a\u6cd5\u4fc2\u5148\u63a2\u7d22\u591a\u500b\u751f\u6210\u5206\u652f\uff0c\u518d\u7528\u734e\u52f5\u5206\u6578\u5f15\u5c0e\u5b78\u7fd2<\/li>\n<li>\u7814\u7a76\u91cd\u9ede\u653e\u55ba\u81ea\u52d5\u56de\u6b78\u5f71\u7247\u6a21\u578b\uff0c\u800c\u5514\u4fc2\u4e00\u822c\u5716\u7247\u751f\u6210<\/li>\n<li>\u6587\u4ef6\u986f\u793a\u6703\u914d\u5408 <strong>Wan2.1-T2V-1.3B<\/strong> \u7b49 backbone \u4f7f\u7528<\/li>\n<li>\u4ef2\u6703\u6d89\u53ca <strong>HPSv3<\/strong>\u3001<strong>VideoReward<\/strong> \u5462\u985e\u8a55\u5206\u6216\u734e\u52f5\u76f8\u95dc\u6a21\u578b<\/li>\n<\/ul>\n<p>\u6574\u9ad4\u800c\u8a00\uff0cKVPO \u6bd4\u8f03\u9069\u5408\u95dc\u6ce8\u5f71\u7247\u751f\u6210\u8a13\u7df4\u65b9\u6cd5\u5605\u7814\u7a76\u8005\u3001\u5de5\u7a0b\u5e2b\uff0c\u6216\u8005\u60f3\u6bd4\u8f03\u5514\u540c\u5c0d\u9f4a\u7b56\u7565\u5605\u5718\u968a\u3002\u5c0d\u975e\u6280\u8853\u7528\u5bb6\uff0c\u4f62\u672a\u5fc5\u4fc2\u76f4\u63a5\u62ce\u569f\u51fa\u7247\u5605\u65b9\u6848\uff1b\u4f46\u4f5c\u70ba\u89c0\u5bdf\u65b0\u4e00\u4ee3\u5f71\u7247\u6a21\u578b\u9ede\u6a23\u300c\u5b78\u8b58\u8ddf\u6307\u4ee4\u300d\u5605\u65b9\u5411\uff0c\u5462\u500b\u5c08\u6848\u5e7e\u6709\u53c3\u8003\u50f9\u503c\u3002<\/p>\n<p><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/Richard-Zhang-AI\/KVPO\" rel=\"noopener noreferrer\">https:\/\/github.com\/Richard-Zhang-AI\/KVPO<\/a><\/p>\n<p><strong>Paper\uff1a<\/strong> <a href=\"https:\/\/arxiv.org\/pdf\/2605.14278\" rel=\"noopener noreferrer\">https:\/\/arxiv.org\/pdf\/2605.14278<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>KVPO\u805a\u7126\u81ea\u52d5\u56de\u6b78\u5f71\u7247\u751f\u6210\u8a13\u7df4\uff0c\u5617\u8a66\u4ee4\u7d50\u679c\u66f4\u8cbc\u8fd1\u63d0\u793a\u5167\u5bb9\u3002\u91cd\u9ede\u5728\u65bc\u7528\u5206\u652f\u63a2\u7d22\u52a0\u734e\u52f5\u5b78\u7fd2\uff0c\u6539\u5584\u756b\u9762\u8d70\u5411\u3002<\/p>\n","protected":false},"author":8,"featured_media":8400,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[133,165,157,120,196],"tags":[],"class_list":["post-8401","post","type-post","status-publish","format-standard","hentry","category-133","category-165","category-157","category-120","category-196"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8401","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=8401"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8401\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8400"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8401"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8401"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8401"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}