{"id":14494,"date":"2026-11-04T14:53:37","date_gmt":"2026-11-04T06:53:37","guid":{"rendered":"https:\/\/infernews.com\/blog\/arxiv-org-2\/"},"modified":"2026-11-04T14:58:10","modified_gmt":"2026-11-04T06:58:10","slug":"arxiv-org-2","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/arxiv-org-2\/","title":{"rendered":"[\u6280\u8853\u6587\u7ae0] \u5f71\u7247\u751f\u6210\u7684\u80cc\u5f8c\u6545\u4e8b\uff1aKling \u7684\u591a\u6a21\u614b\u7406\u89e3\u89c0\u5bdf\u8207\u898b\u89e3"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/11\/Kling.jpg\" alt=\"Hero image preview\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u5f71\u7247\u751f\u6210\u8981\u8ddf\u5f9e\u8907\u96dc\u63cf\u8ff0\u3001\u7dad\u6301\u4eba\u7269\u8207\u7269\u4ef6\u4e00\u81f4\uff0c\u55ae\u9760\u63d0\u5347\u756b\u9762\u54c1\u8cea\u4e26\u4e0d\u8db3\u5920\u3002Kling \u5718\u968a\u7684\u6280\u8853\u5831\u544a\u805a\u7126\u591a\u6a21\u614b\u7406\u89e3\uff0c\u5206\u6790\u8cc7\u6599\u3001\u689d\u4ef6\u8f38\u5165\u3001\u5c0d\u9f4a\u548c\u8a55\u4f30\u5982\u4f55\u5171\u540c\u5f71\u97ff\u751f\u6210\u7d50\u679c\uff0c\u9069\u5408\u95dc\u6ce8\u53ef\u63a7\u5f71\u7247\u751f\u6210\u7684\u7814\u7a76\u8005\u8207\u7522\u54c1\u5718\u968a\u53c3\u8003\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7814\u7a76\u4ee5 Kling-MLLM \u70ba\u5171\u7528\u57fa\u790e\u6a21\u578b\uff0c\u8655\u7406\u5716\u7247\u3001\u5f71\u7247\u3001\u97f3\u8a0a\u3001\u540c\u6b65\u5f71\u97f3\u53ca\u4ea4\u932f\u8f38\u5165\uff0c\u518d\u6309\u4e0d\u540c\u4e0b\u6e38\u4efb\u52d9\u4f5c\u5c08\u9580\u8abf\u6574\u3002\u5718\u968a\u6307\u51fa\uff0c<mark>DiT \u7684\u8a13\u7df4\u6a23\u672c\u9060\u5c11\u65bc\u8a9e\u8a00\u6a21\u578b<\/mark>\uff0c\u56e0\u6b64\u5b57\u5e55\u4e0d\u80fd\u53ea\u6c42\u6d41\u66a2\uff0c\u800c\u8981\u4f5c\u70ba\u9ad8\u5bc6\u5ea6\u7684\u8a9e\u610f\u5951\u7d04\uff1b\u5ef6\u4f38\u51fa\u7684 reference-grounded captioning\uff0c\u4ea6\u6703\u660e\u78ba\u6a19\u793a\u63cf\u8ff0\u8207\u53c3\u8003\u5167\u5bb9\u7684\u5c0d\u61c9\u95dc\u4fc2\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img data-dominant-color=\"f1f3f1\" data-has-transparency=\"false\" style=\"--dominant-color: #f1f3f1;\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"348\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/11\/Kling-Behind-Video-Generation.jpg\" alt=\"\" class=\"wp-image-14496 not-transparent\" srcset=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/11\/Kling-Behind-Video-Generation.jpg 1024w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/11\/Kling-Behind-Video-Generation-300x102.jpg 300w, https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/11\/Kling-Behind-Video-Generation-768x261.jpg 768w\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u63d0\u793a\u8a5e\u589e\u5f37\u8ca0\u8cac\u628a\u4f7f\u7528\u8005\u610f\u5716\u8f49\u6210\u751f\u6210\u6a21\u578b\u8f03\u80fd\u8655\u7406\u7684\u63cf\u8ff0\u5206\u4f48\u3002\u57fa\u672c\u65b9\u6cd5\u7531\u512a\u8cea\u5f71\u7247\u5b57\u5e55\u6574\u7406\u800c\u6210\uff0c\u518d\u914d\u5408\u6587\u5b57\u5c64\u9762\u7684\u5f37\u5316\u5b78\u7fd2\u53ca\u751f\u6210\u5668\u8ff4\u5708\u5fae\u8abf\uff1b<mark>agentic prompt enhancement<\/mark> \u5247\u6703\u9032\u4e00\u6b65\u6574\u7406\u6545\u4e8b\uff0c\u4e26\u6aa2\u7d22\u5177\u53c3\u8003\u50f9\u503c\u7684\u4f8b\u5b50\u3002\u5831\u544a\u4ea6\u6307\u51fa\uff0c\u53ef\u9760\u7684 text encoder \u9700\u8981\u611f\u77e5\u8a13\u7df4\uff0c\u55ae\u7d14\u63d0\u5347\u8a9e\u8a00\u80fd\u529b\u4e26\u4e0d\u8db3\u5920\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5831\u544a\u6db5\u84cb\u7684\u6280\u8853\u91cd\u9ede\u5305\u62ec\uff1a<br>\n&#8211; \u4ee5\u5171\u4eab\u591a\u6a21\u614b\u6a21\u578b\u652f\u63f4\u4e0d\u540c\u8f38\u5165\u5f62\u5f0f\u53ca\u4e0b\u6e38\u6a21\u7d44\u3002<br>\n&#8211; \u7528\u9ad8\u5bc6\u5ea6\u5b57\u5e55\u548c\u660e\u78ba\u53c3\u8003\u7d81\u5b9a\uff0c\u88dc\u8db3\u8a13\u7df4\u8a9e\u610f\u8207\u7d20\u6750\u4e4b\u9593\u7684\u9023\u7d50\u3002<br>\n&#8211; \u4ee5\u53ef\u89e3\u91cb\u3001\u80fd\u5b9a\u4f4d\u554f\u984c\u7684\u901a\u7528 reward model\uff0c\u914d\u5408\u5feb\u901f\u591a\u7dad\u8a55\u5206\u7684 decision reward model\u3002<br>\n&#8211; \u8a2d\u8a08\u4efb\u52d9\u5c08\u7528\u81ea\u52d5\u8a55\u4f30\uff0c\u63ed\u9732\u8a55\u5206\u6377\u5f91\uff0c\u4e26\u5354\u52a9\u8ffd\u67e5\u4e0a\u6e38\u5931\u8aa4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u5957\u601d\u8def\u9069\u5408\u7528\u65bc\u5f71\u7247\u751f\u6210\u7cfb\u7d71\u7684\u8cc7\u6599\u6574\u7406\u3001\u63d0\u793a\u8655\u7406\u3001\u6a21\u578b\u5c0d\u9f4a\u548c\u54c1\u8cea\u8a3a\u65b7\uff1b\u5718\u968a\u4e5f\u5f37\u8abf\uff0c\u611f\u77e5\u80fd\u529b\u3001\u63cf\u8ff0\u54c1\u8cea\u8207\u8a55\u4f30\u5354\u5b9a\u9700\u8981\u4e00\u4f75\u8a2d\u8a08\u3002\u5167\u5bb9\u5c6c\u65bc Kling \u5718\u968a\u5c0d\u5176\u591a\u4ee3\u7cfb\u7d71\u7d93\u9a57\u7684\u6574\u7406\uff1b\u63d0\u4f9b\u7684\u8cc7\u6599\u4ea6\u672a\u5217\u51fa\u53ef\u4f9b\u5916\u90e8\u8b80\u8005\u76f4\u63a5\u91cd\u73fe\u7684\u5b8c\u6574\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/arxiv.org\/pdf\/2611.04916\" rel=\"noopener\" target=\"_blank\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f71\u7247\u751f\u6210\u7684\u74f6\u9838\u6b63\u7531\u756b\u9762\u6e32\u67d3\u8f49\u5411\u8a9e\u610f\u63a7\u5236\u3002Kling \u5718\u968a\u62c6\u89e3\u8cc7\u6599\u3001\u63d0\u793a\u3001\u5c0d\u9f4a\u8207\u8a55\u4f30\u74b0\u7bc0\uff0c\u8aaa\u660e\u5982\u4f55\u4ee4\u751f\u6210\u7d50\u679c\u66f4\u8cbc\u5408\u4f7f\u7528\u8005\u610f\u5716\u3002<\/p>\n","protected":false},"author":8,"featured_media":14493,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[116,162,119,141,127,31,30,29,161,214],"tags":[],"class_list":["post-14494","post","type-post","status-publish","format-standard","hentry","category-agentic","category-ai-productions","category-119","category-141","category-127","category-video","category-image","category-audio","category-161","category-reinforcement-learning"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/14494","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=14494"}],"version-history":[{"count":4,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/14494\/revisions"}],"predecessor-version":[{"id":14500,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/14494\/revisions\/14500"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/14493"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=14494"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=14494"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=14494"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}