{"id":36309,"date":"2025-01-09T08:00:21","date_gmt":"2025-01-09T00:00:21","guid":{"rendered":"https:\/\/17aitech.com\/?p=36309"},"modified":"2025-01-09T08:00:21","modified_gmt":"2025-01-09T00:00:21","slug":"%e8%ae%a9ai%e5%83%8f%e4%ba%ba%e7%b1%bb%e4%b8%80%e6%a0%b7%e6%93%8d%e4%bd%9c%e6%89%8b%e6%9c%ba%ef%bc%8c%e5%8d%8e%e4%b8%ba%e4%b9%9f%e5%81%9a%e5%87%ba%e6%9d%a5%e4%ba%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36309","title":{"rendered":"\u8ba9AI\u50cf\u4eba\u7c7b\u4e00\u6837\u64cd\u4f5c\u624b\u673a\uff0c\u534e\u4e3a\u4e5f\u505a\u51fa\u6765\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-25-6\" target=\"_blank\">\u8ba9AI\u50cf\u4eba\u7c7b\u4e00\u6837\u64cd\u4f5c\u624b\u673a\uff0c\u534e\u4e3a\u4e5f\u505a\u51fa\u6765\u4e86<\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"12\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\n<section>\u7528\u4e0d\u4e86\u591a\u4e45\u5c31\u8981\u5b9e\u88c5\u4e86\uff1f<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u8fd9\u4e2a\u661f\u671f\uff0cAI \u5927\u6a21\u578b\u7a81\u7136\u8fc8\u4e0a\u4e86\u4e00\u4e2a\u65b0\u53f0\u9636\uff0c\u7adf\u5f00\u59cb\u5177\u5907\u64cd\u4f5c\u8ba1\u7b97\u673a\u7684\u80fd\u529b\uff01<\/section>\n<section>\u4ece AI \u521b\u4e1a\u516c\u53f8\uff0c\u79d1\u6280\u5de8\u5934\u5230\u624b\u673a\u5382\u5546\uff0c\u90fd\u7eb7\u7eb7\u4eae\u51fa\u4e86\u81ea\u5df1\u7684\u65b0\u4ea7\u54c1\u3002<\/p>\n<p>\u5148\u662f\u5fae\u8f6f\u53d1\u5e03\u4e86\u5546\u4e1a\u667a\u80fd\u4f53\uff0c\u968f\u540e Anthropic \u63a8\u51fa\u4e86<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650939927&amp;idx=1&amp;sn=a4c454f1a54129a07f3a90e843291b90&amp;chksm=84e7e669b3906f7f32a4ebf29873605fd6aab56cb2ad998f631627245e3e23decfe6e233acb8&amp;scene=21#wechat_redirect\" target=\"_blank\">\u5347\u7ea7\u7248\u5927\u6a21\u578b Claude 3.5 Sonnet<\/a>\u3002\u5b83\u80fd\u591f\u6839\u636e\u7528\u6237\u6307\u4ee4\u79fb\u52a8\u5149\u6807\uff0c\u8f93\u5165\u4fe1\u606f\uff0c\u50cf\u4eba\u4e00\u6837\u4f7f\u7528\u8ba1\u7b97\u673a\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9f8eaa73089d320305d43659ca888fc1.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-9f8eaa73089d320305d43659ca888fc1.gif\"><\/a><\/p>\n<section>\u751a\u81f3\u5df2\u7ecf\u6709\u4eba\u57fa\u4e8e Claude 3.5 Sonnet \u7684\u8fd9\u4e2a\u529f\u80fd\u5f00\u53d1\u51fa\u4e86\u9a8c\u8bc1\u7801\u7834\u89e3\u5de5\u5177 \u2014\u2014CAPTCHA \u8fd9\u4e2a\u539f\u672c\u7528\u6765\u5206\u8fa8\u4eba\u7c7b\u4e0e bot \u7684\u9a8c\u8bc1\u673a\u5236\u5df2\u7136\u6321\u4e0d\u4f4f AI \u4e86\u3002\u5728 X \u7528\u6237 @elder_plinius \u5206\u4eab\u7684\u8fd9\u4e2a\u793a\u4f8b\u4e2d\uff0cClaude \u7a81\u7834\u4e86 Cloudflare \u4e3a OpenAI \u63d0\u4f9b\u7684\u9a8c\u8bc1\u7801\u670d\u52a1\uff0c\u8ba9\u5176\u76f8\u4fe1\u81ea\u5df1\u662f\u4e00\u4e2a\u4eba\u7c7b\uff0c\u7136\u540e\u6210\u529f\u6253\u5f00\u4e86 ChatGPT \u7684\u804a\u5929\u7a97\u53e3\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-84f84e4dc3492ce87f903bbdd8ed7be0.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-84f84e4dc3492ce87f903bbdd8ed7be0.gif\"><\/a><\/p>\n<section>\u636e\u4ecb\u7ecd\uff0c\u5176\u5b9e\u73b0\u8d77\u6765\u4e5f\u975e\u5e38\u7b80\u5355\uff0c\u5c31\u662f\u5728\u7cfb\u7edf\u6307\u4ee4\u4e2d\u8bbe\u5b9a\uff1a\u5f53\u770b\u89c1 CAPTCHA \u65f6\uff0c\u5c31\u70b9\u51fb\u6709\u7070\u8272\u8fb9\u6846\u7684\u767d\u8272\u65b9\u5757\u4e2d\u5fc3\u3002<\/p>\n<p>\u5c31\u5728\u540c\u4e00\u5929\uff0c\u8363\u8000\u6b63\u5f0f\u63a8\u51fa\u4e86 <a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650940077&amp;idx=1&amp;sn=57c5e6170f52fac563ad96833ffcb8f1&amp;chksm=84e7e6d3b3906fc5d968cb3d21ebf6e55c3b7b5c94e9ca1b50f65de6c1b1a1488beb8fd98e0d&amp;scene=21#wechat_redirect\" target=\"_blank\">MagicOS 9<\/a>\uff0c\u901a\u8fc7 AI \u667a\u80fd\u4f53\u5f00\u542f\u4e86\u300c\u81ea\u52a8\u9a7e\u9a76\u300d\u624b\u673a\u7684\u65b0\u6a21\u5f0f\u3002\u53ea\u9700\u8981\u8ddf\u8bed\u97f3\u52a9\u624b\u8bf4\u6211\u8981\u70b9\u676f\u7f8e\u5f0f\uff0cAI \u5c31\u4f1a\u81ea\u52a8\u70b9\u5f00\u7f8e\u56e2\uff0c\u9009\u62e9\u745e\u5e78\u7684\u95e8\u5e97\u4e0b\u5355\uff0c\u4f60\u53ea\u9700\u8981\u6700\u540e\u70b9\u51fb\u4ed8\u6b3e\u5c31\u53ef\u4ee5\u4e86\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b916d89f29b5dee57a913ac7993f4c91.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b916d89f29b5dee57a913ac7993f4c91.gif\"><\/a><\/section>\n<section>\u8fd9\u65f6\u5019\u5c31\u6709\u4eba\u95ee\u4e86\uff1a\u9e3f\u8499\u4ec0\u4e48\u65f6\u5019\u8ddf\u8fdb\uff1f<\/section>\n<section>\u5176\u5b9e\u6700\u8fd1\uff0c\u534e\u4e3a\u7684\u4e00\u4e9b\u7814\u7a76\u4e5f\u6b63\u5728\u63a2\u7d22\u8fd9\u4e00\u9886\u57df\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u77e5\u9053\uff0c\u8981\u8ba9 AI \u64cd\u63a7\u624b\u673a\uff0c\u57fa\u4e8e\u624b\u673a\u5c4f\u5e55\u7684 UI \u5143\u7d20\u7b49\u89c6\u89c9\u4fe1\u606f\u6765\u5b9e\u73b0\u662f\u4e00\u79cd\u975e\u5e38\u901a\u7528\u7684\u89e3\u51b3\u601d\u8def\u3002\u7528 GPT-4o \u548c Claude \u7b49\u5927\u578b\u6a21\u578b\u56fa\u7136\u80fd\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u4f46\u95ee\u9898\u5728\u4e8e\u4f7f\u7528\u6210\u672c\u6bd4\u8f83\u9ad8\uff0c\u800c\u4e14\u54cd\u5e94\u901f\u5ea6\u4e5f\u4e0d\u4f73\uff0c\u4e0d\u592a\u9002\u5408\u65e5\u5e38\u5e94\u7528\u3002<\/section>\n<section><\/section>\n<section>\u9488\u5bf9\u8fd9\u4e9b\u95ee\u9898\uff0c\u534e\u4e3a\u8bfa\u4e9a\u65b9\u821f\u5b9e\u9a8c\u5ba4\u548c\u4f26\u6566\u5927\u5b66\u5b66\u9662\uff08UCL\uff09\u6c6a\u519b\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u4e2a\u624b\u673a\u63a7\u5236\u67b6\u6784\uff1aLightweight Multi-modal App Control\uff0c\u5373\u8f7b\u91cf\u7ea7\u591a\u6a21\u6001\u5e94\u7528\u63a7\u5236\uff0c\u7b80\u79f0 LiMAC\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-727ce87a5c0525672984b9758d365dc7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-727ce87a5c0525672984b9758d365dc7.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aLightweight Neural App Control<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2410.17883<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8be5\u67b6\u6784\u7ed3\u5408\u4e86 Transformer \u7f51\u7edc\u548c\u4e00\u4e2a\u5c0f\u578b\u7684\u5fae\u8c03\u7248 VLM\u3002\u9996\u5148\uff0c\u7531\u4e00\u4e2a\u7d27\u51d1\u578b\u6a21\u578b\uff08\u7ea6 500M \u53c2\u6570\u91cf\uff09\u5904\u7406\u4efb\u52a1\u63cf\u8ff0\u548c\u667a\u80fd\u624b\u673a\u72b6\u6001\uff0c\u8be5\u6a21\u578b\u53ef\u4ee5\u6709\u6548\u5730\u5904\u7406\u5927\u90e8\u5206\u52a8\u4f5c\u3002\u5bf9\u4e8e\u9700\u8981\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u7684\u52a8\u4f5c\uff08\u6bd4\u5982\u64b0\u5199\u77ed\u4fe1\u6216\u67e5\u8be2\u641c\u7d22\u5f15\u64ce\uff09\uff0c\u5c31\u4f1a\u8c03\u7528\u4e00\u4e2a VLM \u6765\u751f\u6210\u5fc5\u9700\u7684\u6587\u672c\u3002\u8fd9\u79cd\u6df7\u5408\u65b9\u6cd5\u53ef\u51cf\u5c11\u8ba1\u7b97\u9700\u6c42\u5e76\u63d0\u9ad8\u54cd\u5e94\u80fd\u529b\uff0c\u4ece\u800c\u53ef\u663e\u8457\u7f29\u77ed\u6267\u884c\u65f6\u95f4\uff08\u901f\u5ea6\u53ef\u63d0\u9ad8 30 \u500d\uff0c\u5e73\u5747\u6bcf\u4e2a\u4efb\u52a1\u53ea\u9700 3 \u79d2\uff09\u5e76\u63d0\u9ad8\u51c6\u786e\u5ea6\u3002<\/section>\n<section><\/section>\n<section><strong>LiMAC \u6846\u67b6\u7b80\u4ecb<\/strong><\/section>\n<section><\/section>\n<section>\u9996\u5148\u7ed9\u51fa\u5b9a\u4e49\uff0c\u5bf9\u4e8e\u7528\u6237\u7684\u76ee\u6807 g \u548c\u624b\u673a\u5728\u65f6\u95f4 t \u7684\u72b6\u6001\uff0cLiMAC \u4f1a\u4f7f\u7528 Action Transformer\uff08AcT\uff09\u6765\u8fdb\u884c\u5904\u7406\uff0c\u4ee5\u786e\u5b9a\u4e00\u4e2a\u52a8\u4f5c\u7c7b\u578b a^type_t\u3002\u5982\u679c\u9884\u6d4b\u5f97\u5230\u7684\u7c7b\u578b\u662f input-text \u6216 open-app \u4e2d\u7684\u4e00\u4e2a\uff0c\u5219\u5c06 g\u3001o_t \u548c a^type_t \u4f20\u9012\u7ed9\u4e00\u4e2a\u7ecf\u8fc7\u5fae\u8c03\u7684 VLM\uff0c\u5176\u8d1f\u8d23\u786e\u5b9a\u5177\u4f53\u7684\u52a8\u4f5c a^spec_t\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u9700\u8981\u300c\u70b9\u51fb\u300d\u7684\u52a8\u4f5c\uff0cAcT \u4f1a\u76f4\u63a5\u5904\u7406\u6240\u6709\u9884\u6d4b\uff0c\u4f46\u91c7\u7528\u4e86\u4e00\u4e2a\u4e0d\u540c\u7684\u8bad\u7ec3\u76ee\u6807\uff0c\u5373\u5bf9\u6bd4 UI \u5143\u7d20\u5d4c\u5165\u4ee5\u786e\u5b9a\u6700\u53ef\u80fd\u4ea4\u4e92\u7684\u76ee\u6807\u3002<\/section>\n<section><\/section>\n<section><strong>\u6a21\u578b\u8f93\u5165<\/strong><\/p>\n<p>AcT \u662f\u8d1f\u8d23\u9884\u6d4b\u52a8\u4f5c\u7c7b\u578b\u7684\u6a21\u578b\uff08\u4e4b\u540e\u8fd8\u4f1a\u70b9\u51fb\u76ee\u6807\uff09\uff0c\u5176\u662f\u57fa\u4e8e\u4e00\u79cd\u7ecf\u5178 Transformer \u67b6\u6784\u6784\u5efa\u7684\u3002\u4f46\u4e0d\u540c\u4e8e\u6807\u51c6 Transformer\uff08\u5176 token \u662f\u6587\u672c\u6216\u5b57\u7b26\uff09\uff0cAcT \u7684 token \u662f\u6620\u5c04\u5230 Transformer \u7684\u9690\u85cf\u7ef4\u5ea6\u7684\u9884\u8bad\u7ec3\u7684\u5d4c\u5165\u3002\u5982\u56fe 1 \u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b41c045f392fbb851fd3f0966562f7a0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b41c045f392fbb851fd3f0966562f7a0.png\"><\/a><\/section>\n<section>\u8fd9\u4e9b token \u8868\u793a\u4e86\u4e09\u4e2a\u5173\u952e\u5143\u7d20\uff1a\u7528\u6237\u7684\u76ee\u6807 g\u3001\u624b\u673a\u5c4f\u5e55\u4e0a\u7684 UI \u5143\u7d20 o_{t,i} \u548c\u53ef\u80fd\u7684\u52a8\u4f5c\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u4f7f\u7528\u8fd9\u4e9b\u9884\u8bad\u7ec3\u7684\u5d4c\u5165\u4f5c\u4e3a\u8f93\u5165\uff0c\u8be5\u6846\u67b6\u5141\u8bb8\u6a21\u578b\u6709\u6548\u5730\u6355\u83b7\u7528\u6237\u610f\u56fe\u3001\u754c\u9762\u7684\u5f53\u524d\u72b6\u6001\u548c\u53ef\u7528\u52a8\u4f5c\u96c6\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u5728\u8be5\u8bbe\u8ba1\u4e2d\uff0c\u6bcf\u79cd\u5173\u952e\u5143\u7d20\uff08UI \u5143\u7d20\u3001\u52a8\u4f5c\u548c\u76ee\u6807\uff09\u90fd\u4f1a\u88ab\u8be5 Transformer \u5904\u7406\u6210\u5d4c\u5165\u3002\u6bcf\u79cd\u5143\u7d20\u7684\u8be6\u7ec6\u7f16\u7801\u8fc7\u7a0b\u8bf7\u8bbf\u95ee\u539f\u8bba\u6587\u3002\u6b64\u5916\uff0c\u4e3a\u4e86\u8868\u793a\u65f6\u95f4\u4fe1\u606f\uff0c\u8be5\u56e2\u961f\u8fd8\u4e3a\u5404\u4e2a\u65f6\u95f4\u6b65\u9aa4\u7684\u6240\u6709\u5d4c\u5165\u6dfb\u52a0\u4e86\u4e00\u4e2a\u53ef\u5b66\u4e60\u7684\u4f4d\u7f6e\u7f16\u7801 p_t\u3002<\/section>\n<section><\/section>\n<section><strong>\u6784\u5efa\u8f93\u5165\u5e8f\u5217<br \/><\/strong><\/section>\n<section>\u751f\u6210\u76ee\u6807\u3001UI \u5143\u7d20\u548c\u52a8\u4f5c\u5d4c\u5165\u540e\uff0c\u9700\u8981\u5c06\u5b83\u4eec\u7ec4\u7ec7\u6210\u4e00\u4e2a\u4ee3\u8868\u6574\u4e2a\u4ea4\u4e92\u4e8b\u4ef6\uff08episode\uff09\u7684\u5e8f\u5217\u3002\u6570\u636e\u96c6\u4e2d\u7684\u6bcf\u4e2a\u4ea4\u4e92\u4e8b\u4ef6\u90fd\u88ab\u7f16\u7801\u4e3a\u5d4c\u5165\u5e8f\u5217 x\uff0c\u7136\u540e\u8f93\u5165\u5230 Transformer \u4e2d\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u5e8f\u5217\u59cb\u4e8e\u76ee\u6807\u5d4c\u5165 e_g\uff0c\u7136\u540e\u662f\u65f6\u95f4\u6b65\u9aa4 0 \u5904\u7684 UI \u5143\u7d20\u5d4c\u5165 e^ui_{0,i}\uff0c\u7f16\u7801\u6240\u6709 UI \u5143\u7d20\u4e4b\u540e\uff0c\u5c06\u6dfb\u52a0\u4e00\u4e2a\u7279\u6b8a\u7684\u7ed3\u675f\u6807\u8bb0 e^end\u3002\u4e4b\u540e\uff0c\u518d\u52a0\u4e0a\u65f6\u95f4\u6b65\u9aa4 0 \u5904\u7684\u52a8\u4f5c\u7c7b\u578b e^type_0 \u548c\u89c4\u8303 e^spec_0 \u5d4c\u5165\u3002\u6bcf\u4e2a\u540e\u7eed\u65f6\u95f4\u6b65\u9aa4\u90fd\u4f1a\u91cd\u590d\u8fd9\u4e00\u8fc7\u7a0b\uff1a\u7f16\u7801 UI \u5143\u7d20\u3001\u9644\u52a0 e^end \u5e76\u6dfb\u52a0\u52a8\u4f5c\u5d4c\u5165\u3002\u5bf9\u4e8e\u5177\u6709 H \u4e2a\u65f6\u95f4\u6b65\u9aa4\u7684\u4ea4\u4e92\u4e8b\u4ef6\uff0c\u6700\u7ec8\u5e8f\u5217\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8418b332c35eafa227ba4ed5119fd423.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8418b332c35eafa227ba4ed5119fd423.png\"><\/a><\/section>\n<section>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u4f1a\u5c06\u5b8c\u6574\u5e8f\u5217\u8f93\u5165\u5230\u8be5 Transformer\u3002\u5bf9\u4e8e\u65f6\u95f4\u6b65\u9aa4 t \u5904\u7684\u63a8\u7406\uff0c\u5219\u662f\u5904\u7406\u76f4\u5230\u7b2c t \u6b21\u89c2\u5bdf\u7684\u5e8f\u5217\uff0c\u5e76\u4f7f\u7528\u9690\u85cf\u72b6\u6001 h_t\uff08\u76f4\u5230 e^end\uff09\u6765\u9884\u6d4b\u52a8\u4f5c\u3002<\/section>\n<section><\/section>\n<section><strong>\u52a8\u4f5c\u7c7b\u578b\u9884\u6d4b<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u8be5\u5de5\u4f5c\u6d41\u7a0b\u4e2d\uff0c\u5bf9\u4e0b\u4e00\u4e2a\u52a8\u4f5c\u7684\u9884\u6d4b\u59cb\u4e8e\u786e\u5b9a\u5176\u52a8\u4f5c\u7c7b\u578b\u3002<\/section>\n<section><\/section>\n<section>\u9884\u6d4b\u52a8\u4f5c\u7c7b\u578b a^type_t \u7684\u4efb\u52a1\u53ef\u88ab\u63cf\u8ff0\u4e3a\u4e00\u4e2a\u5206\u7c7b\u95ee\u9898 \u2014\u2014 \u5177\u4f53\u6765\u8bf4\uff0c\u8fd9\u91cc\u5305\u542b 10 \u4e2a\u4e0d\u540c\u7684\u52a8\u4f5c\u7c7b\u578b\u3002\u8fd9\u4e9b\u52a8\u4f5c\u7c7b\u578b\u4ee3\u8868\u5404\u79cd\u53ef\u80fd\u7684\u4ea4\u4e92\uff0c\u4f8b\u5982\u5355\u51fb\u3001\u6253\u5f00\u5e94\u7528\u3001\u5411\u4e0b\u6eda\u52a8\u3001\u8f93\u5165\u6587\u672c\u6216\u5176\u4ed6\u57fa\u672c\u547d\u4ee4\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u4f7f\u7528\u4e13\u95e8\u7684 head \u6765\u5b9e\u73b0\u52a8\u4f5c\u7c7b\u578b\u9884\u6d4b\u3002\u52a8\u4f5c\u7c7b\u578b head\uff08\u8bb0\u4e3a f_type\uff09\u53ef\u5c06 Transformer \u7684\u6700\u7ec8\u9690\u85cf\u72b6\u6001 h_t\uff08\u5728 e^end token \u4e4b\u540e\uff09\u8f6c\u6362\u4e3a\u53ef\u80fd\u52a8\u4f5c\u7c7b\u578b\u7684\u6982\u7387\u5206\u5e03\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a665edfd97259e8c0e4177d914906846.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a665edfd97259e8c0e4177d914906846.png\"><\/a><\/section>\n<section>\u6b64\u4efb\u52a1\u7684\u5b66\u4e60\u76ee\u6807\u662f\u6700\u5c0f\u5316\u9884\u6d4b\u52a8\u4f5c\u7c7b\u578b\u548c\u5b9e\u9645\u52a8\u4f5c\u7c7b\u578b\u4e4b\u95f4\u7684\u4ea4\u53c9\u71b5\u635f\u5931\u3002\u7ed9\u5b9a\u6570\u636e\u96c6 D\uff0c\u52a8\u4f5c\u7c7b\u578b\u9884\u6d4b\u7684\u4ea4\u53c9\u71b5\u635f\u5931\u5b9a\u4e49\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-00f7662829296b1630e2aad2641943d1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-00f7662829296b1630e2aad2641943d1.png\"><\/a><\/section>\n<section><strong>\u4f7f\u7528\u7ecf\u8fc7\u5fae\u8c03\u7684 VLM \u751f\u6210\u52a8\u4f5c\u6267\u884c\u4e2d\u7684\u6587\u672c<\/strong><\/section>\n<section><\/section>\n<section>\u5982\u4e0a\u6240\u8ff0\uff0c\u8be5\u667a\u80fd\u4f53\u9996\u5148\u4f1a\u9884\u6d4b\u52a8\u4f5c\u7c7b\u578b\u3002\u5728\u5341\u79cd\u52a8\u4f5c\u7c7b\u578b\u4e2d\uff0c\u6709\u4e24\u79cd\u9700\u8981\u6587\u672c\uff1ainput-text \u548c open-app \u52a8\u4f5c\u3002\u987e\u540d\u601d\u4e49\uff0cinput-text \u52a8\u4f5c\u5c31\u662f\u5c06\u6587\u672c\u8f93\u5165\u5230\u4e00\u4e2a\u6587\u672c\u6846\u4e2d\uff0c\u800c open-app \u52a8\u4f5c\u9700\u8981\u6307\u5b9a\u8981\u6253\u5f00\u7684\u5e94\u7528\u7684\u540d\u79f0\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u8fd9\u4e9b\u52a8\u4f5c\uff0c\u8be5\u56e2\u961f\u4f7f\u7528\u4e86\u4e00\u4e2a\u5e94\u7528\u63a7\u5236\u6570\u636e\u96c6\u6765\u5fae\u8c03 VLM\u3002\u8be5\u6570\u636e\u96c6\u4ee5\u7c7b\u4f3c\u5b57\u5178\u7684\u683c\u5f0f\u63d0\u4f9b\u52a8\u4f5c\u6570\u636e\uff0c\u4f8b\u5982\uff1a{&#8220;action-type&#8221;:&#8221;open-app&#8221;,&#8221;app-name&#8221;:&#8221;Chrome&#8221;}\uff0c\u5176\u4e2d\u4e00\u4e2a\u952e\u5bf9\u5e94\u4e8e\u52a8\u4f5c\u7c7b\u578b\uff0c\u53e6\u4e00\u4e2a\u5bf9\u5e94\u4e8e\u5177\u4f53\u52a8\u4f5c\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e2a VLM \u7684\u8bad\u7ec3\u76ee\u6807\u662f\u751f\u6210\u4e00\u4e2a token \u5e8f\u5217\u5e76\u4f7f\u8be5\u5e8f\u5217\u6b63\u786e\u5bf9\u5e94\u4e8e\u6bcf\u4e2a\u52a8\u4f5c\u7684\u6210\u529f\u5b8c\u6210\uff0c\u4ece\u800c\u6839\u636e\u6bcf\u4e2a\u65f6\u95f4\u6b65\u9aa4\u7684\u89c2\u5bdf\u7ed3\u679c\u4f18\u5316\u751f\u6210\u6b63\u786e token \u7684\u53ef\u80fd\u6027\u3002<\/section>\n<section><\/section>\n<section>\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0cAcT \u9884\u6d4b\u52a8\u4f5c\u7c7b\u578b\u540e\uff0c\u5b83\u4f1a\u5f15\u5bfc VLM\uff0c\u505a\u6cd5\u662f\u5f3a\u5236\u6a21\u578b\u4ee5\u9884\u6d4b\u7684\u52a8\u4f5c\u7c7b\u578b\u5f00\u59cb\u54cd\u5e94\u3002<\/section>\n<section><\/section>\n<section>\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u5982\u679c AcT \u9884\u6d4b\u7684\u52a8\u4f5c\u7c7b\u578b\u662f input-text\uff0c\u5219\u4f1a\u5f3a\u5236\u8ba9 VLM \u6309\u4ee5\u4e0b token \u6a21\u578b\u5f00\u59cb\u7ed9\u51fa\u54cd\u5e94\uff1a{&#8220;action-type&#8221;:&#8221;input-text&#8221;,&#8221;text&#8221;:<\/section>\n<section><\/section>\n<section>\u7136\u540e\uff0c\u8be5 VLM \u4f1a\u7ee7\u7eed\u8865\u5168\u8fd9\u4e2a\u5177\u4f53\u52a8\u4f5c\uff0c\u5f97\u5230 a^spec_t\uff0c\u8fd9\u662f\u52a8\u4f5c\u6240\u9700\u7684\u6587\u672c\u5185\u5bb9\u3002\u5b8c\u6574\u7684\u52a8\u4f5c\u9009\u62e9\u6d41\u7a0b\u5982\u56fe 2 \u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-43ba8e0138e96e2247e17629794e3209.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-43ba8e0138e96e2247e17629794e3209.png\"><\/a><\/section>\n<section><strong>\u4f7f\u7528\u5bf9\u6bd4\u76ee\u6807\u548c AcT \u5b9e\u73b0\u9ad8\u6548\u7684\u70b9\u51fb\u5b9a\u4f4d<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u4ecb\u7ecd\u4e86\u5982\u4f55\u4e3a\u6587\u672c\u64cd\u4f5c\u751f\u6210\u64cd\u4f5c\u89c4\u8303\u4e4b\u540e\uff0c\u6211\u4eec\u518d\u8f6c\u5411\u70b9\u51fb\u64cd\u4f5c\u7684\u60c5\u51b5\uff0c\u5176\u4e2d\u89c4\u8303\u662f\u4e0e\u4e4b\u4ea4\u4e92\u7684 UI \u5143\u7d20\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u9884\u6d4b\u70b9\u51fb\u64cd\u4f5c\u7684\u6b63\u786e UI \u5143\u7d20\uff0c\u8be5\u65b9\u6cd5\u91c7\u7528\u4e86\u4e00\u79cd\u5728\u6574\u4e2a\u60c5\u8282\u4e2d\u8fd0\u884c\u7684\u5bf9\u6bd4\u5b66\u4e60\u65b9\u6cd5\uff0c\u4f7f\u7528\u4f59\u5f26\u76f8\u4f3c\u5ea6\u548c\u53ef\u5b66\u4e60\u7684\u6e29\u5ea6\u53c2\u6570\u3002\u7531\u4e8e UI \u5143\u7d20\u7684\u6570\u91cf\u968f\u65f6\u95f4\u6b65\u957f\u548c\u60c5\u8282\u800c\u53d8\u5316\uff0c\u56e0\u6b64\u5bf9\u6bd4\u65b9\u6cd5\u6bd4\u5206\u7c7b\u66f4\u5408\u9002\uff0c\u56e0\u4e3a\u5206\u7c7b\u5728\u5904\u7406\u6d4b\u8bd5\u60c5\u8282\u4e2d\u6bd4\u8bad\u7ec3\u671f\u95f4\u770b\u5230\u7684\u66f4\u591a\u7684 UI \u5143\u7d20\u65f6\u53ef\u80fd\u4f1a\u53d7\u5230\u7c7b\u522b\u4e0d\u5e73\u8861\u548c\u9650\u5236\u7684\u5f71\u54cd\u3002<\/section>\n<section><\/section>\n<section>\u8ba9 h^type_t \u6210\u4e3a Transformer \u7684\u6700\u540e\u4e00\u4e2a\u9690\u85cf\u72b6\u6001\uff0c\u76f4\u5230\u5d4c\u5165 e^type_t \uff0cf_target \u662f\u5c06\u9690\u85cf\u72b6\u6001\u6295\u5f71\u5230\u5d4c\u5165\u7a7a\u95f4\u7684\u4eff\u5c04\u53d8\u6362\u3002\u540c\u65f6\uff0c\u4e0e UI \u5143\u7d20\u5d4c\u5165\u76f8\u5bf9\u5e94\u7684 Transformer \u7684\u9690\u85cf\u72b6\u6001\uff08\u8868\u793a\u4e3a 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