{"id":1793,"date":"2023-02-17T11:42:24","date_gmt":"2023-02-17T03:42:24","guid":{"rendered":"http:\/\/eotstxtab.top\/?p=1793"},"modified":"2023-02-17T11:42:44","modified_gmt":"2023-02-17T03:42:44","slug":"dlfuzz%e8%ae%ba%e6%96%87%e9%98%85%e8%af%bb%e7%ac%94%e8%ae%b0","status":"publish","type":"post","link":"http:\/\/43.142.23.155\/?p=1793","title":{"rendered":"DLFuzz\u8bba\u6587\u9605\u8bfb\u7b14\u8bb0"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">1. \u80cc\u666f<\/h2>\n\n\n\n<p>\u9996\u5148\u4ecb\u7ecd\u4e86AI\u5b89\u5168\u7684\u610f\u4e49\uff0c\u6216\u8005\u8bf4\u662f\u5bf9AI\u6a21\u578b\/\u7b97\u6cd5\u8fdb\u884c\u68c0\u6d4b\u7684\u610f\u4e49\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e00\u90e8\u5206\u63d0\u5230\u4e86\u81ea\u52a8\u9a7e\u9a76\u5bf9AI\u6a21\u578b\u5b89\u5168\u7684\u4f9d\u8d56\u6027\uff0c\u4ee5\u53ca\u5bf9\u6297\u6837\u672c\u653b\u51fb\u5bf9\u56fe\u50cf\u5206\u7c7b\u7684\u5f71\u54cd\uff0c\u56e0\u6b64\u5fc5\u987b\u8981\u6ce8\u610fAI\u6a21\u578b\u7684\u9c81\u68d2\u6027\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"632\" height=\"179\" src=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image.png\" alt=\"\" class=\"wp-image-1794\" srcset=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image.png 632w, http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-300x85.png 300w\" sizes=\"auto, (max-width: 632px) 100vw, 632px\" \/><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"606\" height=\"513\" src=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-1.png\" alt=\"\" class=\"wp-image-1795\" srcset=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-1.png 606w, http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-1-300x254.png 300w\" sizes=\"auto, (max-width: 606px) 100vw, 606px\" \/><\/figure>\n<\/div>\n\n\n<p><strong>\u4e3a\u4ec0\u4e48\u7528Fuzz\u6765\u7ed3\u5408AI\u5b89\u5168\u6d4b\u8bd5\u5462\uff1f<\/strong><\/p>\n\n\n\n<p>\u73b0\u6709\u7684AI\u6d4b\u8bd5\u65b9\u6cd5\u6709\u8bf8\u591a\u4e0d\u5229\u548c\u9650\u5236\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5bf9\u4e8e\u767d\u76d2\u6d4b\u8bd5\u6765\u8bf4\uff0c\u767d\u76d2\u6d4b\u8bd5\u672c\u8eab\u9700\u8981\u4e00\u4e9b\u590d\u6742\u7e41\u91cd\u7684\u64cd\u4f5c\uff0c\u4e14\u9700\u8981\u83b7\u53d6\u5230\u6e90\u7801\u624d\u53ef\u4ee5\u6d4b\u8bd5\uff0c\u8d39\u65f6\u8d39\u529b\uff1b<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u73b0\u6709\u7684\u9ed1\u76d2\u6d4b\u8bd5\u6cd5\u53d8\u5f02inputs\u76f4\u5230\u51fa\u73b0\u95ee\u9898\uff0c\u975e\u5e38\u6d88\u8017\u65f6\u95f4\uff0c\u800c\u4e14\u6781\u5176\u4f9d\u8d56\u4eba\u5de5\u6807\u6ce8\u7684\u6570\u636e\u96c6\u6807\u7b7e\uff1b<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5176\u4ed6\u7684\u5de5\u4f5c\u5219\u662f\u795e\u7ecf\u5143\u8986\u76d6\u7387\u4e0d\u8db3\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8fd8\u6709\u4e00\u4e2a\u8457\u540d\u7684\u65b9\u6cd5\uff1aDeepXplore\uff0c\u4f46\u662f\u8be5\u65b9\u6cd5\u4f9d\u8d56\u4e8eCross-referencing\uff0c\u800c\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\uff0c\u8be5\u7b97\u6cd5\u7684\u53ef\u6269\u5c55\u6027\u4e0d\u5f3a\uff0c\u6bd5\u7adf\u5bfb\u627e\u7c7b\u4f3c\u7684\u53ef\u4ee5cross-referencing\u7684DL\u7cfb\u7edf\u662f\u4e00\u4ef6\u5f88\u96be\u7684\u4e8b\u60c5\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"619\" height=\"501\" src=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-2.png\" alt=\"\" class=\"wp-image-1796\" srcset=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-2.png 619w, http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-2-300x243.png 300w\" sizes=\"auto, (max-width: 619px) 100vw, 619px\" \/><\/figure>\n<\/div>\n\n\n<p>\u7b14\u8005\u5728\u672c\u6587\u63d0\u51fa\u4e86DLFuzz\uff0c\u57fa\u4e8e\u6a21\u7cca\u6d4b\u8bd5\u548cDL\u6d4b\u8bd5\u6709\u7740\u76f8\u4f3c\u7684\u76ee\u6807\uff0c\u5373\u5b9e\u73b0\u66f4\u9ad8\u7684coverage\u4ece\u800c\u83b7\u5f97\u66f4\u591a\u7684exceptional behaviors\u3002\u672c\u6587\u5c06fuzz\u6d4b\u8bd5\u7684\u5173\u952e\u90e8\u5206\u7ed3\u5408\u5230\u5bf9DeepLearning\u6d4b\u8bd5\u4e2d\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4f18\u5316\u76ee\u6807\uff08Optimization Goal\uff09<\/strong>\u3002\u8fbe\u5230\u66f4\u9ad8\u7684\u795e\u7ecf\u5143\u8986\u76d6\u7387\u548c\u66b4\u9732\u66f4\u591a\u5f02\u5e38\u884c\u4e3a\u7684\u76ee\u6807\u53ef\u4ee5\u770b\u4f5c\u662f\u4e00\u4e2a<strong>\u8054\u5408\u4f18\u5316\u95ee\u9898<\/strong>\uff0c\u8be5\u4f18\u5316\u95ee\u9898\u53ef\u4ee5<strong>\u4ee5\u57fa\u4e8e\u68af\u5ea6\u7684\u65b9\u5f0f<\/strong>\u6765\u5b9e\u73b0\u3002<\/li>\n\n\n\n<li><strong>\u79cd\u5b50\u7ef4\u62a4\uff08Seed Maintenance\uff09<\/strong>\u3002Fuzz\u65f6\uff0c\u57fa\u4e8e\u5728\u540e\u7eed\u6a21\u7cca\u4e2d\u6301\u7eed\u63d0\u9ad8\u795e\u7ecf\u5143\u8986\u76d6\u7387\u7684\u6f5c\u529b\uff0c\u5bfc\u81f4\u795e\u7ecf\u5143\u8986\u76d6\u7387\u4e00\u5b9a\u589e\u52a0\u7684\u7a81\u53d8\u8f93\u5165\u88ab\u4fdd\u7559\u5728\u79cd\u5b50\u5217\u8868\u4e2d\u3002<\/li>\n\n\n\n<li><strong>\u53d8\u5f02\u7b56\u7565\u7684\u591a\u6837\u6027\uff08Diversity in Mutation Strategies \uff09<\/strong>\u3002\u672c\u6587\u8bbe\u8ba1\u4e86\u8bb8\u591a\u795e\u7ecf\u5143\u9009\u62e9\u7b56\u7565\u6765\u9009\u62e9\u4ece\u800c\u53ef\u80fd\u8986\u76d6\u66f4\u591a\u903b\u8f91\u548c\u89e6\u53d1\u66f4\u591a\u795e\u7ecf\u5143\u7684\u9519\u8bef\u8f93\u51fa\u3002\u6d4b\u8bd5\u8f93\u5165\u7684\u591a\u79cd\u53d8\u5f02\u65b9\u5f0f\u5df2\u7ecf\u5b9e\u73b0\uff0c\u5e76\u4e14\u6613\u4e8e\u96c6\u6210\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u5b9e\u73b0\u65b9\u6848<\/h2>\n\n\n\n<p>DLFuzz\u7684\u8fc7\u7a0b\uff0c\u771f\u7684\u5f88\u7b80\u5355\u7c97\u66b4\u4f46\u6709\u6548\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"363\" src=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-3-1024x363.png\" alt=\"\" class=\"wp-image-1797\" srcset=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-3-1024x363.png 1024w, http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-3-300x106.png 300w, http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-3-768x272.png 768w, http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-3-670x238.png 670w, http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-3.png 1526w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n\n<p>DNN\u662f\u5f85\u6d4b\u795e\u7ecf\u7f51\u7edc\uff0c\u6bd4\u5982\u6211\u4eec\u7528VGG16\u505a\u56fe\u50cf\u5206\u7c7b\u3002<\/p>\n\n\n\n<p>Mutation Algorithm \u5c06\u8f93\u5165\u7684\u5f85\u5206\u7c7b\u56fe\u7247t\u8fdb\u884c\u5fae\u5c0f\u7684\u53d8\u5316\uff0c\u8fd9\u79cd\u53d8\u5316\u662f\u8089\u773c\u4e0d\u53ef\u89c1\u7684\uff0c\u751f\u6210t\u2019\u4f5c\u4e3a\u8f93\u5165\u8fdb\u5165\u795e\u7ecf\u7f51\u7edc\u3002<\/p>\n\n\n\n<p>\u82e5t\u2019\u88ab\u5f53\u505a\u53e6\u4e00\u4e2a\u6807\u7b7e\u5206\u7c7b\uff0c\u5219\u8ba4\u4e3a\u8fd9\u662f\u4e00\u79cd\u5f02\u5e38\u884c\u4e3a\u4e14\u8be5\u6837\u672c\u53ef\u4ee5\u88ab\u8ba4\u4e3a\u662f\u5bf9\u6297\u6027\u6837\u672c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.1 Mutation Algorithm<\/h3>\n\n\n\n<p>DLFuzz\u7684\u53d8\u5f02\u90e8\u5206\u662f\u901a\u8fc7\u89e3\u51b3\u4e00\u4e2a\u8054\u5408\u4f18\u5316\u95ee\u9898\u6765\u5b8c\u6210\u7684\uff0c\u5373\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u795e\u7ecf\u5143\u8986\u76d6\u7387\u548c\u4e0d\u6b63\u786e\u884c\u4e3a\u7684\u6570\u91cf\u3002\uff0c\u8fd9\u662f\u56e0\u4e3a\u4ece\u903b\u8f91\u4e0a\u6765\u8bf4\uff0c\u8986\u76d6\u66f4\u591a\u7684\u795e\u7ecf\u5143\u6709\u53ef\u80fd\u5f15\u53d1\u66f4\u591a\u7684\u903b\u8f91\u548c\u66f4\u591a\u7684\u9519\u8bef\u884c\u4e3a\u3002<\/p>\n\n\n\n<p>DLFuzz\u5728\u795e\u7ecf\u5143\u7684coverage\u7684\u5b9a\u4e49\u548c\u8ba1\u7b97\u4e0a\u548cDeepXplore\u91c7\u7528\u4e00\u81f4\u7684\u65b9\u5f0f\uff0c\u90a3\u4e9b\u8f93\u51fa\u5927\u4e8e\u8bbe\u5b9a\u9608\u503c\u7684\u795e\u7ecf\u5143\u88ab\u8ba4\u4e3a\u662f\u6fc0\u6d3b\u4e86\uff0c\u6216\u8005\u8bf4\u88ab\u8986\u76d6\u5230\u4e86\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"543\" height=\"789\" src=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-4.png\" alt=\"\" class=\"wp-image-1798\" srcset=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-4.png 543w, http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-4-206x300.png 206w\" sizes=\"auto, (max-width: 543px) 100vw, 543px\" \/><\/figure>\n<\/div>\n\n\n<p><strong>Algorithm 1<\/strong><\/p>\n\n\n\n<p>Gradient-based Adversarial deep learning \u5f80\u5f80\u4f18\u4e8e\u5176\u4ed6\u65b9\u6cd5\uff0c\u7279\u522b\u662f\u5728\u65f6\u95f4\u6548\u7387\u4e0a\u3002\u5b83\u901a\u8fc7\u4f18\u5316 inputs \u4ee5\u6700\u5927\u5316prediction error\u6765\u53d1\u73b0perturbations\uff0c\u6ce8\u610f\u8fd9\u4e0e\u5728\u8bad\u7ec3DNN\u65f6\u4f18\u5316\u6743\u91cd\u4ee5\u6700\u5c0f\u5316prediction error\u76f8\u53cd\u3002\u6240\u4ee5\u8981\u901a\u8fc7\u5b9a\u5236Loss Function\u5e76\u901a\u8fc7\u68af\u5ea6\u4e0a\u5347\u4f7fLoss\u6700\u5927\u5316\uff0c\u4e0d\u96be\u5b9e\u73b0\u3002<\/p>\n\n\n\n<p><strong>Fuzzing Process\uff1a<\/strong><\/p>\n\n\n\n<p>\u6a21\u7cca\u6d4b\u8bd5\u8fc7\u7a0b\u8bf4\u660e\u4e86\u7b97\u6cd51\u7684\u6574\u4f53\u5de5\u4f5c\u6d41\u7a0b\u3002\u5f53\u7ed9\u5b9a\u4e00\u4e2a\u6d4b\u8bd5\u8f93\u5165 $x$ \u65f6\uff0cDLFuzz\u7ef4\u62a4\u4e00\u4e2aseed_list[ ]\uff0c\u7528\u4e8e\u4fdd\u5b58input_list[ ]\u53d8\u5f02\u7684\u8f93\u5165\u3002<\/p>\n\n\n\n<p>\u8d77\u521d\uff0c\u79cd\u5b50\u5217\u8868\u4e2d\u53ea\u6709\u4e00\u4e2a $x$ \u4f5c\u4e3a\u8f93\u5165\u3002\u63a5\u4e0b\u6765\uff0cDLFuzz\u904d\u5386\u6bcf\u4e2a\u79cd\u5b50 $x_s$ \u5e76\u83b7\u5f97\u6784\u6210\u5176\u4f18\u5316\u76ee\u6807\u7684\u5143\u7d20\u3002<\/p>\n\n\n\n<p>\u7136\u540e\uff0cDLFuzz\u8ba1\u7b97\u51fa<strong>\u68af\u5ea6\u65b9\u5411<\/strong>\uff0c\u7528\u4e8e\u4ee5\u540e\u7684Mutation\u3002<\/p>\n\n\n\n<p>\u7b97\u6cd5line9\uff1a\u662fDLFuzz\u7684\u635f\u5931\u51fd\u6570\uff0c\u5982\u4e0b\uff1a<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"385\" height=\"107\" src=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-5.png\" alt=\"\" class=\"wp-image-1799\" srcset=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-5.png 385w, http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-5-300x83.png 300w\" sizes=\"auto, (max-width: 385px) 100vw, 385px\" \/><\/figure>\n<\/div>\n\n\n<p>\u5bf9\u4e8e\u8fd9\u4e2a\u516c\u5f0f\uff1a\u591a\u9879\u5f0f\u7b2c\u4e00\u9879\u4e2d $c$ \u662f\u8f93\u5165\u7684\u539f\u59cb\u7c7b\u6807\u7b7e\uff0c$ci (i=0, &#8230;, k)$ \u662f\u7f6e\u4fe1\u5ea6\u4ec5\u4f4e\u4e8e$c$\u7684\u524dk\u4e2a\u7c7b\u6807\u7b7e\u4e4b\u4e00\uff08Line7\uff09\u3002<\/p>\n\n\n\n<p>DLFuzz\u5c06\u5904\u7406\u540e\u7684\u68af\u5ea6\u4f5c\u4e3a\u6270\u52a8\u53cd\u590d\u5e94\u7528\uff0c\u5e76\u83b7\u5f97\u4e2d\u95f4\u8f93\u5165 $x\u2032$\u3002<\/p>\n\n\n\n<p>\u6bcf\u6b21\u7a81\u53d8\u540e\uff0c\u83b7\u5f97\u4e2d\u95f4\u7c7b\u6807\u7b7e$c\u2032$\uff0c\u8986\u76d6\u7387\u4fe1\u606f cov_tracker\uff0c$x$\u548c$x\u2032$\u7684 $l_2$ \u8ddd\u79bb\u3002\u5982\u679c\u5e0c\u671b\u901a\u8fc7 $x\u2032$ \u548c $l_2$ \u8ddd\u79bb\u63d0\u9ad8\u795e\u7ecf\u5143\u7684\u8986\u76d6\u7387\uff0c$x\u2032$ \u5c06\u88ab\u6dfb\u52a0\u5230\u79cd\u5b50\u5217\u8868\u4e2d\u3002\u6700\u540e\uff0c\u5982\u679c $c\u2032$ \u5df2\u7ecf\u4e0e$c$\u4e0d\u540c\uff0c\u5219\u79cd\u5b50$x$\u7684\u7a81\u53d8\u8fc7\u7a0b\u7ed3\u675f\uff0c$x\u2032$ \u5c06\u88ab\u7eb3\u5165\u5bf9\u6297\u6027\u8f93\u5165\u7684\u96c6\u5408\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0cDLFuzz\u80fd\u591f\u4e3a\u67d0\u4e00\u539f\u59cb\u8f93\u5165\u751f\u6210\u591a\u4e2a\u5bf9\u6297\u6027\u8f93\u5165\uff0c\u5e76\u63a2\u7d22\u4e00\u79cd\u65b0\u7684\u65b9\u5f0f\u6765\u8fdb\u4e00\u6b65\u63d0\u9ad8\u795e\u7ecf\u5143\u7684\u8986\u76d6\u7387\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2.2 Strategies for Neuron Selection\uff1a<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9009\u62e9\u8fc7\u53bb\u6d4b\u8bd5\u4e2d\u7ecf\u5e38\u6d89\u53ca\u7684\u795e\u7ecf\u5143\uff1b<br>\u53d7\u4f20\u7edf\u8f6f\u4ef6\u6d4b\u8bd5\u7684\u5b9e\u8df5\u7ecf\u9a8c\u542f\u53d1\uff1a\u7ecf\u5e38\u6216\u5f88\u5c11\u6267\u884c\u7684\u4ee3\u7801\u7247\u6bb5\u66f4\u6709\u53ef\u80fd\u5f15\u5165\u7f3a\u9677\u3002\u7ecf\u5e38\u6216\u5f88\u5c11\u8986\u76d6\u7684\u795e\u7ecf\u5143\u53ef\u80fd\u4f1a\u5bfc\u81f4\u4e0d\u5bfb\u5e38\u7684\u903b\u8f91\uff0c\u5e76\u6fc0\u6d3b\u66f4\u591a\u7684\u795e\u7ecf\u5143\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9009\u62e9\u8fc7\u53bb\u6d4b\u8bd5\u4e2d\u5f88\u5c11\u6d89\u53ca\u7684\u795e\u7ecf\u5143\uff1b<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9009\u62e9\u6743\u91cd\u6700\u9ad8\uff08\u5c3d\u53ef\u80fd\u9ad8\uff09\u7684\u795e\u7ecf\u5143\uff1b<br>\u4f5c\u8005\u63a8\u65adweights\u8d8a\u9ad8\u5bf9\u5176\u4ed6\u795e\u7ecf\u5143\u5f71\u54cd\u8d8a\u5927\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9009\u62e9\u9760\u8fd1\u6fc0\u6d3b\u9608\u503c\u7684\u795e\u7ecf\u5143\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u5b9e\u9a8c\u4e0e\u7ed3\u679c<\/h2>\n\n\n\n<p>\u548cDeepXplore\u4e00\u6837\uff0cDLFuzz \u7ed9\u6bcf\u4e2a\u6570\u636e\u96c6\u90fd\u6d4b\u8bd5\u4e86\u4e09\u79cd pre-trained models\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>LeNet-1, LeNet-4, LeNet-5 for MNIST\uff1b<\/li>\n\n\n\n<li>VGG-16,VGG-19, ResNet50 for ImageNet.<\/li>\n<\/ol>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"751\" height=\"482\" src=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-6.png\" alt=\"\" class=\"wp-image-1800\" srcset=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-6.png 751w, http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-6-300x193.png 300w, http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-6-670x430.png 670w\" sizes=\"auto, (max-width: 751px) 100vw, 751px\" \/><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"782\" height=\"601\" src=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-7.png\" alt=\"\" class=\"wp-image-1801\" srcset=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-7.png 782w, http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-7-300x231.png 300w, http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-7-768x590.png 768w, http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-7-670x515.png 670w\" sizes=\"auto, (max-width: 782px) 100vw, 782px\" \/><\/figure>\n<\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"828\" height=\"462\" src=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-8.png\" alt=\"\" class=\"wp-image-1802\" srcset=\"http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-8.png 828w, http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-8-300x167.png 300w, http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-8-768x429.png 768w, http:\/\/43.142.23.155\/wp-content\/uploads\/2023\/02\/image-8-670x374.png 670w\" sizes=\"auto, (max-width: 828px) 100vw, 828px\" \/><\/figure>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>1. \u80cc\u666f \u9996\u5148\u4ecb\u7ecd\u4e86AI\u5b89\u5168\u7684\u610f\u4e49\uff0c\u6216\u8005\u8bf4\u662f\u5bf9AI\u6a21\u578b\/\u7b97\u6cd5\u8fdb\u884c\u68c0\u6d4b\u7684\u610f\u4e49\u3002 \u8fd9\u4e00\u90e8\u5206\u63d0\u5230\u4e86\u81ea\u52a8\u9a7e\u9a76\u5bf9AI\u6a21\u578b\u5b89\u5168\u7684\u4f9d\u8d56\u6027\uff0c\u4ee5\u53ca\u5bf9\u6297\u6837\u672c\u653b\u51fb\u5bf9\u56fe\u50cf\u5206\u7c7b\u7684\u5f71\u54cd\uff0c\u56e0\u6b64\u5fc5\u987b\u8981\u6ce8\u610fAI\u6a21\u578b\u7684\u9c81\u68d2\u6027\u3002 \u4e3a\u4ec0\u4e48&#46;&#46;&#46;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3,27],"tags":[72,76,29],"class_list":["post-1793","post","type-post","status-publish","format-standard","hentry","category-3","category-27","tag-fuzz","tag-76","tag-29"],"_links":{"self":[{"href":"http:\/\/43.142.23.155\/index.php?rest_route=\/wp\/v2\/posts\/1793","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/43.142.23.155\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/43.142.23.155\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/43.142.23.155\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/43.142.23.155\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1793"}],"version-history":[{"count":2,"href":"http:\/\/43.142.23.155\/index.php?rest_route=\/wp\/v2\/posts\/1793\/revisions"}],"predecessor-version":[{"id":1804,"href":"http:\/\/43.142.23.155\/index.php?rest_route=\/wp\/v2\/posts\/1793\/revisions\/1804"}],"wp:attachment":[{"href":"http:\/\/43.142.23.155\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1793"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/43.142.23.155\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1793"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/43.142.23.155\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1793"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}