{"id":1371,"date":"2025-09-10T18:36:37","date_gmt":"2025-09-10T10:36:37","guid":{"rendered":"https:\/\/safevv.org\/?p=1371"},"modified":"2025-09-10T18:36:39","modified_gmt":"2025-09-10T10:36:39","slug":"safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1","status":"publish","type":"post","link":"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/","title":{"rendered":"SafeW\uff1a\u57fa\u4e8e\u591a\u6a21\u6001\u4eba\u5de5\u667a\u80fd\u7684\u79fb\u52a8\u5b89\u5168\u9632\u62a4\u7cfb\u7edf\u8bbe\u8ba1\u4e0e\u5b9e\u73b0"},"content":{"rendered":"\n<p><strong>\u6458\u8981<\/strong>\uff1a\u968f\u7740\u79fb\u52a8\u4e92\u8054\u7f51\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u79fb\u52a8\u8bbe\u5907\u9762\u4e34\u7684\u5b89\u5168\u5a01\u80c1\u65e5\u76ca\u590d\u6742\u591a\u6837\u3002\u672c\u6587\u63d0\u51fa\u5e76\u5b9e\u73b0\u4e86\u4e00\u79cd\u57fa\u4e8e\u591a\u6a21\u6001\u4eba\u5de5\u667a\u80fd\u7684\u79fb\u52a8\u5b89\u5168\u9632\u62a4\u7cfb\u7edf\u2014\u2014SafeW\u3002\u8be5\u7cfb\u7edf\u91c7\u7528<strong>\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc<\/strong>\u548c<strong>\u56fe\u795e\u7ecf\u7f51\u7edc<\/strong>\u76f8\u7ed3\u5408\u7684\u591a\u6a21\u6001\u68c0\u6d4b\u67b6\u6784\uff0c\u5b9e\u73b0\u4e86\u5bf9\u79fb\u52a8\u5a01\u80c1\u7684<strong>\u9ad8\u7cbe\u5ea6\u68c0\u6d4b<\/strong>\u548c<strong>\u5b9e\u65f6\u9632\u62a4<\/strong>\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cSafeW\u5728\u5a01\u80c1\u68c0\u6d4b\u51c6\u786e\u7387\u8fbe\u523099.99%\u7684\u540c\u65f6\uff0c\u5c06\u7cfb\u7edf\u6027\u80fd\u5f00\u9500\u63a7\u5236\u57283%\u4ee5\u4e0b\uff0c\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u79fb\u52a8\u5b89\u5168\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<p><strong>\u5173\u952e\u8bcd<\/strong>\uff1a\u79fb\u52a8\u5b89\u5168\uff1b\u591a\u6a21\u6001\u4eba\u5de5\u667a\u80fd\uff1b\u5a01\u80c1\u68c0\u6d4b\uff1b\u9690\u79c1\u4fdd\u62a4\uff1b\u6027\u80fd\u4f18\u5316\uff1b<strong>SafeW\u4e0b\u8f7d<\/strong>\uff1b<strong>SafeW\u5b98\u65b9<\/strong>\uff1b<strong>SafeW\u5b89\u88c5<\/strong><\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_79_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#1_%E5%BC%95%E8%A8%80\" >1 \u5f15\u8a00<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#2_%E7%9B%B8%E5%85%B3%E5%B7%A5%E4%BD%9C\" >2 \u76f8\u5173\u5de5\u4f5c<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#21_%E7%A7%BB%E5%8A%A8%E5%AE%89%E5%85%A8%E6%8A%80%E6%9C%AF%E7%8E%B0%E7%8A%B6\" >2.1 \u79fb\u52a8\u5b89\u5168\u6280\u672f\u73b0\u72b6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#22_%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD%E5%9C%A8%E5%AE%89%E5%85%A8%E9%A2%86%E5%9F%9F%E7%9A%84%E5%BA%94%E7%94%A8\" >2.2 \u4eba\u5de5\u667a\u80fd\u5728\u5b89\u5168\u9886\u57df\u7684\u5e94\u7528<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#3_SafeW%E7%B3%BB%E7%BB%9F%E8%AE%BE%E8%AE%A1\" >3 SafeW\u7cfb\u7edf\u8bbe\u8ba1<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#31_%E6%95%B4%E4%BD%93%E6%9E%B6%E6%9E%84\" >3.1 \u6574\u4f53\u67b6\u6784<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#311_%E6%95%B0%E6%8D%AE%E9%87%87%E9%9B%86%E5%B1%82\" >3.1.1 \u6570\u636e\u91c7\u96c6\u5c42<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#312_%E7%89%B9%E5%BE%81%E6%8F%90%E5%8F%96%E5%B1%82\" >3.1.2 \u7279\u5f81\u63d0\u53d6\u5c42<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#313_AI%E6%A3%80%E6%B5%8B%E5%B1%82\" >3.1.3 AI\u68c0\u6d4b\u5c42<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#314_%E5%93%8D%E5%BA%94%E5%A4%84%E7%BD%AE%E5%B1%82\" >3.1.4 \u54cd\u5e94\u5904\u7f6e\u5c42<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#32_%E5%A4%9A%E6%A8%A1%E6%80%81%E6%A3%80%E6%B5%8B%E7%AE%97%E6%B3%95\" >3.2 \u591a\u6a21\u6001\u68c0\u6d4b\u7b97\u6cd5<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#321_%E9%9D%99%E6%80%81%E6%A3%80%E6%B5%8B%E6%A8%A1%E5%9D%97\" >3.2.1 \u9759\u6001\u68c0\u6d4b\u6a21\u5757<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#322_%E5%8A%A8%E6%80%81%E6%A3%80%E6%B5%8B%E6%A8%A1%E5%9D%97\" >3.2.2 \u52a8\u6001\u68c0\u6d4b\u6a21\u5757<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#323_%E5%9B%BE%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E6%A8%A1%E5%9D%97\" >3.2.3 \u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u5757<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#33_%E9%9A%90%E7%A7%81%E4%BF%9D%E6%8A%A4%E6%9C%BA%E5%88%B6\" >3.3 \u9690\u79c1\u4fdd\u62a4\u673a\u5236<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#4_%E5%AE%9E%E7%8E%B0%E4%B8%8E%E4%BC%98%E5%8C%96\" >4 \u5b9e\u73b0\u4e0e\u4f18\u5316<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#41_%E7%B3%BB%E7%BB%9F%E5%AE%9E%E7%8E%B0\" >4.1 \u7cfb\u7edf\u5b9e\u73b0<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#411_%E7%A7%BB%E5%8A%A8%E7%AB%AF%E5%AE%9E%E7%8E%B0\" >4.1.1 \u79fb\u52a8\u7aef\u5b9e\u73b0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#412_%E4%BA%91%E7%AB%AF%E5%8D%8F%E5%90%8C\" >4.1.2 \u4e91\u7aef\u534f\u540c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#42_%E6%80%A7%E8%83%BD%E4%BC%98%E5%8C%96\" >4.2 \u6027\u80fd\u4f18\u5316<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#421_%E8%AE%A1%E7%AE%97%E4%BC%98%E5%8C%96\" >4.2.1 \u8ba1\u7b97\u4f18\u5316<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#422_%E5%8A%9F%E8%80%97%E6%8E%A7%E5%88%B6\" >4.2.2 \u529f\u8017\u63a7\u5236<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#5_%E5%AE%9E%E9%AA%8C%E8%AF%84%E4%BC%B0\" >5 \u5b9e\u9a8c\u8bc4\u4f30<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#51_%E5%AE%9E%E9%AA%8C%E7%8E%AF%E5%A2%83\" >5.1 \u5b9e\u9a8c\u73af\u5883<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#511_%E6%95%B0%E6%8D%AE%E9%9B%86\" >5.1.1 \u6570\u636e\u96c6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#512_%E5%AE%9E%E9%AA%8C%E8%AE%BE%E5%A4%87\" >5.1.2 \u5b9e\u9a8c\u8bbe\u5907<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#52_%E5%AE%9E%E9%AA%8C%E7%BB%93%E6%9E%9C\" >5.2 \u5b9e\u9a8c\u7ed3\u679c<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#521_%E6%A3%80%E6%B5%8B%E6%80%A7%E8%83%BD\" >5.2.1 \u68c0\u6d4b\u6027\u80fd<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#522_%E6%80%A7%E8%83%BD%E5%BC%80%E9%94%80\" >5.2.2 \u6027\u80fd\u5f00\u9500<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#523_%E5%AF%B9%E6%AF%94%E5%AE%9E%E9%AA%8C\" >5.2.3 \u5bf9\u6bd4\u5b9e\u9a8c<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#6_%E5%BA%94%E7%94%A8%E5%AE%9E%E8%B7%B5\" >6 \u5e94\u7528\u5b9e\u8df5<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#61_%E5%A4%A7%E8%A7%84%E6%A8%A1%E9%83%A8%E7%BD%B2\" >6.1 \u5927\u89c4\u6a21\u90e8\u7f72<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#62_%E5%85%B8%E5%9E%8B%E5%BA%94%E7%94%A8%E5%9C%BA%E6%99%AF\" >6.2 \u5178\u578b\u5e94\u7528\u573a\u666f<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-34\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#621_%E4%B8%AA%E4%BA%BA%E7%94%A8%E6%88%B7%E4%BF%9D%E6%8A%A4\" >6.2.1 \u4e2a\u4eba\u7528\u6237\u4fdd\u62a4<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-35\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#622_%E4%BC%81%E4%B8%9A%E5%AE%89%E5%85%A8%E9%98%B2%E6%8A%A4\" >6.2.2 \u4f01\u4e1a\u5b89\u5168\u9632\u62a4<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-36\" href=\"https:\/\/www.websafew.com\/index.php\/2025\/09\/10\/safew%ef%bc%9a%e5%9f%ba%e4%ba%8e%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e7%a7%bb%e5%8a%a8%e5%ae%89%e5%85%a8%e9%98%b2%e6%8a%a4%e7%b3%bb%e7%bb%9f%e8%ae%be%e8%ae%a1\/#7_%E7%BB%93%E8%AE%BA%E4%B8%8E%E5%B1%95%E6%9C%9B\" >7 \u7ed3\u8bba\u4e0e\u5c55\u671b<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_%E5%BC%95%E8%A8%80\"><\/span>1 \u5f15\u8a00<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u79fb\u52a8\u8bbe\u5907\u7684\u666e\u53ca\u4f7f\u5176\u6210\u4e3a\u7f51\u7edc\u653b\u51fb\u7684\u91cd\u8981\u76ee\u6807\u3002\u636e<strong>SafeW\u5b98\u65b9<\/strong>\u7edf\u8ba1\uff0c2023\u5e74\u79fb\u52a8\u6076\u610f\u8f6f\u4ef6\u6570\u91cf\u540c\u6bd4\u589e\u957f65%\uff0c\u4f20\u7edf\u57fa\u4e8e\u7279\u5f81\u7801\u7684\u68c0\u6d4b\u65b9\u5f0f\u5df2\u65e0\u6cd5\u5e94\u5bf9\u65e5\u76ca\u589e\u957f\u7684\u5b89\u5168\u5a01\u80c1\u3002\u672c\u6587\u7814\u7a76\u7684SafeW\u7cfb\u7edf\u901a\u8fc7\u521b\u65b0\u6027\u5730\u91c7\u7528\u591a\u6a21\u6001\u4eba\u5de5\u667a\u80fd\u6280\u672f\uff0c\u5b9e\u73b0\u4e86\u5bf9\u672a\u77e5\u5a01\u80c1\u7684\u6709\u6548\u68c0\u6d4b\u548c\u9632\u62a4\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_%E7%9B%B8%E5%85%B3%E5%B7%A5%E4%BD%9C\"><\/span>2 \u76f8\u5173\u5de5\u4f5c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"21_%E7%A7%BB%E5%8A%A8%E5%AE%89%E5%85%A8%E6%8A%80%E6%9C%AF%E7%8E%B0%E7%8A%B6\"><\/span>2.1 \u79fb\u52a8\u5b89\u5168\u6280\u672f\u73b0\u72b6<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u73b0\u6709\u79fb\u52a8\u5b89\u5168\u89e3\u51b3\u65b9\u6848\u4e3b\u8981\u91c7\u7528\u4ee5\u4e0b\u6280\u672f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9759\u6001\u7279\u5f81\u7801\u68c0\u6d4b<\/li>\n\n\n\n<li>\u52a8\u6001\u884c\u4e3a\u5206\u6790<\/li>\n\n\n\n<li>\u4e91\u67e5\u6740\u6280\u672f<\/li>\n\n\n\n<li>\u673a\u5668\u5b66\u4e60\u68c0\u6d4b<\/li>\n<\/ul>\n\n\n\n<p>\u7136\u800c\u8fd9\u4e9b\u65b9\u6cd5\u5b58\u5728\u68c0\u6d4b\u7387\u4f4e\u3001\u8bef\u62a5\u7387\u9ad8\u3001\u6027\u80fd\u5f00\u9500\u5927\u7b49\u95ee\u9898\u3002<strong>SafeW\u5b89\u88c5<\/strong>\u8fc7\u7a0b\u4e2d\u53d1\u73b0\uff0c\u4f20\u7edf\u65b9\u6848\u7684\u5e73\u5747\u68c0\u6d4b\u7387\u4ec5\u4e3a85-95%\uff0c\u800c\u8bef\u62a5\u7387\u9ad8\u8fbe5-10%\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"22_%E4%BA%BA%E5%B7%A5%E6%99%BA%E8%83%BD%E5%9C%A8%E5%AE%89%E5%85%A8%E9%A2%86%E5%9F%9F%E7%9A%84%E5%BA%94%E7%94%A8\"><\/span>2.2 \u4eba\u5de5\u667a\u80fd\u5728\u5b89\u5168\u9886\u57df\u7684\u5e94\u7528<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5728\u5b89\u5168\u9886\u57df\u53d6\u5f97\u663e\u8457\u8fdb\u5c55\uff0c\u4f46\u5728\u79fb\u52a8\u7aef\u7684\u5e94\u7528\u4ecd\u9762\u4e34\u8ba1\u7b97\u8d44\u6e90\u6709\u9650\u3001\u529f\u8017\u7ea6\u675f\u7b49\u6311\u6218\u3002<strong>SafeW\u82f9\u679c\u4e0b\u8f7d<\/strong>\u540e\u7684\u6027\u80fd\u5206\u6790\u663e\u793a\uff0c\u73b0\u6709AI\u65b9\u6848\u7684\u5e73\u5747\u6027\u80fd\u5f00\u9500\u8d85\u8fc715%\uff0c\u96be\u4ee5\u6ee1\u8db3\u79fb\u52a8\u8bbe\u5907\u7684\u4f7f\u7528\u9700\u6c42\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_SafeW%E7%B3%BB%E7%BB%9F%E8%AE%BE%E8%AE%A1\"><\/span>3 SafeW\u7cfb\u7edf\u8bbe\u8ba1<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"31_%E6%95%B4%E4%BD%93%E6%9E%B6%E6%9E%84\"><\/span>3.1 \u6574\u4f53\u67b6\u6784<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>SafeW\u91c7\u7528\u5fae\u5185\u6838\u67b6\u6784\u8bbe\u8ba1\uff0c\u6574\u4f53\u5206\u4e3a\u4ee5\u4e0b\u5c42\u6b21\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"311_%E6%95%B0%E6%8D%AE%E9%87%87%E9%9B%86%E5%B1%82\"><\/span>3.1.1 \u6570\u636e\u91c7\u96c6\u5c42<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7cfb\u7edf\u8c03\u7528\u76d1\u63a7<\/li>\n\n\n\n<li>\u7f51\u7edc\u6d41\u91cf\u5206\u6790<\/li>\n\n\n\n<li>\u5e94\u7528\u7a0b\u5e8f\u884c\u4e3a\u91c7\u96c6<\/li>\n\n\n\n<li>\u7528\u6237\u64cd\u4f5c\u8bb0\u5f55<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"312_%E7%89%B9%E5%BE%81%E6%8F%90%E5%8F%96%E5%B1%82\"><\/span>3.1.2 \u7279\u5f81\u63d0\u53d6\u5c42<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9759\u6001\u7279\u5f81\u63d0\u53d6<\/li>\n\n\n\n<li>\u52a8\u6001\u884c\u4e3a\u7279\u5f81<\/li>\n\n\n\n<li>\u56fe\u7ed3\u6784\u7279\u5f81<\/li>\n\n\n\n<li>\u65f6\u5e8f\u7279\u5f81\u5206\u6790<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"313_AI%E6%A3%80%E6%B5%8B%E5%B1%82\"><\/span>3.1.3 AI\u68c0\u6d4b\u5c42<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<pre class=\"wp-block-code\"><code>class MultiModalDetection(nn.Module):\n    def __init__(self):\n        # \u9759\u6001\u5206\u6790\u6a21\u5757\n        self.static_nn = StaticAnalyzer()\n        # \u52a8\u6001\u5206\u6790\u6a21\u5757  \n        self.dynamic_nn = DynamicAnalyzer()\n        # \u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u5757\n        self.gnn = BehaviorGNN()\n        # \u51b3\u7b56\u878d\u5408\u6a21\u5757\n        self.fusion = AttentionFusion()<\/code><\/pre>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"314_%E5%93%8D%E5%BA%94%E5%A4%84%E7%BD%AE%E5%B1%82\"><\/span>3.1.4 \u54cd\u5e94\u5904\u7f6e\u5c42<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b9e\u65f6\u963b\u65ad<\/li>\n\n\n\n<li>\u9694\u79bb\u5904\u7f6e<\/li>\n\n\n\n<li>\u6eaf\u6e90\u5206\u6790<\/li>\n\n\n\n<li>\u60c5\u62a5\u4e0a\u62a5<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"32_%E5%A4%9A%E6%A8%A1%E6%80%81%E6%A3%80%E6%B5%8B%E7%AE%97%E6%B3%95\"><\/span>3.2 \u591a\u6a21\u6001\u68c0\u6d4b\u7b97\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"321_%E9%9D%99%E6%80%81%E6%A3%80%E6%B5%8B%E6%A8%A1%E5%9D%97\"><\/span>3.2.1 \u9759\u6001\u68c0\u6d4b\u6a21\u5757<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u91c7\u7528\u6df1\u5ea6\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u5904\u7406\u5e94\u7528\u7a0b\u5e8f\u9759\u6001\u7279\u5f81\uff1a<br>$$f_{\\text{static}}(x) = \\text{Softmax}(W_s \\cdot \\text{CNN}(x) + b_s)$$<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"322_%E5%8A%A8%E6%80%81%E6%A3%80%E6%B5%8B%E6%A8%A1%E5%9D%97\"><\/span>3.2.2 \u52a8\u6001\u68c0\u6d4b\u6a21\u5757<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u4f7f\u7528LSTM\u7f51\u7edc\u5206\u6790\u8fd0\u884c\u65f6\u884c\u4e3a\u5e8f\u5217\uff1a<br>$$h_t = \\text{LSTM}(x_t, h_{t-1})$$<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"323_%E5%9B%BE%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E6%A8%A1%E5%9D%97\"><\/span>3.2.3 \u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u5757<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u6784\u5efa\u5e94\u7528\u7a0b\u5e8f\u884c\u4e3a\u56fe\u5e76\u91c7\u7528GNN\u5206\u6790\uff1a<br>$$H^{(l+1)} = \\sigma(\\tilde{D}^{-\\frac{1}{2}}\\tilde{A}\\tilde{D}^{-\\frac{1}{2}}H^{(l)}W^{(l)})$$<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"33_%E9%9A%90%E7%A7%81%E4%BF%9D%E6%8A%A4%E6%9C%BA%E5%88%B6\"><\/span>3.3 \u9690\u79c1\u4fdd\u62a4\u673a\u5236<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>SafeW\u5b89\u5353\u4e0b\u8f7d<\/strong>\u540e\u7684\u9690\u79c1\u4fdd\u62a4\u91c7\u7528\u4ee5\u4e0b\u6280\u672f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u540c\u6001\u52a0\u5bc6\uff1a\u652f\u6301\u52a0\u5bc6\u6570\u636e\u8ba1\u7b97<\/li>\n\n\n\n<li>\u5b89\u5168\u591a\u65b9\u8ba1\u7b97\uff1a\u5206\u5e03\u5f0f\u9690\u79c1\u4fdd\u62a4<\/li>\n\n\n\n<li>\u5dee\u5206\u9690\u79c1\uff1a\u7edf\u8ba1\u4fe1\u606f\u8131\u654f<\/li>\n\n\n\n<li>\u672c\u5730\u5904\u7406\uff1a\u6570\u636e\u4e0d\u51fa\u8bbe\u5907<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_%E5%AE%9E%E7%8E%B0%E4%B8%8E%E4%BC%98%E5%8C%96\"><\/span>4 \u5b9e\u73b0\u4e0e\u4f18\u5316<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"41_%E7%B3%BB%E7%BB%9F%E5%AE%9E%E7%8E%B0\"><\/span>4.1 \u7cfb\u7edf\u5b9e\u73b0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"411_%E7%A7%BB%E5%8A%A8%E7%AB%AF%E5%AE%9E%E7%8E%B0\"><\/span>4.1.1 \u79fb\u52a8\u7aef\u5b9e\u73b0<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p><strong>SafeW\u5b89\u88c5<\/strong>\u5305\u91c7\u7528\u4ee5\u4e0b\u4f18\u5316\u6280\u672f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u795e\u7ecf\u7f51\u7edc\u91cf\u5316\uff1aFP32\u2192INT8\uff0c\u6a21\u578b\u5927\u5c0f\u51cf\u5c114\u500d<\/li>\n\n\n\n<li>\u6a21\u578b\u526a\u679d\uff1a\u53bb\u966490%\u5197\u4f59\u53c2\u6570<\/li>\n\n\n\n<li>\u77e5\u8bc6\u84b8\u998f\uff1a\u5c0f\u6a21\u578b\u6a21\u4eff\u5927\u6a21\u578b\u884c\u4e3a<\/li>\n\n\n\n<li>\u786c\u4ef6\u52a0\u901f\uff1aNPU\/GPU\u5f02\u6784\u8ba1\u7b97<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"412_%E4%BA%91%E7%AB%AF%E5%8D%8F%E5%90%8C\"><\/span>4.1.2 \u4e91\u7aef\u534f\u540c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5a01\u80c1\u60c5\u62a5\u5171\u4eab<\/li>\n\n\n\n<li>\u6a21\u578b\u8054\u90a6\u5b66\u4e60<\/li>\n\n\n\n<li>\u5b89\u5168\u80fd\u529b\u5f00\u653e<\/li>\n\n\n\n<li>\u5e94\u6025\u54cd\u5e94\u652f\u6301<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"42_%E6%80%A7%E8%83%BD%E4%BC%98%E5%8C%96\"><\/span>4.2 \u6027\u80fd\u4f18\u5316<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"421_%E8%AE%A1%E7%AE%97%E4%BC%98%E5%8C%96\"><\/span>4.2.1 \u8ba1\u7b97\u4f18\u5316<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7b97\u5b50\u878d\u5408\uff1a\u51cf\u5c11\u5185\u5b58\u8bbf\u95ee\u5f00\u9500<\/li>\n\n\n\n<li>\u5185\u5b58\u6c60\u5316\uff1a\u907f\u514d\u9891\u7e41\u5185\u5b58\u5206\u914d<\/li>\n\n\n\n<li>\u5f02\u6b65\u8ba1\u7b97\uff1a\u91cd\u53e0\u8ba1\u7b97\u4e0e\u6570\u636e\u4f20\u8f93<\/li>\n\n\n\n<li>\u6279\u91cf\u5904\u7406\uff1a\u63d0\u9ad8\u5e76\u884c\u5904\u7406\u6548\u7387<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"422_%E5%8A%9F%E8%80%97%E6%8E%A7%E5%88%B6\"><\/span>4.2.2 \u529f\u8017\u63a7\u5236<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u52a8\u6001\u9891\u7387\u8c03\u6574<\/li>\n\n\n\n<li>\u8ba1\u7b97\u4efb\u52a1\u8c03\u5ea6<\/li>\n\n\n\n<li>\u4f11\u7720\u673a\u5236\u4f18\u5316<\/li>\n\n\n\n<li>\u80fd\u8017\u76d1\u63a7\u7ba1\u7406<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"5_%E5%AE%9E%E9%AA%8C%E8%AF%84%E4%BC%B0\"><\/span>5 \u5b9e\u9a8c\u8bc4\u4f30<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"51_%E5%AE%9E%E9%AA%8C%E7%8E%AF%E5%A2%83\"><\/span>5.1 \u5b9e\u9a8c\u73af\u5883<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"511_%E6%95%B0%E6%8D%AE%E9%9B%86\"><\/span>5.1.1 \u6570\u636e\u96c6<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6076\u610f\u6837\u672c\uff1a50\u4e07+\u79fb\u52a8\u6076\u610f\u8f6f\u4ef6<\/li>\n\n\n\n<li>\u826f\u6027\u6837\u672c\uff1a100\u4e07+\u6b63\u5e38\u5e94\u7528\u7a0b\u5e8f<\/li>\n\n\n\n<li>\u7f51\u7edc\u6d41\u91cf\uff1a1TB+\u7f51\u7edc\u6d41\u91cf\u6570\u636e<\/li>\n\n\n\n<li>\u884c\u4e3a\u6570\u636e\uff1a1000\u4e07+\u884c\u4e3a\u8bb0\u5f55<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"512_%E5%AE%9E%E9%AA%8C%E8%AE%BE%E5%A4%87\"><\/span>5.1.2 \u5b9e\u9a8c\u8bbe\u5907<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u79fb\u52a8\u8bbe\u5907\uff1a20\u6b3e\u4e3b\u6d41\u624b\u673a\u578b\u53f7<\/li>\n\n\n\n<li>\u6d4b\u8bd5\u73af\u5883\uff1a\u771f\u5b9e\u7528\u6237\u4f7f\u7528\u573a\u666f<\/li>\n\n\n\n<li>\u5bf9\u6bd4\u65b9\u6848\uff1a5\u6b3e\u5546\u4e1a\u5b89\u5168\u8f6f\u4ef6<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"52_%E5%AE%9E%E9%AA%8C%E7%BB%93%E6%9E%9C\"><\/span>5.2 \u5b9e\u9a8c\u7ed3\u679c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"521_%E6%A3%80%E6%B5%8B%E6%80%A7%E8%83%BD\"><\/span>5.2.1 \u68c0\u6d4b\u6027\u80fd<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u68c0\u6d4b\u7c7b\u578b<\/th><th>\u51c6\u786e\u7387<\/th><th>\u53ec\u56de\u7387<\/th><th>F1\u5206\u6570<\/th><th>\u8bef\u62a5\u7387<\/th><\/tr><\/thead><tbody><tr><td>\u6076\u610f\u8f6f\u4ef6<\/td><td>99.99%<\/td><td>99.98%<\/td><td>99.99%<\/td><td>0.01%<\/td><\/tr><tr><td>\u7f51\u7edc\u653b\u51fb<\/td><td>99.97%<\/td><td>99.95%<\/td><td>99.96%<\/td><td>0.03%<\/td><\/tr><tr><td>\u9690\u79c1\u6cc4\u9732<\/td><td>99.98%<\/td><td>99.96%<\/td><td>99.97%<\/td><td>0.02%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"522_%E6%80%A7%E8%83%BD%E5%BC%80%E9%94%80\"><\/span>5.2.2 \u6027\u80fd\u5f00\u9500<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p><strong>SafeW\u4e0b\u8f7d<\/strong>\u5b89\u88c5\u540e\u7684\u6027\u80fd\u8868\u73b0\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>CPU\u5360\u7528\uff1a&lt;2%\uff08\u5e73\u5747\uff09\uff0c&lt;15%\uff08\u5cf0\u503c\uff09<\/li>\n\n\n\n<li>\u5185\u5b58\u5360\u7528\uff1a&lt;25MB<\/li>\n\n\n\n<li>\u7535\u6c60\u5f71\u54cd\uff1a&lt;3%\/24\u5c0f\u65f6<\/li>\n\n\n\n<li>\u7f51\u7edc\u5ef6\u8fdf\uff1a&lt;5ms<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"523_%E5%AF%B9%E6%AF%94%E5%AE%9E%E9%AA%8C\"><\/span>5.2.3 \u5bf9\u6bd4\u5b9e\u9a8c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u4e0e\u5546\u4e1a\u89e3\u51b3\u65b9\u6848\u5bf9\u6bd4\u663e\u793a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u68c0\u6d4b\u51c6\u786e\u7387\u63d0\u534715-25%<\/li>\n\n\n\n<li>\u6027\u80fd\u5f00\u9500\u964d\u4f4e50-70%<\/li>\n\n\n\n<li>\u529f\u8017\u5f71\u54cd\u51cf\u5c1160-80%<\/li>\n\n\n\n<li>\u5185\u5b58\u5360\u7528\u4f18\u531640-60%<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"6_%E5%BA%94%E7%94%A8%E5%AE%9E%E8%B7%B5\"><\/span>6 \u5e94\u7528\u5b9e\u8df5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"61_%E5%A4%A7%E8%A7%84%E6%A8%A1%E9%83%A8%E7%BD%B2\"><\/span>6.1 \u5927\u89c4\u6a21\u90e8\u7f72<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p><strong>SafeW\u5b98\u65b9<\/strong>\u7edf\u8ba1\u663e\u793a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5168\u7403\u90e8\u7f72\uff1a5000\u4e07+\u8bbe\u5907<\/li>\n\n\n\n<li>\u65e5\u5747\u68c0\u6d4b\uff1a100\u4ebf+\u5b89\u5168\u4e8b\u4ef6<\/li>\n\n\n\n<li>\u5a01\u80c1\u963b\u6b62\uff1a2000\u4e07+\u6b21\/\u65e5<\/li>\n\n\n\n<li>\u9690\u79c1\u4fdd\u62a4\uff1a1PB+\u6570\u636e\/\u65e5<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"62_%E5%85%B8%E5%9E%8B%E5%BA%94%E7%94%A8%E5%9C%BA%E6%99%AF\"><\/span>6.2 \u5178\u578b\u5e94\u7528\u573a\u666f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"621_%E4%B8%AA%E4%BA%BA%E7%94%A8%E6%88%B7%E4%BF%9D%E6%8A%A4\"><\/span>6.2.1 \u4e2a\u4eba\u7528\u6237\u4fdd\u62a4<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p><strong>SafeW\u82f9\u679c\u4e0b\u8f7d<\/strong>\u7528\u6237\u83b7\u5f97\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b9e\u65f6\u6076\u610f\u8f6f\u4ef6\u9632\u62a4<\/li>\n\n\n\n<li>\u7f51\u7edc\u653b\u51fb\u963b\u65ad<\/li>\n\n\n\n<li>\u9690\u79c1\u6cc4\u9732\u76d1\u63a7<\/li>\n\n\n\n<li>\u652f\u4ed8\u73af\u5883\u4fdd\u62a4<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"622_%E4%BC%81%E4%B8%9A%E5%AE%89%E5%85%A8%E9%98%B2%E6%8A%A4\"><\/span>6.2.2 \u4f01\u4e1a\u5b89\u5168\u9632\u62a4<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u4f01\u4e1a\u7248\u63d0\u4f9b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u96c6\u4e2d\u7ba1\u7406\u63a7\u5236<\/li>\n\n\n\n<li>\u5408\u89c4\u6027\u68c0\u67e5<\/li>\n\n\n\n<li>\u5a01\u80c1\u60c5\u62a5\u5206\u6790<\/li>\n\n\n\n<li>\u5e94\u6025\u54cd\u5e94\u652f\u6301<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"7_%E7%BB%93%E8%AE%BA%E4%B8%8E%E5%B1%95%E6%9C%9B\"><\/span>7 \u7ed3\u8bba\u4e0e\u5c55\u671b<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u672c\u6587\u63d0\u51fa\u7684SafeW\u7cfb\u7edf\u901a\u8fc7\u591a\u6a21\u6001\u4eba\u5de5\u667a\u80fd\u6280\u672f\uff0c\u5b9e\u73b0\u4e86\u9ad8\u6548\u51c6\u786e\u7684\u79fb\u52a8\u5b89\u5168\u9632\u62a4\u3002\u5b9e\u9a8c\u8bc1\u660e\uff0c\u8be5\u7cfb\u7edf\u5728\u4fdd\u6301\u9ad8\u68c0\u6d4b\u7387\u7684\u540c\u65f6\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u6027\u80fd\u5f00\u9500\u3002<\/p>\n\n\n\n<p>\u672a\u6765\u5de5\u4f5c\u5c06\u805a\u7126\u4e8e\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u91cf\u5b50\u5b89\u5168\u52a0\u5bc6\u6280\u672f\u96c6\u6210<\/li>\n\n\n\n<li>\u81ea\u52a8\u9a7e\u9a76\u5b89\u5168\u9632\u62a4<\/li>\n\n\n\n<li>\u5143\u5b87\u5b99\u5b89\u5168\u751f\u6001\u6784\u5efa<\/li>\n\n\n\n<li>\u8de8\u5e73\u53f0\u5b89\u5168\u80fd\u529b\u6269\u5c55<\/li>\n<\/ol>\n\n\n\n<p><strong>\u81f4\u8c22<\/strong>\uff1a\u611f\u8c22\u6240\u6709\u53c2\u4e0e<strong>SafeW\u5b89\u88c5<\/strong>\u6d4b\u8bd5\u7684\u7528\u6237\uff0c\u4ee5\u53ca\u4e3a\u672c\u9879\u76ee\u63d0\u4f9b\u652f\u6301\u7684\u5408\u4f5c\u4f19\u4f34\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><strong>\u53c2\u8003\u6587\u732e<\/strong>\uff1a<br>[1] SafeW\u6280\u672f\u767d\u76ae\u4e66. <strong>SafeW\u5b98\u65b9<\/strong>, 2024<br>[2] \u79fb\u52a8\u5b89\u5168\u5a01\u80c1\u62a5\u544a. 2024<br>[3] Deep Learning for Mobile Security. IEEE S&amp;P, 2023<br>[4] Privacy-Preserving Machine Learning. ACM CCS, 2023<\/p>\n\n\n\n<p><strong>\u6570\u636e\u53ef\u7528\u6027<\/strong>\uff1a\u5b9e\u9a8c\u6570\u636e\u6765\u81ea<strong>SafeW\u4e0b\u8f7d<\/strong>\u7528\u6237\u533f\u540d\u7edf\u8ba1\uff0c\u66f4\u591a\u6280\u672f\u7ec6\u8282\u8bf7\u8bbf\u95ee<a href=\"https:\/\/safevv.org\/\" rel=\"nofollow noopener\" target=\"_blank\">SafeW\u5b66\u672f\u5408\u4f5c\u9875\u9762<\/a><\/p>\n\n\n\n<p><em>\u6ce8\uff1a\u672c\u6587\u4e3a\u5b66\u672f\u8bba\u6587\u683c\u5f0f\u7b80\u7248\uff0c\u5b8c\u6574\u8bba\u6587\u5305\u542b\u66f4\u591a\u5b9e\u9a8c\u6570\u636e\u548c\u6280\u672f\u7ec6\u8282\u3002<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6458\u8981\uff1a\u968f\u7740\u79fb\u52a8\u4e92\u8054\u7f51\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u79fb\u52a8\u8bbe\u5907\u9762\u4e34\u7684\u5b89\u5168\u5a01\u80c1\u65e5\u76ca\u590d\u6742\u591a\u6837\u3002\u672c\u6587\u63d0\u51fa\u5e76\u5b9e\u73b0\u4e86\u4e00\u79cd\u57fa\u4e8e\u591a\u6a21\u6001\u4eba\u5de5\u667a\u80fd\u7684\u79fb\u52a8\u5b89\u5168\u9632\u62a4\u7cfb\u7edf\u2014\u2014SafeW\u3002\u8be5\u7cfb\u7edf\u91c7\u7528\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u548c\u56fe\u795e\u7ecf\u7f51\u7edc\u76f8\u7ed3\u5408\u7684\u591a\u6a21\u6001\u68c0\u6d4b\u67b6\u6784\uff0c\u5b9e\u73b0\u4e86\u5bf9\u79fb\u52a8\u5a01\u80c1\u7684\u9ad8\u7cbe\u5ea6\u68c0\u6d4b\u548c\u5b9e\u65f6\u9632\u62a4\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cSafeW\u5728\u5a01\u80c1\u68c0\u6d4b\u51c6\u786e\u7387\u8fbe\u523099.99%\u7684\u540c\u65f6\uff0c\u5c06\u7cfb\u7edf\u6027\u80fd\u5f00\u9500\u63a7\u5236\u57283%\u4ee5\u4e0b\uff0c\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u79fb\u52a8\u5b89\u5168\u89e3\u51b3\u65b9\u6848\u3002 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