{"id":2999,"date":"2017-09-11T10:29:16","date_gmt":"2017-09-11T02:29:16","guid":{"rendered":"http:\/\/www.jskdhf.com\/?p=2999"},"modified":"2017-09-11T10:29:16","modified_gmt":"2017-09-11T02:29:16","slug":"%e7%bd%91%e7%bb%9c%e5%ae%89%e5%85%a8%e7%9a%84%e5%9b%9b%e5%b1%82%e6%99%ba%e8%83%bd%e5%8c%96%e9%9d%a9%e5%91%bd","status":"publish","type":"post","link":"http:\/\/www.jskdhf.com\/?p=2999","title":{"rendered":"\u7f51\u7edc\u5b89\u5168\u7684\u56db\u5c42\u667a\u80fd\u5316\u9769\u547d"},"content":{"rendered":"<p align=\"left\">\n\t<span style=\"font-size:16px\">&nbsp; &nbsp; &nbsp; &nbsp; \u5728\u521a\u521a\u843d\u5e55\u7684\u7b2c20\u5c4aBlackhat\u5927\u4f1a\u4e0a\uff0c&ldquo;\u673a\u5668\u5b66\u4e60&rdquo;\u88ab\u53cd\u590d\u63d0\u53ca\uff0c\u4eba\u5de5\u667a\u80fd\u5728\u7f51\u7edc\u5b89\u5168\u5404\u4e2a\u9886\u57df\u5f97\u5230\u5e7f\u6cdb\u63a2\u7d22\u548c\u5e94\u7528\u5c1d\u8bd5\u3002\u4eba\u5de5\u667a\u80fd\u5728\u7f51\u7edc\u5b89\u5168\u9886\u57df\u5df2\u7ecf\u4ece\u65e9\u671f\u7684\u6982\u5ff5\u7092\u4f5c\uff0c\u5411\u65b9\u6848\u843d\u5730\u8f6c\u53d8\u3002<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">\u3000 &nbsp; 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&nbsp; &nbsp; &nbsp; &nbsp;<strong>\u7f51\u7edc\u5b89\u5168\u65b0\u6218\u573a\u9700\u8981<\/strong><strong>AI<\/strong><strong>\u586b\u8865\u4eba\u624d\u7d27\u7f3a<\/strong><\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">&nbsp; &nbsp; &nbsp; &nbsp; \u76ee\u524d\u7f51\u7edc\u5b89\u5168\u5df2\u7ecf\u8fdb\u5165\u4e86\u4e00\u4e2a\u5d2d\u65b0\u7684\u65f6\u4ee3\uff0c\u9762\u5411\u5404\u79cd\u65b0\u6218\u573a\uff0c\u9700\u8981\u65b0\u7684\u67b6\u6784\u3001\u65b0\u7684\u65b9\u6cd5\u3001\u65b0\u7684\u7f16\u7a0b\u8bed\u8a00\u6765\u652f\u6491\u6211\u4eec\u5e94\u5bf9\u8d8a\u6765\u8d8a\u8270\u5de8\u7684\u6218\u6597\u3002\u65b0\u6218\u573a\u4ee5\u9ed1\u4ea7\u5bf9\u6297\u3001\u53cd\u52d2\u7d22\u8f6f\u4ef6\u3001\u53cdInsider-based APT\u3001\u7269\u8054\u7f51\/\u8f66\u8054\u7f51\u8fd9\u4e9b\u65b0\u65b9\u5411\u4e3a\u4ee3\u8868\u3002\u6bd4\u5982\u5f88\u591a\u6444\u50cf\u5934\u3001\u667a\u80fd\u95e8\u9501\u3001\u513f\u7ae5\u624b\u8868\uff0c\u90fd\u662f\u6210\u6279\u6b21\u7684\u88ab\u653b\u7834\uff0c\u8f66\u8054\u7f51\u4e0e\u667a\u80fd\u8f66\u7684\u5b89\u5168\u95ee\u9898\u4e5f\u5f15\u8d77\u4e1a\u754c\u7684\u4e25\u91cd\u5173\u6ce8\u548c\u987e\u8651\u3002<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">\u3000\u3000 \u4f17\u6240\u5468\u77e5\uff0c\u5728\u79fb\u52a8\u4e92\u8054\u7f51\u65f6\u4ee3\uff0c\u5b89\u5353\u7684\u788e\u7247\u5316\u751f\u6001\u51e0\u4e4e\u5df2\u7ecf\u5931\u63a7\u4e86\u3002\u4e0d\u5c11\u624b\u673a\u5382\u5546\u5bf9\u67d0\u4e9b\u4f4e\u7248\u672c\u7684\u624b\u673a\u7cfb\u7edf\u90fd\u4e0d\u518d\u8fdb\u884c\u5347\u7ea7\uff0c\u5c3d\u7ba1\u8fd8\u6709\u5f88\u591a\u7528\u6237\u5728\u7528\uff0c\u8fd9\u5c31\u5e26\u6765\u4e86\u4e25\u91cd\u7684\u5b89\u5168\u9690\u60a3\uff0c\u6076\u610f\u4ee3\u7801\u53ef\u4ee5\u8f7b\u6613\u901a\u8fc7\u653b\u51fb\u51e0\u5e74\u524d\u7684\u5b89\u5353\u6f0f\u6d1e\u6765\u83b7\u5229\u3002\u8fdb\u5165\u7269\u8054\u7f51\u65f6\u4ee3\uff0c\u8fd9\u79cd\u60c5\u51b5\u4f1a\u66f4\u52a0\u4e25\u91cd\u3002\u5f88\u591a\u786c\u4ef6\u5382\u5546\u5728\u5f00\u53d1\u4ea7\u54c1\u7684\u65f6\u5019\u5b8c\u5168\u6ca1\u6709\u8003\u8651\u5f15\u5165\u4e13\u4e1a\u5b89\u5168\u670d\u52a1\uff0c\u6700\u7ec8\u9762\u4e34\u4e25\u5cfb\u7684\u5b89\u5168\u6f0f\u6d1e\u65f6\u5374\u96be\u4ee5\u5e94\u5bf9\u3002<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">\u3000 &nbsp; \u4e00\u65b9\u9762\u662f\u65b0\u7684\u653b\u51fb\u4e0d\u65ad\u6d8c\u73b0\uff0c\u53e6\u4e00\u65b9\u9762\u9632\u5b88\u65b9\u5374\u663e\u5f97\u6349\u895f\u89c1\u8098\u4e86\u3002\u5b89\u5168\u7684\u6838\u5fc3\u662f\u5bf9\u6297\uff0c\u800c\u5bf9\u6297\u662f\u591a\u7ef4\u5ea6\u7684\u3001\u6301\u7eed\u7684\u3002\u4e3a\u4e86\u8fdb\u884c\u6709\u5a01\u6151\u529b\u7684\u5bf9\u6297\uff0c\u6700\u5927\u7684\u6311\u6218\u8fd8\u662f\u7f3a\u5c11\u9ad8\u7d20\u8d28\u5b89\u5168\u4e13\u4e1a\u4eba\u624d\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u53ea\u80fd\u9760AI\uff0c\u4e5f\u5c31\u662f\u9760\u4eba\u5de5\u667a\u80fd\u6765\u586b\u8865\u4eba\u624d\u7a7a\u7f3a\u3002<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">\u3000 &nbsp; \u5bf9\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u770b\u6cd5\u4e1a\u754c\u51fa\u73b0\u4e24\u6781\u5206\u5316\uff1a\u4e00\u79cd\u89c2\u70b9\u8ba4\u4e3aAI\u53ef\u4ee5\u5e2e\u4eba\u7c7b\u5b8c\u6210\u4e00\u5207\u5de5\u4f5c\uff0c\u53e6\u4e00\u79cd\u8ba4\u4e3aAI\u4f1a\u6bc1\u706d\u4eba\u7c7b\u3002\u4e8b\u5b9e\u4e0a\u6ca1\u6709\u7edd\u5bf9\u7684\u9ed1\u767d\uff0cAI\u7684\u4f5c\u7528\u4e5f\u8fdc\u8fdc\u6ca1\u6709\u8fd9\u4e48\u6781\u7aef\u3002AI\u80fd\u505a\u4ec0\u4e48?\u5434\u6069\u8fbe\u6559\u6388\u7ed9\u51fa\u4e86\u5f88\u597d\u7684\u89e3\u91ca\uff1a\u4e00\u65b9\u9762\uff0c\u6b63\u5e38\u4eba\u7c7b1\u79d2\u5185\u80fd\u505a\u51fa\u7684\u5224\u65ad\uff0cAI\u4e5f\u80fd\u505a\u7684\u5f88\u597d\u3002\u6bd4\u5982\u65e0\u4eba\u9a7e\u9a76\u65f6\u4ee3\u5df2\u7ecf\u6084\u7136\u6765\u4e34,\u4eba\u8138\u8bc6\u522b\u3001\u8bed\u97f3\u8bc6\u522b\uff0c\u73b0\u5728\u673a\u5668\u4e5f\u80fd\u591f\u505a\u5230\u5f88\u9ad8\u7684\u51c6\u786e\u7387\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u901a\u8fc7\u5927\u91cf\u5df2\u7ecf\u53d1\u751f\u8fc7\u7684\u5177\u4f53\u91cd\u590d\u4e8b\u4ef6\uff0cAI\u80fd\u5f88\u597d\u7684\u9884\u6d4b\u5373\u5c06\u53d1\u751f\u7684\u4e8b\u60c5\u3002<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\"><strong>\u3000 &nbsp; \u5f53<\/strong><strong>AI<\/strong><strong>\u9047\u5230\u7f51\u7edc\u5b89\u5168<\/strong><\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">\u3000 &nbsp; \u5f53AI\u9047\u5230\u7f51\u7edc\u5b89\u5168\u65f6\uff0c\u53c8\u4f1a\u53d1\u751f\u4ec0\u4e48\u6837\u7684\u5316\u5b66\u53cd\u5e94\u5462?<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">\u3000\u3000\u7f51\u7edc\u5b89\u5168\u662f\u4e00\u4e2a\u975e\u5e38\u590d\u6742\u7684\u4f53\u7cfb\uff0c\u53ef\u4ee5\u5206\u4e3a\u6267\u884c\u5c42\u3001\u611f\u77e5\u5c42\u3001\u4efb\u52a1\u5c42\u548c\u6218\u7565\u5c42\u3002\u73b0\u5728AI\u5df2\u7ecf\u53ef\u4ee5\u5728\u6267\u884c\u5c42\u548c\u611f\u77e5\u5c42\u6709\u4e0d\u9519\u7684\u5e94\u7528\uff0c\u540c\u65f6\u5728\u4efb\u52a1\u5c42\u548c\u6218\u7565\u5c42\u5df2\u7ecf\u5f00\u59cb\u6478\u7d22\uff0c\u4f46\u8fd8\u5904\u4e8e\u6bd4\u8f83\u521d\u671f\u7684\u9636\u6bb5\u3002<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">\u3000\u3000 <strong>(<\/strong><strong>\u4e00<\/strong><strong>)<\/strong><strong>\u6267\u884c\u5c42\uff1a\u663e\u8457\u63d0\u9ad8\u5b89\u5168\u8fd0\u7ef4\u6548\u7387<\/strong><\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">&nbsp; &nbsp; &nbsp; &nbsp; \u5728\u6267\u884c\u5c42\uff0cAI\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u5b89\u5168\u5de5\u5177\u7684\u89c4\u5219\u8fd0\u7ef4\u6548\u7387\u3002\u89c4\u5219\u4f53\u7cfb\u7684\u89e6\u89d2\u5728\u6574\u4e2a\u5b89\u5168\u7f51\u7edc\u4f53\u7cfb\u91cc\u9762\u7684\u5ef6\u4f38\u975e\u5e38\u5e7f\u6cdb\uff0c\u5305\u62ec\u50cf\u6740\u6bd2\u3001WAF\u3001\u53cdSPAM\u3001\u53cd\u6b3a\u8bc8\u7b49\u3002\u8fd9\u4e9b\u9886\u57df\u5728\u4f20\u7edf\u6a21\u5f0f\u4e2d\u9700\u8981\u5927\u91cf\u7684\u4eba\u529b\u6765\u7ef4\u62a4\uff0c\u6bd4\u5982\u50cf\u53cd\u6b3a\u8bc8\u7cfb\u7edf\u91cc\u9762\u53ef\u80fd\u6709\u4e0a\u5343\u6761\u89c4\u5219\uff0c\u8fd9\u4e9b\u89c4\u5219\u4e4b\u95f4\u5b58\u5728\u7740\u5f88\u591a\u7684\u51b2\u7a81\uff0c\u67d0\u4e9b\u89c4\u5219\u7ec4\u5408\u751a\u81f3\u8d85\u51fa\u4e86\u4eba\u7684\u7406\u89e3\u80fd\u529b\uff0c\u4eba\u5728\u7ef4\u62a4\u8fd9\u4e9b\u89c4\u5219\u7684\u65f6\u5019\u4e5f\u5e38\u5e38\u4f1a\u51fa\u73b0\u95ee\u9898\u3002<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">&nbsp; &nbsp; &nbsp; &nbsp;&nbsp;\u800c\u4f9d\u9760AI\uff0c\u5c31\u53ef\u4ee5\u5f88\u597d\u7684\u89e3\u51b3\u8fd9\u4e9b\u60c5\u51b5\uff0c\u673a\u5668\u5b66\u4e60\u5df2\u7ecf\u5c55\u793a\u51fa\u975e\u5e38\u5f3a\u5927\u7684\u4ef7\u503c\u3002\u5b83\u53ef\u4ee5\u81ea\u52a8\u751f\u6210\u89c4\u5219\uff0c\u4e0d\u7528\u4f9d\u9760\u5e9e\u5927\u7684\u4eba\u529b\u8d44\u6e90\u6765\u7ef4\u62a4\u3002\u800c\u4e14\u5b89\u5168\u4e8b\u4ef6\u901a\u5e38\u662f\u5927\u91cf\u53d1\u751f\u7684\uff0c\u6240\u4ee5AI\u80fd\u591f\u6bd4\u8f83\u597d\u7684\u8bc6\u522b\u5224\u65ad\u4e0b\u4e00\u6b21\u4e8b\u4ef6\u3002<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">&nbsp; &nbsp; &nbsp; &nbsp; AI\u662f\u5982\u4f55\u505a\u5230\u7684\u5462?\u673a\u5668\u5b66\u4e60\u80fd\u81ea\u52a8\u751f\u6210\u89c4\u5219\uff0c\u4f46\u662f\u5176\u4e2d\u7684\u5b66\u4e60\u6df1\u5ea6\u8fd8\u662f\u6709\u4e00\u5b9a\u7684\u533a\u5206\u3002&ldquo;\u6d45\u5b66\u4e60&rdquo;\u4ee5SVM\u3001Random Forrest\u3001GBDT\u7b49\u7b97\u6cd5\u4e3a\u4ee3\u8868\uff0c\u5b83\u8fd8\u9700\u8981\u5f88\u591a\u7684\u4eba\u5de5\u7279\u5f81\u5de5\u7a0b\u6765\u51c6\u5907\u7279\u5f81\u5411\u91cf\uff0c\u7136\u540e\u7531\u7b97\u6cd5\u81ea\u52a8\u5b8c\u6210\u5206\u7c7b\u8bc6\u522b\u3002\u5728\u98ce\u63a7\u9886\u57df\uff0c\u8fd0\u7528\u6700\u5e7f\u6cdb\u7684\u662fGBDT(\u5f88\u591a\u6bd4\u8d5b\u7684\u51a0\u519b\u90fd\u662f\u7528GBDT)\uff0c\u4f46\u662f\u5f53\u7279\u5f81\u7ef4\u5ea6\u4e0a\u5347\u5230\u6570\u5343\u7ef4\u540e\uff0c\u6df1\u5ea6\u5b66\u4e60\u7684\u4f18\u52bf\u5c31\u5f00\u59cb\u6162\u6162\u5c55\u73b0\u51fa\u6765\u3002\u6df1\u5ea6\u5b66\u4e60\u548c&ldquo;\u6d45\u5b66\u4e60&rdquo;\u5b58\u5728\u4e00\u4e2a\u5f88\u5927\u7684\u533a\u522b\uff0c\u5c31\u662f\u6df1\u5ea6\u5b66\u4e60\u5bf9\u7279\u5f81\u5de5\u7a0b\u7684\u4f9d\u8d56\u51cf\u5f31\u5f88\u591a\uff0c\u5b83\u80fd\u6bd4\u8f83\u597d\u7684\u81ea\u52a8\u63d0\u53d6\u7279\u5f81\uff0c\u53ef\u4ee5\u751f\u6210\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u6bd4\u5982CNN(\u5377\u79ef\u795e\u7ecf\u7f51\u7edc)\u548cRNN(\u5faa\u73af\u795e\u7ecf\u7f51\u7edc)\u6280\u672f\u7b49\u3002<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">&nbsp; &nbsp; &nbsp; &nbsp; \u4e3e\u4f8b\u800c\u8a00\uff0cAI\u5728\u79fb\u52a8\u6740\u6bd2\u5f15\u64ce\u7684\u5e94\u7528\u6548\u679c\u660e\u663e\u3002\u4f17\u6240\u5468\u77e5\uff0c\u73b0\u5728\u75c5\u6bd2\u79cd\u7c7b\u7684\u53d8\u5f62\u8d8a\u6765\u8d8a\u591a\uff0c\u5927\u591a\u6570\u9ed1\u4ea7\u90fd\u4f1a\u8fdb\u884c\u4e0d\u540c\u7684\u5c1d\u8bd5\u3002\u5982\u679c\u7528\u4eba\u5de5\u6765\u6784\u5efa\u90a3\u4e9b\u6076\u610f\u4ee3\u7801\u7684\u8bc6\u522b\u7279\u5f81\uff0c\u5c31\u9700\u8981\u6784\u5efa\u4e00\u5957\u975e\u5e38\u5e9e\u5927\u7684\u4f53\u7cfb\uff0c\u4e0d\u4ec5\u6162\u800c\u4e14\u96be\u4ee5\u7ef4\u62a4\u3002\u767e\u5ea6\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5728\u8fd9\u65b9\u9762\u53d6\u5f97\u4e86\u975e\u5e38\u51fa\u8272\u7684\u6210\u679c\uff0c\u5728\u5386\u6b21AV Test\u6d4b\u8bd5\u4e2d\u957f\u671f\u4fdd\u6301\u7b2c\u4e00\u3002\u53bb\u5e74\u767e\u5ea6\u5b89\u5168\u5728\u9876\u7ea7\u5b89\u5168\u5de5\u4e1a\u754c\u4f1a\u8bae Blackhat Europe \u4e0a\u5c31\u6b64\u6210\u679c\u505a\u4e86\u4e13\u9898\u62a5\u544a\uff0c\u4e5f\u662f\u76ee\u524d\u5168\u7403\u5b89\u5168\u5de5\u4e1a\u754c\u7b2c\u4e00\u4e2a\u6709\u5b9e\u8d28\u6027\u8fdb\u5c55\u7684\u6df1\u5ea6\u5b66\u4e60\u5e94\u7528\u6280\u672f\u62a5\u544a\u3002<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">&nbsp; &nbsp; &nbsp; &nbsp; \u53e6\u4e00\u4e2a\u4f8b\u5b50\u662fAI\u5728\u7f51\u9875\u5b89\u5168\u4e2d\u7684\u5e94\u7528\uff0c\u6548\u679c\u4e5f\u975e\u5e38\u663e\u8457\u3002\u76ee\u524d\u7f51\u9875\u5b89\u5168\u7684\u5a01\u80c1\u4e3b\u8981\u5305\u62ec\u4e09\u7c7b\uff1a\u7b2c\u4e00\u79cd\u6b3a\u8bc8\u7c7b\u7f51\u7ad9\uff0c\u5305\u62ec\u865a\u5047\u9ad8\u6821\u3001\u865a\u5047\u836f\u54c1\u3001\u5047\u5192\u8d37\u6b3e\u3001\u4eff\u5192\u706b\u8f66\u7968\u3001\u865a\u5047\u91d1\u878d\u8bc1\u5238\u3001\u4eff\u5192\u98de\u673a\u7968\u3001\u865a\u5047\u4e2d\u5956\u3001\u4eff\u5192\u767b\u5f55\u3001\u865a\u5047\u62db\u8058\u7b49;\u7b2c\u4e8c\u7c7b\u662f\u5b58\u5728\u98ce\u9669\u7684\u7f51\u7ad9\uff0c\u4e3b\u8981\u5305\u62ec\u7f51\u9875\u6302\u9a6c\u3001\u6076\u610f\u4ee3\u7801\u3001\u9690\u79c1\u7a83\u53d6\u3001\u6076\u610f\u8df3\u8f6c\u3001\u50f5\u5c38\u7f51\u7edc\u901a\u4fe1\u3001\u6728\u9a6c\u4e0b\u8f7d\u4e3b\u673a\u7b49;\u7b2c\u4e09\u7c7b\u662f\u8fdd\u6cd5\u7f51\u7ad9\uff0c\u5305\u62ec\u8272\u60c5\u548c\u535a\u5f69\u7b49\u3002<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">&nbsp; &nbsp; &nbsp; &nbsp; \u767e\u5ea6\u6bcf\u5929\u722c\u53d6\u7d22\u5f15\u7684\u6570\u636e\u4e2d\uff0c\u67091%~5%\u7684URL\u5305\u542b\u4e0d\u540c\u7a0b\u5ea6\u7684\u6076\u610f\u4fe1\u606f\uff0c\u5982\u679c\u4e0d\u52a0\u9632\u62a4\u5c06\u4f1a\u5bf9\u7f51\u6c11\u5e26\u6765\u5de8\u5927\u7684\u4f24\u5bb3\u3002\u767e\u5ea6\u5b89\u5168\u901a\u8fc7\u89c4\u5219\u4f53\u7cfb\u3001\u673a\u5668\u5b66\u4e60(\u6d45\u5c42\u6a21\u578b)\u3001\u6df1\u5ea6\u5b66\u4e60(\u6587\u672c)\u3001\u6df1\u5ea6\u5b66\u4e60(\u56fe\u7247)\u4ee5\u53ca\u5a01\u80c1\u60c5\u62a5\u6316\u6398\u7b49\u7f51\u5740\u5b89\u5168\u590d\u5408\u68c0\u6d4b\u7b97\u6cd5\u6765\u4fdd\u969c\u7f51\u7ad9\u7684\u5b89\u5168\u3002\u76ee\u524d\uff0c\u767e\u5ea6\u5b89\u5168\u5229\u7528\u673a\u5668\u5b66\u4e60\u8fdb\u884c\u7f51\u9875\u68c0\u6d4b\uff0c\u5bf9\u6076\u610f\u4fe1\u606f\u7684\u9632\u62a4\u5df2\u7ecf\u53d6\u5f97\u4e86\u5f88\u597d\u7684\u6210\u679c\u3002\u5355\u6761\u6837\u672c\u68c0\u6d4b\u65f6\u5ef6\u5df2\u7ecf\u5c0f\u4e8e10ms\uff0c\u5bf9\u975e\u6cd5\u7f51\u7ad9\u7684\u8bc6\u522b\u51c6\u786e\u7387\u5df2\u7ecf\u8d85\u8fc799%\u3002\u767e\u5ea6\u5b89\u5168\u56e2\u961f\u4e5f\u53d7\u56fd\u9645\u5b89\u5168\u5b66\u672f\u6cf0\u6597 UC Berkley Prof. Dawn Song \u9080\u8bf7\uff0c\u5728 Singapore Cyber security Consortium (SGCSC) \u4e0a\u5c31\u6b64\u6210\u679c\u505a\u4e86\u4e13\u9898\u62a5\u544a\u3002<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">&nbsp; &nbsp; &nbsp; &nbsp;&nbsp;<strong>(<\/strong><strong>\u4e8c<\/strong><strong>)<\/strong><strong>\u611f\u77e5\u5c42\uff1a\u751f\u7269\u7279\u5f81\u8bc6\u522b\u4e0e\u5bf9\u6297\u7684\u5174\u8d77<\/strong><\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">&nbsp; &nbsp; &nbsp; &nbsp; \u5728\u611f\u77e5\u5c42\uff0c\u5f53\u4e0b\u6700\u91cd\u8981\u7684\u5e94\u7528\u5c31\u662f\u751f\u7269\u7279\u5f81\u8ba4\u8bc1\u3002\u4eba\u8138\u8ba4\u8bc1\u662f\u76ee\u524dAI\u5728\u5b89\u5168\u9886\u57df\u6700\u6210\u529f\u7684\u4e00\u4e2a\u5e94\u7528\u3002\u6574\u4e2a\u8ba4\u8bc1\u6d41\u7a0b\u770b\u8d77\u6765\u7b80\u5355\uff0c\u5176\u5b9e\u91cc\u9762\u7684\u6280\u672f\u76f8\u5f53\u590d\u6742\uff1a\u9996\u5148\u9700\u8981\u5728\u5404\u79cd\u73af\u5883\u4e0b\u51c6\u786e\u8ffd\u8e2a\u4eba\u8138\uff0c\u5982\u679c\u6709\u504f\u5dee\u80fd\u591f\u7ed9\u4e88\u53ca\u65f6\u6709\u6548\u7684\u63d0\u793a;\u5176\u6b21\u8981\u5728\u6700\u5c0f\u7528\u6237\u6253\u6270\u7684\u60c5\u51b5\u4e0b\u5b8c\u6210\u53ef\u9760\u7684\u6d3b\u4f53\u8bc6\u522b\uff0c\u800c\u4e0d\u88ab\u865a\u5047\u7167\u7247\u6216\u5316\u5986\u6b3a\u9a97\uff0c\u80fd\u9ad8\u901f\u5b8c\u6210\u53ef\u4fe1\u4eba\u8138\u6570\u636e\u5bf9\u6bd4\u3002\u7b2c\u4e09\uff0c\u8bbe\u5907\u548c\u5e94\u7528\u7684\u5b89\u5168\u72b6\u6001\u4e5f\u9700\u8981\u53ef\u9760\u7684\u4fdd\u969c\uff0c\u4e00\u65e6\u53d1\u73b0\u6076\u610f\u653b\u51fb\u53ef\u4ee5\u5373\u65f6\u8fdb\u884c\u53d6\u8bc1\u3002\u6700\u540e\uff0c\u8fd8\u5fc5\u987b\u8981\u5728\u4e91\u7aef\u5bf9\u7528\u6237\u9690\u79c1\u4fe1\u606f\u6709\u7740\u4e25\u683c\u7684\u4fdd\u62a4\u3002\u56e0\u6b64\uff0c\u8981\u5b9e\u73b0\u987a\u6ed1\u7684\u4eba\u8138\u8ba4\u8bc1\u4f53\u9a8c\uff0c\u5fc5\u987b\u8981\u6709AI\u6280\u672f\u548c\u7cfb\u7edf\u5316\u5b89\u5168\u6280\u672f\u505a\u5168\u9762\u652f\u6491\u3002<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">\u3000 &nbsp; &nbsp; \u4e3a\u4ec0\u4e48\u8981\u5728\u5b89\u5168\u8fc7\u7a0b\u4e2d\u7528AI\u611f\u77e5\u6765\u505a\u4eba\u8138\u8bc6\u522b?\u56e0\u4e3a\u94f6\u884c\u6216\u8005\u8fd0\u8425\u5546\u5bf9\u4e8e\u5ba2\u6237\u7684\u5b9e\u540d\u8ba4\u8bc1\u73af\u8282\uff0c\u4f20\u7edf\u4e0a\u662f\u8981\u9760\u4eba\u6765\u5b8c\u6210\u7684\u3002\u4f46\u662f\u4eba\u5176\u5b9e\u662f\u5728\u6574\u4e2a\u5b89\u5168\u8fc7\u7a0b\u4e2d\u6700\u5bb9\u6613\u88ab\u653b\u7834\u7684\u4e00\u73af\uff0c\u653b\u51fb\u8005\u53ef\u4ee5\u627e\u5230\u5f88\u591a\u7406\u7531\uff0c\u6bd4\u5982\u6700\u8fd1\u80d6\u4e86\/\u7626\u4e86\/\u75c5\u4e86\u7b49\u6765\u8499\u6df7\u8fc7\u5173\u3002\u5982\u679c\u662fAI\u6765\u505a\u8fd9\u4ef6\u4e8b\uff0c\u53cd\u800c\u94c1\u9762\u65e0\u79c1\uff0c\u80fd\u591f\u628a\u8fd9\u4e2a\u4f53\u7cfb\u6784\u5efa\u7684\u66f4\u52a0\u6807\u51c6\u5316\uff0c\u5e76\u968f\u7740\u6280\u672f\u7684\u8fdb\u6b65\u4e0d\u65ad\u5b8c\u5584\u3002<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">\u3000\u3000 \u76ee\u524d\uff0c\u767e\u5ea6\u7684\u4eba\u8138\u8ba4\u8bc1\u5df2\u7ecf\u80fd\u591f\u5728\u79d2\u7ea7\u5185\u5b8c\u6210\u8d85\u8fc790%\u7684\u9ad8\u53ef\u4fe1\u9a8c\u8bc1\u6bd4\u7387\uff0c\u663e\u8457\u9ad8\u4e8e\u4e1a\u754c\u5e73\u5747\u6c34\u5e73\uff0c\u5e76\u4e14\u5df2\u7ecf\u5728\u5b9e\u6218\u4e2d\u79ef\u7d2f\u4e86\u5f88\u591a\u6d3b\u4f53\u8bc6\u522b\u5bf9\u6297\u7684\u7ecf\u9a8c\u548c\u80fd\u529b\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u6211\u4eec\u4e5f\u5728\u58f0\u7eb9\u8bc6\u522b\u3001\u7528\u6237\u884c\u4e3a\u8bc6\u522b\u7b49\u9886\u57df\u505a\u4e86\u5f88\u591a\u5e94\u7528\u63a2\u7d22\u548c\u5c1d\u8bd5\u3002<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">\u3000 &nbsp; &nbsp;&nbsp;<strong>(<\/strong><strong>\u4e09<\/strong><strong>)<\/strong><strong>\u4efb\u52a1\u5c42\u548c\u6218\u7565\u5c42\uff1a\u5c1a\u5904\u5728\u521d\u7ea7\u63a2\u7d22\u9636\u6bb5<\/strong><\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">\u3000 &nbsp; &nbsp;\u5c06AI\u5e94\u7528\u4e8e\u7f51\u7edc\u5b89\u5168\u4efb\u52a1\u5c42\u548c\u6218\u7565\u5c42\uff0c\u5728\u67d0\u4e9b\u56fd\u9645\u5927\u8d5b\u4e0a\u5df2\u7ecf\u5f00\u59cb\u5c1d\u8bd5\uff0c\u4f46\u76ee\u524d\u8fd8\u53ea\u662f\u5c01\u95ed\u7a7a\u95f4\u7684\u81ea\u52a8\u5bf9\u6297\u3002\u5176\u4e2d\u6700\u8457\u540d\u7684\u5c31\u662f DARPA \u4e3b\u529e\u7684 CGC \u5927\u8d5b\uff0c\u6bd4\u8d5b\u8ba97\u4e2a\u9876\u7ea7\u56e2\u961f\u6784\u5efa\u81ea\u52a8\u5316\u7cfb\u7edf\uff0c\u5bf9\u6709\u7f3a\u9677\u7684\u670d\u52a1\u7a0b\u5e8f\u505a\u81ea\u52a8\u52a0\u56fa\uff0c\u7136\u540e\u76f8\u4e92\u653b\u51fb\uff0c\u4e0d\u4ec5\u8981\u62b5\u6297\u5916\u6765\u653b\u51fb\uff0c\u540c\u65f6\u8fd8\u8981\u53cd\u51fb\u5bf9\u624b\u3002\u4f46\u662f\uff0c\u8fd9\u4e2a\u8fd8\u4e0d\u80fd\u8bf4\u662f\u4eba\u5de5\u667a\u80fd\uff0c\u56e0\u4e3a\u6240\u6709\u7684\u903b\u8f91\u90fd\u662f\u4eba\u9884\u5148\u8bbe\u5b9a\u597d\u7684\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u76ee\u524d\u4ecd\u7136\u505c\u7559\u5728\u81ea\u52a8\u5316\u9636\u6bb5\uff0c\u8fd8\u5728\u5411AI\u65b9\u5411\u6478\u7d22\u3002<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">\u3000\u3000 \u5728\u5b89\u5168\u7684\u4efb\u52a1\u5c42\u548c\u6218\u7565\u5c42\u8981\u771f\u6b63\u8fbe\u5230\u4eba\u5de5\u667a\u80fd\u7684\u9ad8\u7ea7\u9636\u6bb5\uff0c\u9996\u5148\u8981\u89e3\u51b3\u4eba\u5de5\u667a\u80fd\u5bf9\u5f00\u653e\u7a7a\u95f4\u7684\u8ba4\u77e5\u95ee\u9898\uff0c\u5305\u62ec\u4e16\u754c\u8ba4\u77e5\u3001\u4eba\u6027\u5f31\u70b9\u3001\u521b\u9020\u529b\u3001\u8de8\u7ef4\u6253\u51fb\u7b49\u65b9\u9762\uff0c\u5176\u5b9e\u8fd8\u6709\u5f88\u957f\u4e00\u6bb5\u8ddd\u79bb\u3002\u4e0d\u8fc7\u6700\u8fd1\u5728\u76f8\u5bf9\u5c01\u95ed\u7684\u4efb\u52a1\u7a7a\u95f4\u4e2d\u7684\u4eba\u5de5\u667a\u80fd\u63a2\u7d22\u7814\u7a76\uff0c\u5df2\u7ecf\u53d6\u5f97\u4e86\u5f88\u597d\u7684\u8fdb\u5c55\uff0c\u76f8\u4fe1\u5728\u4e0d\u8fdc\u7684\u5c06\u6765\u4f1a\u6709\u4e00\u4e9b\u98a0\u8986\u6027\u7684\u5e94\u7528\u4ea7\u751f\u3002<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">\u3000 &nbsp; &nbsp;&nbsp;<strong>\u603b\u7ed3<\/strong><\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">&nbsp; &nbsp; &nbsp; &nbsp; \u4eba\u5de5\u667a\u80fd\u5728\u7f51\u7edc\u5b89\u5168\u9886\u57df\u7684\u5e94\u7528\uff0c\u6267\u884c\u5c42\u4e0a\u9762\u5df2\u7ecf\u5b9e\u7528\u5316\uff0c\u53ef\u4ee5\u663e\u8457\u7684\u63d0\u5347\u89c4\u5219\u5316\u5b89\u5168\u5de5\u4f5c\u7684\u6548\u7387\uff0c\u5f25\u8865\u4e13\u4e1a\u4eba\u5458\u4eba\u624b\u7684\u4e0d\u8db3;\u5728\u611f\u77e5\u5c42\u9762\uff0c\u53ef\u4ee5\u628a\u539f\u672c\u4f9d\u8d56\u4e8e\u4eba(\u4e0d\u53ef\u9760)\u7684\u5b89\u5168\u4f53\u7cfb\u6807\u51c6\u5316\uff0c\u73b0\u5728\u5df2\u7ecf\u5f00\u59cb\u5b9e\u73b0\u5927\u89c4\u6a21\u7684\u63a8\u5e7f\uff0c\u5305\u62ec\u4eba\u8138\u8bc6\u522b\u548c\u56fe\u8c61\u8bc6\u522b\u7b49\u4e5f\u7b49;AI\u5728\u4efb\u52a1\u5c42\u4e0a\u7684\u6478\u7d22\u521a\u521a\u5f00\u59cb\uff0c\u5728\u67d0\u4e9b\u5c01\u95ed\u4efb\u52a1\u9886\u57df\u5df2\u7ecf\u5c55\u73b0\u51fa\u5f88\u597d\u7684\u6f5c\u529b;\u5728\u6218\u7565\u5c42\uff0c\u7531\u4e8e\u5f00\u653e\u7a7a\u95f4\u7684\u7279\u6027\uff0cAI\u7684\u8def\u8fd8\u6bd4\u8f83\u9065\u8fdc\uff0c\u6240\u4ee5\u5927\u5bb6\u8fd8\u4e0d\u7528\u62c5\u5fc3&ldquo;\u5929\u554a\uff0c\u4eba\u7c7b\u8981\u6bc1\u706d\u4e86&rdquo;\u8fd9\u6837\u7684\u95ee\u9898\u3002\u540c\u65f6\uff0c\u968f\u7740\u4eba\u5de5\u667a\u80fd\u5728\u5b89\u5168\u9886\u57df\u7684\u5e94\u7528\uff0c\u56f4\u7ed5\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u672c\u8eab\u7684\u653b\u9632\u5bf9\u6297\u4e5f\u6210\u4e3a\u5b66\u672f\u754c\u7684\u7814\u7a76\u70ed\u70b9\uff0c\u76f8\u4fe1\u5176\u4e2d\u7684\u7814\u7a76\u6210\u679c\u5f88\u5feb\u4e5f\u4f1a\u5728\u5b89\u5168\u5b9e\u8df5\u4e2d\u5f97\u5230\u5e94\u7528\u3002<\/span>\n<\/p>\n<p align=\"left\">\n\t<span style=\"font-size:16px\">&nbsp; 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