{"id":60167,"date":"2019-05-06T09:00:39","date_gmt":"2019-05-06T01:00:39","guid":{"rendered":"https:\/\/blog.trendmicro.com.tw\/?p=60167"},"modified":"2019-05-06T17:08:39","modified_gmt":"2019-05-06T09:08:39","slug":"%e5%b0%8d%e6%8a%97%e5%bc%8f%e6%94%bb%e6%93%8a%e5%a6%82%e4%bd%95%e7%a0%b4%e5%a3%9e%e6%a9%9f%e5%99%a8%e5%ad%b8%e7%bf%92%e7%b3%bb%e7%b5%b1","status":"publish","type":"post","link":"https:\/\/blog.trendmicro.com.tw\/?p=60167","title":{"rendered":"\u5fae\u8abf\u826f\u6027\u76ae\u819a\u75c5\u8b8a\u5f71\u50cf\u50cf\u7d20,\u7adf\u8aa4\u5c0eAI\u8fa8\u5225\u70ba\u60e1\u6027\u75c5\u8b8a!\u5c0d\u6297\u5f0f\u653b\u64ca\u5982\u4f55\u7834\u58de\u6a5f\u5668\u5b78\u7fd2?"},"content":{"rendered":"\n<p> \u79d1\u5b78 (Science) \u671f\u520a\u6240\u767c\u8868\u7684\u4e00\u4efd\u7814\u7a76<a href=\"https:\/\/science.sciencemag.org\/content\/363\/6433\/1287\">\u5831\u544a<\/a>\u4e2d\uff0c\u63d0\u5230\u53ef\u80fd\u88ab\u7528\u65bc\u7834\u58de<ins><a href=\"https:\/\/blog.trendmicro.com.tw\/?p=55169\"><ins>\u6a5f\u5668\u5b78\u7fd2<\/ins> <ins>(Machine learning,ML)<\/ins><\/a><\/ins> \u7cfb\u7d71\u7684\u9032\u968e\u6280\u5de7\u8b66\u544a\u3002\u9019\u4efd\u7814\u7a76\u8a73\u7d30\u8aaa\u660e\u5982\u4f55\u5efa\u69cb\u4e26\u90e8\u7f72\u5c0d\u6297\u5f0f\u653b\u64ca (\u4e5f\u5c31\u662f\u7528\u4f86\u7834\u58de ML \u7cfb\u7d71\u7684\u6280\u5de7)\uff0c\u65bc<ins><a href=\"https:\/\/blog.trendmicro.com.tw\/?p=55169\"><ins>\u6a5f\u5668\u5b78\u7fd2<\/ins><\/a><\/ins>\u548c\u4eba\u5de5\u667a\u6167 (AI) \u6280\u8853\u4f7f\u7528\u7387\u65e5\u76ca\u63d0\u9ad8\u7684\u91ab\u7642\u7522\u696d\u4e2d\u3002\u5728\u793a\u7bc4\u4e2d\uff0c\u6709\u4e00\u500b\u826f\u6027\u7684\u76ae\u819a\u75c5\u8b8a\u5f71\u50cf\uff0c\u5f71\u50cf\u4e2d\u6709\u4e00\u5c0f\u90e8\u5206\u7684\u50cf\u7d20\u7d93\u904e<a href=\"https:\/\/www.nytimes.com\/2019\/03\/21\/science\/health-medicine-artificial-intelligence.html\">\u4fee\u6539<\/a>\uff0c\u7d50\u679c\u8aa4\u5c0e\u4e86\u8a3a\u65b7\u7684 AI \u7cfb\u7d71\uff0c\u5c07\u5176\u8fa8\u5225\u70ba\u60e1\u6027\u75c5\u8b8a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"450\" src=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2019\/04\/ML.jpg\" alt=\"\u5c0d\u6297\u5f0f\u653b\u64ca\u5982\u4f55\u7834\u58de\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71?\" class=\"wp-image-60168\" srcset=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2019\/04\/ML.jpg 800w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2019\/04\/ML-300x169.jpg 300w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2019\/04\/ML-768x432.jpg 768w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2019\/04\/ML-30x17.jpg 30w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/figure>\n\n\n\n<p>\u6a5f\u5668\u5b78\u7fd2\u548c AI \u7cfb\u7d71\u906d\u5230\u5c0d\u6297\u5f0f\u653b\u64ca( adversarial attacks )\u5165\u4fb5\u7684\u4f8b\u5b50\uff0c\u4e26\u4e0d\u53ea\u4fb7\u9650\u65bc\u91ab\u7642\u7522\u696d\u7684\u61c9\u7528\u3002\u8209\u4f8b\u4f86\u8aaa\uff0c\u539f\u61c9\u5354\u52a9\u4fdd\u8b77\u4f01\u696d\u8cc7\u6e90\u8207\u8cc7\u6599\u7684\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\uff0c\u4e5f\u53ef\u80fd\u906d\u5230\u9019\u985e\u7684\u653b\u64ca\u3002<\/p>\n\n\n\n<p><strong>[<\/strong><strong>\u8acb\u53c3\u95b1\uff1a<\/strong><a href=\"https:\/\/www.trendmicro.com\/vinfo\/us\/security\/news\/security-technology\/network-threats-examined-clustering-malicious-network-flows-with-machine-learning\"><strong>Clustering Malicious Network Flows With Machine Learning<\/strong><\/a><strong>]<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><\/h2><\/br>\n\n\n\n<iframe loading=\"lazy\" src=\"https:\/\/www.facebook.com\/plugins\/post.php?href=https%3A%2F%2Fwww.facebook.com%2Ftrendmicrotaiwan%2Fposts%2F10156927815480132&#038;width=500\" width=\"500\" height=\"599\" style=\"border:none;overflow:hidden\" scrolling=\"no\" frameborder=\"0\" allowTransparency=\"true\" allow=\"encrypted-media\"><\/iframe>\n\n\n\n<h3 class=\"wp-block-heading\">\u767c\u751f\u5728\u5b89\u5168\u7cfb\u7d71\u7684\u5c0d\u6297\u5f0f\u653b\u64ca<\/h3>\n\n\n\n<p>Dark Reading \u8fd1\u671f\u767c\u8868\u7684\u4e00\u7bc7<a href=\"https:\/\/www.darkreading.com\/vulnerabilities---threats\/advanced-threats\/hacker-ai-vs-enterprise-ai-a-new-threat-\/a\/d-id\/1334201?_mc=rss_x_drr_edt_aud_dr_x_x-rss-simple\">\u6587\u7ae0<\/a>\u4e2d\uff0c\u9ede\u51fa\u4e86\u7db2\u8def\u7f6a\u72af\u53ef\u80fd\u7528\u4f86\u985b\u8986\u4f01\u696d\u8cc7\u5b89\u9632\u885b\u7684\u653b\u64ca\u65b9\u6cd5\u3002\u4f8b\u5982\uff0c\u653b\u64ca\u8005\u53ef\u80fd\u5229\u7528\u4f7f\u7528\u6a5f\u5668\u5b78\u7fd2\u7684\u81ea\u52d5\u5316\u6ef2\u900f\u6e2c\u8a66\u5de5\u5177<a href=\"https:\/\/securityonline.info\/deep-exploit\/\">\u6df1\u5ea6\u6ef2\u900f (Deep Exploit)<\/a> \u4f86\u5617\u8a66\u6ef2\u900f\u7d44\u7e54\uff0c\u800c\u4e14\u53ea\u8981 20 \u81f3 30 \u79d2\u5c31\u80fd\u627e\u51fa\u4f01\u696d\u9632\u885b\u4e2d\u7684\u8cc7\u5b89\u6f0f\u6d1e\u3002\u9019\u7a2e\u653b\u64ca\u65b9\u6cd5\u5982\u6b64\u5feb\u901f\uff0c\u662f\u56e0\u70ba\u5176\u5229\u7528\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\uff0c\u5feb\u901f\u5438\u6536\u4e26\u5206\u6790\u8cc7\u6599\uff0c\u540c\u6642\u7522\u751f\u6700\u9069\u5408\u7528\u65bc\u4e0b\u4e00\u500b\u653b\u64ca\u968e\u6bb5\u7684\u7d50\u679c\u3002<\/p>\n\n\n\n<!--more-->\n\n\n\n<p>\u53e6\u4e00\u7a2e\u7db2\u8def\u7f6a\u72af\u80fd\u7528\u4f86\u57f7\u884c\u5c0d\u6297\u5f0f\u653b\u64ca\u7684\u65b9\u6cd5\uff0c\u5247\u662f\u900f\u904e\u5c07\u6bc0\u640d\u7684\u8cc7\u6599<a href=\"https:\/\/www.wired.com\/story\/ai-has-a-hallucination-problem-thats-proving-tough-to-fix\/\">\u6ce8\u5165<\/a>\u5230\u4f01\u696d\u7368\u6709\u7684\u904b\u7b97\u6f14\u7b97\u6cd5\u548c\u7d71\u8a08\u6a21\u578b\u4e4b\u4e2d\uff0c\u6df7\u6dc6\u4f01\u696d\u7684 ML \u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u540c\u6a23\u5730\uff0c\u7db2\u8def\u7f6a\u72af\u4e5f\u80fd\u5c07\u60e1\u610f\u7bc4\u4f8b\u6ce8\u5165\u5230\u7121\u5bb3\u7684\u6a94\u6848\u4e2d\uff0c\u85c9\u6b64<a href=\"https:\/\/blog.trendmicro.com\/trendlabs-security-intelligence\/adversarial-sample-generation-making-machine-learning-systems-robust-for-security\/\">\u611f\u67d3 ML \u7684\u8a13\u7df4\u96c6<\/a>\uff0c\u4f7f\u8a13\u7df4\u96c6\u5bb9\u6613\u767c\u751f\u8aa4\u5224\u3002\u76f8\u95dc\u6848\u4f8b\uff1a<a href=\"https:\/\/success.trendmicro.com\/solution\/1114356-emerging-threat-on-ptch-nople\">PTCH_NOPLE \u60e1\u610f\u8edf\u9ad4<\/a>\uff0c\u5176\u51fa\u81ea\u4fee\u88dc\u7a0b\u5f0f\u7cfb\u5217\uff0c\u7528\u65bc\u4fee\u6539 Windows \u6a94\u6848 <em>dnsapi.dll<\/em>\u3002\u67d0\u4e9b\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\u8aa4\u5224\u7387\u8f03\u9ad8\uff0c\u6b63\u662f\u56e0\u70ba\u7121\u5bb3\u7684 <em>dnsapi.dll <\/em>\u6a94\u6848\u906d\u5230 PTCH_NOPLE \u611f\u67d3\u6240\u81f4\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u7db2\u8def\u8cc7\u5b89\u7522\u54c1\u7684\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u4e5f\u53ef\u80fd\u906d\u5165\u4fb5\uff0c\u900f\u904e\u5229\u7528\u906d\u611f\u67d3\u7121\u5bb3\u7684\u53ef\u79fb\u690d\u6027\u53ef\u57f7\u884c (PE) \u6a94\u6848\uff0c\u6216\u7d93\u904e\u60e1\u610f\u7a0b\u5f0f\u78bc\u7de8\u8b6f\u7684\u7121\u5bb3\u4f86\u6e90\u78bc\u3002\u5982\u6b64\u4e00\u4f86\uff0c\u60e1\u610f\u8edf\u9ad4\u958b\u767c\u4eba\u54e1\u4fbf\u80fd\u8b93\u60e1\u610f\u8edf\u9ad4\u7bc4\u4f8b\u770b\u4f3c\u5c0d \u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\u7121\u5bb3\uff0c\u907f\u514d\u88ab\u5075\u6e2c\u70ba\u5e36\u6709\u60e1\u610f\uff0c\u56e0\u70ba\u5176\u6a94\u6848\u7d50\u69cb\u4ecd\u5927\u591a\u4f86\u81ea\u539f\u672c\u7121\u5bb3\u7684\u6a94\u6848\u3002<\/p>\n\n\n\n<p><strong>[<\/strong><strong>\u8acb\u53c3\u95b1\uff1a<\/strong><a href=\"https:\/\/www.trendmicro.com\/vinfo\/us\/security\/news\/security-technology\/using-machine-learning-to-detect-malware-outbreaks-with-limited-samples\"><strong>Using Machine Learning to Detect Malware Outbreaks With Limited\nSamples<\/strong><\/a><strong>]<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><\/h2><\/br>\n\n\n\n<h3 class=\"wp-block-heading\">\u4fdd\u8b77\u6a5f\u5668\u5b78\u7fd2\u8cc7\u5b89\u7cfb\u7d71\u61c9\u63a1\u7528\u7684\u4e09\u500b\u63aa\u65bd<\/h3>\n\n\n\n<p>\u8cc7\u5b89\u89e3\u6c7a\u65b9\u6848\u4f7f\u7528\u7684\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\u61c9\u53d7\u5230\u4fdd\u8b77\uff0c\u9632\u6b62\u5176\u906d\u5230\u5c0d\u6297\u5f0f\u653b\u64ca\u6216\u5165\u4fb5\uff0c\u4ee5\u8a2d\u6cd5\u64f4\u5927\u5a01\u8105\u9632\u8b77\u7bc4\u570d\uff0c\u964d\u4f4e\u8aa4\u5224\u7387\u3002\u90e8\u5206\u5316\u89e3\u6280\u5de7\uff1a<\/p>\n\n\n\n<ol><li><strong>\u70ba\u6e1b\u5c11\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\u7684\u653b\u64ca\u9762\uff0c\u9632\u885b\u61c9\u8a2d\u7acb\u5728\u57fa\u790e\u67b6\u69cb\u7684\u5c64\u9762\u4e0a\u3002<\/strong>\u7db2\u8def\u7f6a\u72af\u53ef\u80fd\u5229\u7528\u514d\u8cbb\u5de5\u5177\u4e2d\u4f9b\u8a66\u7528\u7684\u672c\u6a5f\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u4f86\u4fee\u6539\u7bc4\u4f8b\uff0c\u4ee5\u6b64\u65b9\u5f0f\u523a\u63a2\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\u3002\u70ba\u4f7f\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\u8f03\u4e0d\u5bb9\u6613\u906d\u5230\u523a\u63a2\uff0c\u53ef\u4ee5\u5229\u7528\u50cf\u662f\u5167\u542b <a href=\"https:\/\/www.trendmicro.tw\/business\/xgen-security.html\">\u8da8\u52e2\u79d1\u6280\u7684XGen\u5b89\u5168\u9632\u8b77\u6280\u8853<\/a>\u7684\u7522\u54c1\u7b49\u96f2\u7aef\u578b\u89e3\u6c7a\u65b9\u6848\u4f86\u5075\u6e2c\u4e26\u6514\u622a\u60e1\u610f\u523a\u63a2\u3002\u5982\u679c\u51fa\u73fe\u523a\u63a2\u5617\u8a66\uff0c\u89e3\u6c7a\u65b9\u6848\u6703\u5411\u653b\u64ca\u8005\u986f\u793a\u5047\u9020\u7684\u7d50\u679c\uff0c\u6216\u662f\u7d42\u6b62\u8207\u653b\u64ca\u8005\u6240\u7528\u5e33\u6236\u95dc\u806f\u7684\u7522\u54c1\u6216\u670d\u52d9\u3002<\/li><li><strong>\u70ba\u4e86\u62b5\u6297\u5c0d\u6297\u5f0f\u653b\u64ca\uff0c\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\u61c9\u6253\u9020\u5f97\u66f4\u70ba\u5805\u56fa<\/strong>\u3002\u70ba\u6b64\uff0c\u9996\u5148\u61c9\u5728\u8a2d\u8a08\u968e\u6bb5\u76e1\u65e9\u627e\u51fa\u6f5b\u5728\u7684\u8cc7\u5b89\u6f0f\u6d1e\uff0c\u7cbe\u6e96\u8a2d\u5b9a\u6bcf\u4e00\u9805\u53c3\u6578\u3002\u7b2c\u4e8c\uff0c\u53ef\u4ee5\u7522\u751f\u5c0d\u6297\u5f0f\u7bc4\u4f8b\uff0c\u4ee5\u91cd\u8907\u8a13\u7df4\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\uff0c\u800c\u4e14\u6b64\u7a0b\u5e8f\u61c9\u5728\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\u6574\u500b\u751f\u547d\u9031\u671f\u5167\u6301\u7e8c\u4e0d\u65b7\u5730\u5be6\u4f5c\u3002<\/li><li><strong>\u70ba\u4e86\u6e1b\u5c11\u8aa4\u5224\uff0c\u61c9\u8a72\u4f7f\u7528\u6a5f\u5668\u5b78\u7fd2\u7528\u65bc\u5075\u6e2c\u53ca\u5efa\u7acb\u767d\u540d\u55ae\u7684\u8cc7\u5b89\u89e3\u6c7a\u65b9\u6848\u3002<\/strong>Trend Micro XGen Security \u4f7f\u7528 <a href=\"https:\/\/blog.trendmicro.com\/trendlabs-security-intelligence\/smart-whitelisting-using-locality-sensitive-hashing\/\">\u8da8\u52e2\u79d1\u6280\u5c40\u90e8\u654f\u611f\u96dc\u6e4a (TLSH)<\/a>\uff0c\u6b64\u65b9\u6cd5\u53ef\u7522\u751f\u96dc\u6e4a\u503c\uff0c\u4e26\u63a5\u8457\u5c0d\u96dc\u6e4a\u503c\u9032\u884c\u5206\u6790\uff0c\u627e\u51fa\u76f8\u4f3c\u8655\u3002<\/li><\/ol>\n\n\n\n<p>\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\u5f37\u5316\u5f8c\uff0c\u4fbf\u80fd\u8eb2\u958b\u5c0d\u6297\u5f0f\u653b\u64ca\u3002\u6253\u9020\u5065\u5168\u7684\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\uff0c\u96d6\u7136\u80fd\u6539\u5584\u5075\u6e2c\u8207\u6514\u622a\u7387\uff0c\u4f46\u5149\u9760\u5b83\u4e26\u7121\u6cd5\u89e3\u6c7a\u6240\u6709\u8cc7\u5b89\u554f\u984c\u3002\u9084\u8981\u9760\u591a\u9805\u8cc7\u5b89\u6280\u8853\u8207\u5176\u642d\u914d\u904b\u4f5c\uff0c\u5efa\u7acb\u591a\u5c64\u5f0f\u9632\u8b77\uff0c\u9019\u6a23\u624d\u662f\u5c0d\u6297\u5404\u7a2e\u8cc7\u5b89\u5a01\u8105\u6700\u6709\u6548\u7684\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p>\u25ce\u539f\u6587\u4f86\u6e90::<a href=\"https:\/\/www.trendmicro.com\/vinfo\/us\/security\/news\/security-technology\/new-research-reveals-how-adversarial-attacks-can-subvert-machine-learning-systems\"> New Research Reveals How Adversarial Attacks Can Subvert Machine Learning Systems<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><\/h2><\/br>\n","protected":false},"excerpt":{"rendered":"<p>\u79d1\u5b78 (Science) \u671f\u520a\u6240\u767c\u8868\u7684\u4e00\u4efd\u7814\u7a76\u5831\u544a\u4e2d\uff0c\u63d0\u5230\u53ef\u80fd\u88ab\u7528\u65bc\u7834\u58de\u6a5f\u5668\u5b78\u7fd2 (Machine learn [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_wpscppro_dont_share_socialmedia":false,"_wpscppro_custom_social_share_image":0,"_facebook_share_type":"","_twitter_share_type":"","_linkedin_share_type":"","_pinterest_share_type":"","_linkedin_share_type_page":"","_instagram_share_type":"","_medium_share_type":"","_threads_share_type":"","_google_business_share_type":"","_selected_social_profile":[],"_wpsp_enable_custom_social_template":false,"_wpsp_social_scheduling":{"enabled":false,"datetime":null,"platforms":[],"status":"template_only","dateOption":"today","timeOption":"now","customDays":"","customHours":"","customDate":"","customTime":"","schedulingType":"absolute"},"_wpsp_active_default_template":true},"categories":[3181,3455,3024],"tags":[2959,2961],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/60167"}],"collection":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=60167"}],"version-history":[{"count":0,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/60167\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=60167"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=60167"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=60167"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}