{"id":3443,"date":"2026-01-28T06:32:49","date_gmt":"2026-01-28T06:32:49","guid":{"rendered":"https:\/\/umaax.com\/shenmeshiduikangyangbenadversarialexamplesaibaikezhishi\/"},"modified":"2026-01-28T06:32:49","modified_gmt":"2026-01-28T06:32:49","slug":"shenmeshiduikangyangbenadversarialexamplesaibaikezhishi","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/shenmeshiduikangyangbenadversarialexamplesaibaikezhishi\/","title":{"rendered":"\u4ec0\u4e48\u662f\u5bf9\u6297\u6837\u672c\uff08Adversarial Examples\uff09 \u2013 AI\u767e\u79d1\u77e5\u8bc6"},"content":{"rendered":"<p>\u5bf9\u6297\u6837\u672c\uff08Adversarial Examples\uff09\u4f5c\u4e3a\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u4e00\u4e2a\u72ec\u7279\u73b0\u8c61\uff0c\u901a\u8fc7\u5728\u8f93\u5165\u6570\u636e\u4e2d\u5de7\u5999\u5730\u690d\u5165\u96be\u4ee5\u5bdf\u89c9\u7684\u6270\u52a8\uff0c\u80fd\u8bef\u5bfc\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u505a\u51fa\u9519\u8bef\u7684\u9884\u6d4b\u3002\u63ed\u793a\u4e86\u5f53\u524d\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u8106\u5f31\u6027\uff0c\u4e5f\u6fc0\u53d1\u4e86\u5bf9\u6a21\u578b\u9c81\u68d2\u6027\u63d0\u5347\u7684\u6df1\u5165\u7814\u7a76\u3002\u968f\u7740\u5bf9\u6297\u6837\u672c\u6280\u672f\u7684\u53d1\u5c55\uff0c\u5bf9\u6297\u6837\u672c\u6280\u672f\u6b63\u9010\u6e10\u6210\u4e3a\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u6027\u548c\u53ef\u9760\u6027\u7814\u7a76\u7684\u91cd\u8981\u529b\u91cf\uff0c\u5bf9\u672a\u6765\u667a\u80fd\u7cfb\u7edf\u7684\u8bbe\u8ba1\u548c\u90e8\u7f72\u4ea7\u751f\u6df1\u8fdc\u5f71\u54cd\u3002<\/p>\n<h2>\u4ec0\u4e48\u662f\u5bf9\u6297\u6837\u672c<\/h2>\n<p>\u5bf9\u6297\u6837\u672c\uff08Adversarial Examples\uff09 \u662f\u6545\u610f\u8bbe\u8ba1\u7684\u6570\u636e\u70b9\uff0c\u901a\u8fc7\u5728\u539f\u59cb\u6837\u672c\u4e2d\u52a0\u5165\u5fae\u5c0f\u3001\u96be\u4ee5\u5bdf\u89c9\u7684\u6270\u52a8\uff0c\u5bfc\u81f4\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5c24\u5176\u662f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4ee5\u9ad8\u7f6e\u4fe1\u5ea6\u7ed9\u51fa\u9519\u8bef\u7684\u9884\u6d4b\u3002\u8fd9\u4e9b\u6837\u672c\u5728\u4eba\u7c7b\u89c2\u5bdf\u8005\u770b\u6765\u4e0e\u6b63\u5e38\u6837\u672c\u65e0\u5f02\uff0c\u4f46\u6a21\u578b\u5374\u53ef\u80fd\u505a\u51fa\u622a\u7136\u4e0d\u540c\u7684\u5224\u65ad\u3002\u5bf9\u6297\u6837\u672c\u7684\u5b58\u5728\u63ed\u793a\u4e86\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u8106\u5f31\u6027\uff0c\u4fc3\u8fdb\u4e86\u5bf9\u6a21\u578b\u9c81\u68d2\u6027\u7684\u7814\u7a76\u3002<\/p>\n<h2>\u5bf9\u6297\u6837\u672c\u7684\u5de5\u4f5c\u539f\u7406<\/h2>\n<p>\u5bf9\u6297\u6837\u672c\u7684\u5de5\u4f5c\u539f\u7406\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u5185\u90e8\u7279\u6027\uff0c\u5c24\u5176\u662f\u5bf9\u8f93\u5165\u6570\u636e\u7684\u9ad8\u7ef4\u8868\u793a\u3002\u8fd9\u4e9b\u6a21\u578b\u901a\u5e38\u5305\u542b\u591a\u4e2a\u5c42\uff0c\u6bcf\u5c42\u901a\u8fc7\u5b66\u4e60\u6570\u636e\u7684\u590d\u6742\u7279\u5f81\u6765\u63d0\u53d6\u4fe1\u606f\u3002\u5bf9\u6297\u6837\u672c\u5229\u7528\u4e86\u6a21\u578b\u5bf9\u8f93\u5165\u7684\u654f\u611f\u6027\uff0c\u901a\u8fc7\u7cbe\u5fc3\u8ba1\u7b97\u7684\u5fae\u5c0f\u6270\u52a8\u6765\u6b3a\u9a97\u6a21\u578b\u3002\u8fd9\u4e9b\u6270\u52a8\u5728\u4eba\u7c7b\u89c6\u89c9\u4e2d\u51e0\u4e4e\u4e0d\u53ef\u5bdf\u89c9\uff0c\u4f46\u8db3\u4ee5\u5728\u6a21\u578b\u7684\u51b3\u7b56\u8fb9\u754c\u9644\u8fd1\u63a8\u52a8\u6570\u636e\u70b9\uff0c\u4f7f\u5176\u88ab\u9519\u8bef\u5206\u7c7b\u3002<\/p>\n<p>\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\uff0c\u653b\u51fb\u8005\u4f1a\u8ba1\u7b97\u76ee\u6807\u6a21\u578b\u7684\u68af\u5ea6\uff0c\u8fd9\u662f\u635f\u5931\u51fd\u6570\u5bf9\u8f93\u5165\u6570\u636e\u7684\u654f\u611f\u5ea6\u6307\u6807\u3002\u901a\u8fc7\u5728\u635f\u5931\u51fd\u6570\u589e\u52a0\u7684\u65b9\u5411\u4e0a\u8c03\u6574\u8f93\u5165\u6570\u636e\uff0c\u53ef\u4ee5\u6784\u5efa\u51fa\u5bf9\u6297\u6837\u672c\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u4ee5\u662f\u4e00\u6b65\u7684\uff0c\u4e5f\u53ef\u4ee5\u662f\u591a\u6b65\u8fed\u4ee3\u7684\uff0c\u540e\u8005\u901a\u5e38\u88ab\u79f0\u4e3a\u5bf9\u6297\u8bad\u7ec3\u3002\u5bf9\u6297\u6837\u672c\u7684\u751f\u6210\u901a\u5e38\u9700\u8981\u5bf9\u6a21\u578b\u7684\u7ed3\u6784\u548c\u53c2\u6570\u6709\u4e00\u5b9a\u7684\u4e86\u89e3\uff0c\u8fd9\u79cd\u653b\u51fb\u65b9\u5f0f\u88ab\u79f0\u4e3a\u767d\u76d2\u653b\u51fb\u3002\u5373\u4f7f\u5728\u6ca1\u6709\u6a21\u578b\u5185\u90e8\u4fe1\u606f\u7684\u60c5\u51b5\u4e0b\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u9ed1\u76d2\u653b\u51fb\u751f\u6210\u6709\u6548\u7684\u5bf9\u6297\u6837\u672c\u3002<\/p>\n<h2>\u5bf9\u6297\u6837\u672c\u7684\u4e3b\u8981\u5e94\u7528<\/h2>\n<p>\u5bf9\u6297\u6837\u672c\u5728\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u6709\u591a\u4e2a\u4e3b\u8981\u5e94\u7528\uff0c\u4e3b\u8981\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u5b89\u5168\u6027\u6d4b\u8bd5\u4e0e\u589e\u5f3a<\/strong>\uff1a\u5bf9\u6297\u6837\u672c\u88ab\u7528\u6765\u6d4b\u8bd5\u548c\u589e\u5f3a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u5b89\u5168\u6027\u548c\u9c81\u68d2\u6027\u3002\u901a\u8fc7\u751f\u6210\u5bf9\u6297\u6837\u672c\u5e76\u8bc4\u4f30\u6a21\u578b\u5bf9\u8fd9\u4e9b\u6837\u672c\u7684\u53cd\u5e94\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u8bc6\u522b\u548c\u4fee\u590d\u6a21\u578b\u7684\u6f5c\u5728\u5f31\u70b9\u3002<\/li>\n<li><strong>\u6a21\u578b\u8bc4\u4f30<\/strong>\uff1a\u5bf9\u6297\u6837\u672c\u63d0\u4f9b\u4e86\u4e00\u79cd\u8bc4\u4f30\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u7684\u65b9\u6cd5\u3002\u5982\u679c\u6a21\u578b\u5bf9\u5bf9\u6297\u6837\u672c\u7684\u9884\u6d4b\u8868\u73b0\u4e0d\u4f73\uff0c\u8fd9\u53ef\u80fd\u8868\u660e\u6a21\u578b\u8fc7\u4e8e\u4f9d\u8d56\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u7279\u5b9a\u7279\u5f81\uff0c\u800c\u4e0d\u662f\u5b66\u4e60\u5230\u66f4\u4e00\u822c\u7684\u6a21\u5f0f\u3002<\/li>\n<li><strong>\u5bf9\u6297\u8bad\u7ec3<\/strong>\uff1a\u5728\u5bf9\u6297\u8bad\u7ec3\u4e2d\uff0c\u6a21\u578b\u88ab\u8bad\u7ec3\u4ee5\u8bc6\u522b\u548c\u62b5\u6297\u5bf9\u6297\u6837\u672c\u3002\u901a\u8fc7\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u52a0\u5165\u5bf9\u6297\u6837\u672c\uff0c\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u5bf9\u6b64\u7c7b\u653b\u51fb\u7684\u62b5\u6297\u529b\u3002<\/li>\n<li><strong>\u6570\u636e\u6e05\u6d17<\/strong>\uff1a\u5bf9\u6297\u6837\u672c\u7684\u6982\u5ff5\u4e5f\u88ab\u7528\u4e8e\u6570\u636e\u6e05\u6d17\uff0c\u8bc6\u522b\u548c\u6392\u9664\u53ef\u80fd\u8bef\u5bfc\u6a21\u578b\u8bad\u7ec3\u7684\u6570\u636e\u70b9\u3002<\/li>\n<li><strong>\u534a\u76d1\u7763\u5b66\u4e60<\/strong>\uff1a\u5bf9\u6297\u6837\u672c\u53ef\u7528\u4e8e\u534a\u76d1\u7763\u5b66\u4e60\uff0c\u901a\u8fc7\u751f\u6210\u63a5\u8fd1\u672a\u6807\u8bb0\u6570\u636e\u70b9\u7684\u5bf9\u6297\u6837\u672c\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u5b66\u4e60\u6570\u636e\u7684\u6f5c\u5728\u7ed3\u6784\u3002<\/li>\n<li><strong>\u6a21\u578b\u89e3\u91ca\u6027<\/strong>\uff1a\u5bf9\u6297\u6837\u672c\u6709\u52a9\u4e8e\u7406\u89e3\u6a21\u578b\u7684\u51b3\u7b56\u8fc7\u7a0b\u3002\u901a\u8fc7\u5206\u6790\u54ea\u4e9b\u5fae\u5c0f\u53d8\u5316\u4f1a\u5f71\u54cd\u6a21\u578b\u7684\u8f93\u51fa\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u66f4\u6df1\u5165\u5730\u4e86\u89e3\u6a21\u578b\u662f\u5982\u4f55\u505a\u51fa\u9884\u6d4b\u7684\u3002<\/li>\n<li><strong>\u653b\u51fb\u68c0\u6d4b\u4e0e\u9632\u5fa1<\/strong>\uff1a\u5bf9\u6297\u6837\u672c\u7684\u7814\u7a76\u4fc3\u8fdb\u4e86\u5f00\u53d1\u66f4\u6709\u6548\u7684\u653b\u51fb\u68c0\u6d4b\u548c\u9632\u5fa1\u673a\u5236\uff0c\u4fdd\u62a4\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u514d\u53d7\u6076\u610f\u653b\u51fb\u3002<\/li>\n<li><strong>\u4eba\u5de5\u667a\u80fd\u4f26\u7406\u548c\u653f\u7b56\u5236\u5b9a<\/strong>\uff1a\u5bf9\u6297\u6837\u672c\u7684\u5b58\u5728\u548c\u5f71\u54cd\u4e5f\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u4f26\u7406\u548c\u653f\u7b56\u5236\u5b9a\u4ea7\u751f\u5f71\u54cd\uff0c\u4fc3\u4f7f\u5236\u5b9a\u8005\u8003\u8651\u5982\u4f55\u786e\u4fddAI\u7cfb\u7edf\u7684\u5b89\u5168\u6027\u548c\u53ef\u9760\u6027\u3002<\/li>\n<\/ul>\n<h2>\u5bf9\u6297\u6837\u672c\u9762\u4e34\u7684\u6311\u6218<\/h2>\n<p>\u5bf9\u6297\u6837\u672c\u7684\u7814\u7a76\u548c\u5e94\u7528\u9762\u4e34\u51e0\u4e2a\u4e3b\u8981\u6311\u6218\uff1a<\/p>\n<ul>\n<li><strong>\u68c0\u6d4b\u96be\u5ea6<\/strong>\uff1a\u5bf9\u6297\u6837\u672c\u901a\u5e38\u8bbe\u8ba1\u5f97\u975e\u5e38\u5fae\u5999\uff0c\u4ee5\u81f3\u4e8e\u4e0e\u6b63\u5e38\u6837\u672c\u5728\u89c6\u89c9\u4e0a\u51e0\u4e4e\u65e0\u6cd5\u533a\u5206\uff0c\u4f7f\u5f97\u4ec5\u51ed\u89c2\u5bdf\u96be\u4ee5\u68c0\u6d4b\u5230\u5b83\u4eec\u7684\u5b58\u5728\u3002<\/li>\n<li><strong>\u6a21\u578b\u9c81\u68d2\u6027<\/strong>\uff1a\u63d0\u9ad8\u6a21\u578b\u5bf9\u5bf9\u6297\u6837\u672c\u7684\u9c81\u68d2\u6027\u662f\u4e00\u4e2a\u590d\u6742\u7684\u8fc7\u7a0b\uff0c\u9700\u8981\u6df1\u5165\u7406\u89e3\u6a21\u578b\u7684\u51b3\u7b56\u8fb9\u754c\u4ee5\u53ca\u5982\u4f55\u901a\u8fc7\u8bad\u7ec3\u6765\u5f3a\u5316\u8fd9\u4e9b\u8fb9\u754c\u3002<\/li>\n<li><strong>\u6cdb\u5316\u80fd\u529b<\/strong>\uff1a\u5373\u4f7f\u6a21\u578b\u5728\u8bad\u7ec3\u6570\u636e\u4e0a\u5bf9\u5bf9\u6297\u6837\u672c\u8868\u73b0\u51fa\u9c81\u68d2\u6027\uff0c\u4e5f\u96be\u4ee5\u4fdd\u8bc1\u5176\u5728\u672a\u77e5\u6570\u636e\u4e0a\u540c\u6837\u6709\u6548\uff0c\u8fd9\u6d89\u53ca\u5230\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/li>\n<li><strong>\u8ba1\u7b97\u8d44\u6e90<\/strong>\uff1a\u751f\u6210\u6709\u6548\u7684\u5bf9\u6297\u6837\u672c\u901a\u5e38\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u590d\u6742\u7684\u6a21\u578b\u548c\u9ad8\u7ef4\u6570\u636e\u3002<\/li>\n<li><strong>\u5bf9\u6297\u6027\u653b\u51fb\u7684\u6f14\u53d8<\/strong>\uff1a\u968f\u7740\u5bf9\u6297\u6837\u672c\u68c0\u6d4b\u6280\u672f\u7684\u8fdb\u6b65\uff0c\u653b\u51fb\u8005\u4e5f\u5728\u4e0d\u65ad\u53d1\u5c55\u65b0\u7684\u653b\u51fb\u7b56\u7565\uff0c\u5bfc\u81f4\u4e86\u4e00\u79cd\u6301\u7eed\u7684\u653b\u9632\u5bf9\u6297\u3002<\/li>\n<li><strong>\u9632\u5fa1\u7b56\u7565\u7684\u8bc4\u4f30<\/strong>\uff1a\u8bc4\u4f30\u4e00\u4e2a\u6a21\u578b\u6216\u9632\u5fa1\u7b56\u7565\u5bf9\u5bf9\u6297\u6837\u672c\u7684\u6709\u6548\u6027\u662f\u56f0\u96be\u7684\uff0c\u56e0\u4e3a\u6ca1\u6709\u7edf\u4e00\u7684\u6807\u51c6\u6216\u6d4b\u8bd5\u534f\u8bae\u3002<\/li>\n<li><strong>\u6570\u636e\u548c\u6a21\u578b\u7684\u9690\u79c1<\/strong>\uff1a\u5bf9\u6297\u6837\u672c\u7684\u7814\u7a76\u53ef\u80fd\u66b4\u9732\u654f\u611f\u6570\u636e\u548c\u6a21\u578b\u4fe1\u606f\uff0c\u5728\u5904\u7406\u9690\u79c1\u654f\u611f\u7684\u5e94\u7528\u65f6\u5c24\u5176\u6210\u95ee\u9898\u3002<\/li>\n<li><strong>\u5b9e\u9645\u5e94\u7528\u7684\u53ef\u884c\u6027<\/strong>\uff1a\u5728\u73b0\u5b9e\u4e16\u754c\u7684\u5e94\u7528\u4e2d\uff0c\u90e8\u7f72\u80fd\u591f\u62b5\u5fa1\u5bf9\u6297\u6837\u672c\u7684\u6a21\u578b\u53ef\u80fd\u4f1a\u56e0\u4e3a\u8d44\u6e90\u9650\u5236\u3001\u6027\u80fd\u4e0b\u964d\u6216\u5b9e\u65f6\u6027\u8981\u6c42\u800c\u53d8\u5f97\u590d\u6742\u3002<\/li>\n<li><strong>\u4f26\u7406\u548c\u6cd5\u5f8b\u95ee\u9898<\/strong>\uff1a\u5bf9\u6297\u6837\u672c\u53ef\u80fd\u88ab\u7528\u4e8e\u6076\u610f\u76ee\u7684\uff0c\u8fd9\u5f15\u53d1\u4e86\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u4f26\u7406\u548c\u6cd5\u5f8b\u8d23\u4efb\u7684\u91cd\u8981\u8ba8\u8bba\u3002<\/li>\n<li><strong>\u8de8\u9886\u57df\u5f71\u54cd<\/strong>\uff1a\u5bf9\u6297\u6837\u672c\u7684\u7814\u7a76\u4e0d\u4ec5\u5f71\u54cd\u673a\u5668\u5b66\u4e60\u9886\u57df\uff0c\u8fd8\u53ef\u80fd\u5bf9\u5176\u4ed6\u9886\u57df\u4ea7\u751f\u5f71\u54cd\uff0c\u5982\u7f51\u7edc\u5b89\u5168\u3001\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u7b49\uff0c\u8fd9\u8981\u6c42\u8de8\u5b66\u79d1\u7684\u5408\u4f5c\u548c\u7406\u89e3\u3002<\/li>\n<\/ul>\n<h2>\u5bf9\u6297\u6837\u672c\u7684\u53d1\u5c55\u524d\u666f<\/h2>\n<p>\u5bf9\u6297\u6837\u672c\u4f5c\u4e3a\u673a\u5668\u5b66\u4e60\u5c24\u5176\u662f\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u4e00\u4e2a\u91cd\u8981\u7814\u7a76\u65b9\u5411\uff0c\u5176\u53d1\u5c55\u524d\u666f\u5e7f\u9614\u3002\u672a\u6765\u7814\u7a76\u5c06\u805a\u7126\u4e8e\u5f00\u53d1\u66f4\u9ad8\u6548\u7684\u7b97\u6cd5\u6765\u751f\u6210\u548c\u68c0\u6d4b\u5bf9\u6297\u6837\u672c\uff0c\u540c\u65f6\u63d0\u5347\u6a21\u578b\u7684\u9c81\u68d2\u6027\u3002\u5bf9\u6297\u8bad\u7ec3\u7b49\u6280\u672f\u5c06\u8fdb\u4e00\u6b65\u4f18\u5316\uff0c\u4ee5\u589e\u5f3a\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u7a33\u5b9a\u6027\u548c\u5b89\u5168\u6027\u3002\u968f\u7740\u7814\u7a76\u7684\u6df1\u5165\uff0c\u5bf9\u6297\u6837\u672c\u6709\u671b\u6210\u4e3a\u63d0\u5347AI\u7cfb\u7edf\u6cdb\u5316\u80fd\u529b\u548c\u89e3\u91ca\u6027\u7684\u5173\u952e\u5de5\u5177\uff0c\u540c\u65f6\u5728\u4f26\u7406\u548c\u6cd5\u5f8b\u5c42\u9762\u4e5f\u5c06\u5f15\u53d1\u66f4\u591a\u8ba8\u8bba\uff0c\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u7684\u8d1f\u8d23\u4efb\u53d1\u5c55\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u5bf9\u6297\u6837\u672c\uff08Adversarial Examples\uff09\u4f5c\u4e3a\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u4e00\u4e2a\u72ec\u7279\u73b0\u8c61\uff0c\u901a\u8fc7\u5728\u8f93\u5165\u6570\u636e\u4e2d\u5de7\u5999\u5730\u690d\u5165\u96be\u4ee5\u5bdf\u89c9\u7684\u6270\u52a8\uff0c\u80fd\u8bef\u5bfc\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u505a\u51fa\u9519\u8bef\u7684\u9884\u6d4b\u3002\u63ed\u793a\u4e86\u5f53\u524d\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u8106\u5f31\u6027\uff0c\u4e5f\u6fc0\u53d1\u4e86\u5bf9\u6a21\u578b\u9c81\u68d2\u6027\u63d0\u5347\u7684\u6df1\u5165\u7814\u7a76\u3002\u968f\u7740\u5bf9\u6297\u6837\u672c\u6280\u672f\u7684\u53d1\u5c55\uff0c\u5bf9\u6297\u6837\u672c\u6280\u672f\u6b63\u9010\u6e10\u6210\u4e3a\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u5b89\u5168\u6027\u548c\u53ef\u9760\u6027\u7814\u7a76\u7684\u91cd\u8981\u529b\u91cf\uff0c\u5bf9\u672a\u6765\u667a\u80fd\u7cfb\u7edf\u7684\u8bbe\u8ba1\u548c\u90e8\u7f72\u4ea7\u751f\u6df1\u8fdc\u5f71\u54cd\u3002 \u4ec0\u4e48\u662f\u5bf9\u6297\u6837\u672c \u5bf9\u6297\u6837\u672c\uff08Adversarial Examples\uff09 \u662f\u6545\u610f\u8bbe\u8ba1\u7684\u6570\u636e\u70b9\uff0c\u901a\u8fc7\u5728\u539f\u59cb\u6837\u672c\u4e2d\u52a0\u5165\u5fae\u5c0f\u3001\u96be\u4ee5\u5bdf\u89c9\u7684\u6270\u52a8\uff0c\u5bfc\u81f4\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5c24\u5176\u662f\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4ee5\u9ad8\u7f6e\u4fe1\u5ea6\u7ed9\u51fa\u9519\u8bef\u7684\u9884\u6d4b\u3002\u8fd9\u4e9b\u6837\u672c\u5728\u4eba\u7c7b\u89c2\u5bdf\u8005\u770b\u6765\u4e0e\u6b63\u5e38\u6837\u672c\u65e0\u5f02\uff0c\u4f46\u6a21\u578b\u5374\u53ef\u80fd\u505a\u51fa\u622a\u7136\u4e0d\u540c\u7684\u5224\u65ad\u3002\u5bf9\u6297\u6837\u672c\u7684\u5b58\u5728\u63ed\u793a\u4e86\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u8106\u5f31\u6027\uff0c\u4fc3\u8fdb\u4e86\u5bf9\u6a21\u578b\u9c81\u68d2\u6027\u7684\u7814\u7a76\u3002 \u5bf9\u6297\u6837\u672c\u7684\u5de5\u4f5c\u539f\u7406 \u5bf9\u6297\u6837\u672c\u7684\u5de5\u4f5c\u539f\u7406\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u5185\u90e8\u7279\u6027\uff0c\u5c24\u5176\u662f\u5bf9\u8f93\u5165\u6570\u636e\u7684\u9ad8\u7ef4\u8868\u793a\u3002\u8fd9\u4e9b\u6a21\u578b\u901a\u5e38\u5305\u542b\u591a\u4e2a\u5c42\uff0c\u6bcf\u5c42\u901a\u8fc7\u5b66\u4e60\u6570\u636e\u7684\u590d\u6742\u7279\u5f81\u6765\u63d0\u53d6\u4fe1\u606f\u3002\u5bf9\u6297\u6837\u672c\u5229\u7528\u4e86\u6a21\u578b\u5bf9\u8f93\u5165\u7684\u654f\u611f\u6027\uff0c\u901a\u8fc7\u7cbe\u5fc3\u8ba1\u7b97\u7684\u5fae\u5c0f\u6270\u52a8\u6765\u6b3a\u9a97\u6a21\u578b\u3002\u8fd9\u4e9b\u6270\u52a8\u5728\u4eba\u7c7b\u89c6\u89c9\u4e2d\u51e0\u4e4e\u4e0d\u53ef\u5bdf\u89c9\uff0c\u4f46\u8db3\u4ee5\u5728\u6a21\u578b\u7684\u51b3\u7b56\u8fb9\u754c\u9644\u8fd1\u63a8\u52a8\u6570\u636e\u70b9\uff0c\u4f7f\u5176\u88ab\u9519\u8bef\u5206\u7c7b\u3002 \u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d\uff0c\u653b\u51fb\u8005\u4f1a\u8ba1\u7b97\u76ee\u6807\u6a21\u578b\u7684\u68af\u5ea6\uff0c\u8fd9\u662f\u635f\u5931\u51fd\u6570\u5bf9\u8f93\u5165\u6570\u636e\u7684\u654f\u611f\u5ea6\u6307\u6807\u3002\u901a\u8fc7\u5728\u635f\u5931\u51fd\u6570\u589e\u52a0\u7684\u65b9\u5411\u4e0a\u8c03\u6574\u8f93\u5165\u6570\u636e\uff0c\u53ef\u4ee5\u6784\u5efa\u51fa\u5bf9\u6297\u6837\u672c\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u4ee5\u662f\u4e00\u6b65\u7684\uff0c\u4e5f\u53ef\u4ee5\u662f\u591a\u6b65\u8fed\u4ee3\u7684\uff0c\u540e\u8005\u901a\u5e38\u88ab\u79f0\u4e3a\u5bf9\u6297\u8bad\u7ec3\u3002\u5bf9\u6297\u6837\u672c\u7684\u751f\u6210\u901a\u5e38\u9700\u8981\u5bf9\u6a21\u578b\u7684\u7ed3\u6784\u548c\u53c2\u6570\u6709\u4e00\u5b9a\u7684\u4e86\u89e3\uff0c\u8fd9\u79cd\u653b\u51fb\u65b9\u5f0f\u88ab\u79f0\u4e3a\u767d\u76d2\u653b\u51fb\u3002\u5373\u4f7f\u5728\u6ca1\u6709\u6a21\u578b\u5185\u90e8\u4fe1\u606f\u7684\u60c5\u51b5\u4e0b\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u9ed1\u76d2\u653b\u51fb\u751f\u6210\u6709\u6548\u7684\u5bf9\u6297\u6837\u672c\u3002 \u5bf9\u6297\u6837\u672c\u7684\u4e3b\u8981\u5e94\u7528 \u5bf9\u6297\u6837\u672c\u5728\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u6709\u591a\u4e2a\u4e3b\u8981\u5e94\u7528\uff0c\u4e3b\u8981\u5305\u62ec\uff1a \u5b89\u5168\u6027\u6d4b\u8bd5\u4e0e\u589e\u5f3a\uff1a\u5bf9\u6297\u6837\u672c\u88ab\u7528\u6765\u6d4b\u8bd5\u548c\u589e\u5f3a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u5b89\u5168\u6027\u548c\u9c81\u68d2\u6027\u3002\u901a\u8fc7\u751f\u6210\u5bf9\u6297\u6837\u672c\u5e76\u8bc4\u4f30\u6a21\u578b\u5bf9\u8fd9\u4e9b\u6837\u672c\u7684\u53cd\u5e94\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u8bc6\u522b\u548c\u4fee\u590d\u6a21\u578b\u7684\u6f5c\u5728\u5f31\u70b9\u3002 \u6a21\u578b\u8bc4\u4f30\uff1a\u5bf9\u6297\u6837\u672c\u63d0\u4f9b\u4e86\u4e00\u79cd\u8bc4\u4f30\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u7684\u65b9\u6cd5\u3002\u5982\u679c\u6a21\u578b\u5bf9\u5bf9\u6297\u6837\u672c\u7684\u9884\u6d4b\u8868\u73b0\u4e0d\u4f73\uff0c\u8fd9\u53ef\u80fd\u8868\u660e\u6a21\u578b\u8fc7\u4e8e\u4f9d\u8d56\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u7279\u5b9a\u7279\u5f81\uff0c\u800c\u4e0d\u662f\u5b66\u4e60\u5230\u66f4\u4e00\u822c\u7684\u6a21\u5f0f\u3002 \u5bf9\u6297\u8bad\u7ec3\uff1a\u5728\u5bf9\u6297\u8bad\u7ec3\u4e2d\uff0c\u6a21\u578b\u88ab\u8bad\u7ec3\u4ee5\u8bc6\u522b\u548c\u62b5\u6297\u5bf9\u6297\u6837\u672c\u3002\u901a\u8fc7\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u52a0\u5165\u5bf9\u6297\u6837\u672c\uff0c\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u5bf9\u6b64\u7c7b\u653b\u51fb\u7684\u62b5\u6297\u529b\u3002 \u6570\u636e\u6e05\u6d17\uff1a\u5bf9\u6297\u6837\u672c\u7684\u6982\u5ff5\u4e5f\u88ab\u7528\u4e8e\u6570\u636e\u6e05\u6d17\uff0c\u8bc6\u522b\u548c\u6392\u9664\u53ef\u80fd\u8bef\u5bfc\u6a21\u578b\u8bad\u7ec3\u7684\u6570\u636e\u70b9\u3002 \u534a\u76d1\u7763\u5b66\u4e60\uff1a\u5bf9\u6297\u6837\u672c\u53ef\u7528\u4e8e\u534a\u76d1\u7763\u5b66\u4e60\uff0c\u901a\u8fc7\u751f\u6210\u63a5\u8fd1\u672a\u6807\u8bb0\u6570\u636e\u70b9\u7684\u5bf9\u6297\u6837\u672c\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u5b66\u4e60\u6570\u636e\u7684\u6f5c\u5728\u7ed3\u6784\u3002 \u6a21\u578b\u89e3\u91ca\u6027\uff1a\u5bf9\u6297\u6837\u672c\u6709\u52a9\u4e8e\u7406\u89e3\u6a21\u578b\u7684\u51b3\u7b56\u8fc7\u7a0b\u3002\u901a\u8fc7\u5206\u6790\u54ea\u4e9b\u5fae\u5c0f\u53d8\u5316\u4f1a\u5f71\u54cd\u6a21\u578b\u7684\u8f93\u51fa\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u66f4\u6df1\u5165\u5730\u4e86\u89e3\u6a21\u578b\u662f\u5982\u4f55\u505a\u51fa\u9884\u6d4b\u7684\u3002 \u653b\u51fb\u68c0\u6d4b\u4e0e\u9632\u5fa1\uff1a\u5bf9\u6297\u6837\u672c\u7684\u7814\u7a76\u4fc3\u8fdb\u4e86\u5f00\u53d1\u66f4\u6709\u6548\u7684\u653b\u51fb\u68c0\u6d4b\u548c\u9632\u5fa1\u673a\u5236\uff0c\u4fdd\u62a4\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u514d\u53d7\u6076\u610f\u653b\u51fb\u3002 \u4eba\u5de5\u667a\u80fd\u4f26\u7406\u548c\u653f\u7b56\u5236\u5b9a\uff1a\u5bf9\u6297\u6837\u672c\u7684\u5b58\u5728\u548c\u5f71\u54cd\u4e5f\u5bf9\u4eba\u5de5\u667a\u80fd\u7684\u4f26\u7406\u548c\u653f\u7b56\u5236\u5b9a\u4ea7\u751f\u5f71\u54cd\uff0c\u4fc3\u4f7f\u5236\u5b9a\u8005\u8003\u8651\u5982\u4f55\u786e\u4fddAI\u7cfb\u7edf\u7684\u5b89\u5168\u6027\u548c\u53ef\u9760\u6027\u3002 \u5bf9\u6297\u6837\u672c\u9762\u4e34\u7684\u6311\u6218 \u5bf9\u6297\u6837\u672c\u7684\u7814\u7a76\u548c\u5e94\u7528\u9762\u4e34\u51e0\u4e2a\u4e3b\u8981\u6311\u6218\uff1a \u68c0\u6d4b\u96be\u5ea6\uff1a\u5bf9\u6297\u6837\u672c\u901a\u5e38\u8bbe\u8ba1\u5f97\u975e\u5e38\u5fae\u5999\uff0c\u4ee5\u81f3\u4e8e\u4e0e\u6b63\u5e38\u6837\u672c\u5728\u89c6\u89c9\u4e0a\u51e0\u4e4e\u65e0\u6cd5\u533a\u5206\uff0c\u4f7f\u5f97\u4ec5\u51ed\u89c2\u5bdf\u96be\u4ee5\u68c0\u6d4b\u5230\u5b83\u4eec\u7684\u5b58\u5728\u3002 \u6a21\u578b\u9c81\u68d2\u6027\uff1a\u63d0\u9ad8\u6a21\u578b\u5bf9\u5bf9\u6297\u6837\u672c\u7684\u9c81\u68d2\u6027\u662f\u4e00\u4e2a\u590d\u6742\u7684\u8fc7\u7a0b\uff0c\u9700\u8981\u6df1\u5165\u7406\u89e3\u6a21\u578b\u7684\u51b3\u7b56\u8fb9\u754c\u4ee5\u53ca\u5982\u4f55\u901a\u8fc7\u8bad\u7ec3\u6765\u5f3a\u5316\u8fd9\u4e9b\u8fb9\u754c\u3002 \u6cdb\u5316\u80fd\u529b\uff1a\u5373\u4f7f\u6a21\u578b\u5728\u8bad\u7ec3\u6570\u636e\u4e0a\u5bf9\u5bf9\u6297\u6837\u672c\u8868\u73b0\u51fa\u9c81\u68d2\u6027\uff0c\u4e5f\u96be\u4ee5\u4fdd\u8bc1\u5176\u5728\u672a\u77e5\u6570\u636e\u4e0a\u540c\u6837\u6709\u6548\uff0c\u8fd9\u6d89\u53ca\u5230\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002 \u8ba1\u7b97\u8d44\u6e90\uff1a\u751f\u6210\u6709\u6548\u7684\u5bf9\u6297\u6837\u672c\u901a\u5e38\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u590d\u6742\u7684\u6a21\u578b\u548c\u9ad8\u7ef4\u6570\u636e\u3002 \u5bf9\u6297\u6027\u653b\u51fb\u7684\u6f14\u53d8\uff1a\u968f\u7740\u5bf9\u6297\u6837\u672c\u68c0\u6d4b\u6280\u672f\u7684\u8fdb\u6b65\uff0c\u653b\u51fb\u8005\u4e5f\u5728\u4e0d\u65ad\u53d1\u5c55\u65b0\u7684\u653b\u51fb\u7b56\u7565\uff0c\u5bfc\u81f4\u4e86\u4e00\u79cd\u6301\u7eed\u7684\u653b\u9632\u5bf9\u6297\u3002 \u9632\u5fa1\u7b56\u7565\u7684\u8bc4\u4f30\uff1a\u8bc4\u4f30\u4e00\u4e2a\u6a21\u578b\u6216\u9632\u5fa1\u7b56\u7565\u5bf9\u5bf9\u6297\u6837\u672c\u7684\u6709\u6548\u6027\u662f\u56f0\u96be\u7684\uff0c\u56e0\u4e3a\u6ca1\u6709\u7edf\u4e00\u7684\u6807\u51c6\u6216\u6d4b\u8bd5\u534f\u8bae\u3002 \u6570\u636e\u548c\u6a21\u578b\u7684\u9690\u79c1\uff1a\u5bf9\u6297\u6837\u672c\u7684\u7814\u7a76\u53ef\u80fd\u66b4\u9732\u654f\u611f\u6570\u636e\u548c\u6a21\u578b\u4fe1\u606f\uff0c\u5728\u5904\u7406\u9690\u79c1\u654f\u611f\u7684\u5e94\u7528\u65f6\u5c24\u5176\u6210\u95ee\u9898\u3002 \u5b9e\u9645\u5e94\u7528\u7684\u53ef\u884c\u6027\uff1a\u5728\u73b0\u5b9e\u4e16\u754c\u7684\u5e94\u7528\u4e2d\uff0c\u90e8\u7f72\u80fd\u591f\u62b5\u5fa1\u5bf9\u6297\u6837\u672c\u7684\u6a21\u578b\u53ef\u80fd\u4f1a\u56e0\u4e3a\u8d44\u6e90\u9650\u5236\u3001\u6027\u80fd\u4e0b\u964d\u6216\u5b9e\u65f6\u6027\u8981\u6c42\u800c\u53d8\u5f97\u590d\u6742\u3002 \u4f26\u7406\u548c\u6cd5\u5f8b\u95ee\u9898\uff1a\u5bf9\u6297\u6837\u672c\u53ef\u80fd\u88ab\u7528\u4e8e\u6076\u610f\u76ee\u7684\uff0c\u8fd9\u5f15\u53d1\u4e86\u5173\u4e8e\u4eba\u5de5\u667a\u80fd\u4f26\u7406\u548c\u6cd5\u5f8b\u8d23\u4efb\u7684\u91cd\u8981\u8ba8\u8bba\u3002 \u8de8\u9886\u57df\u5f71\u54cd\uff1a\u5bf9\u6297\u6837\u672c\u7684\u7814\u7a76\u4e0d\u4ec5\u5f71\u54cd\u673a\u5668\u5b66\u4e60\u9886\u57df\uff0c\u8fd8\u53ef\u80fd\u5bf9\u5176\u4ed6\u9886\u57df\u4ea7\u751f\u5f71\u54cd\uff0c\u5982\u7f51\u7edc\u5b89\u5168\u3001\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u7b49\uff0c\u8fd9\u8981\u6c42\u8de8\u5b66\u79d1\u7684\u5408\u4f5c\u548c\u7406\u89e3\u3002 \u5bf9\u6297\u6837\u672c\u7684\u53d1\u5c55\u524d\u666f \u5bf9\u6297\u6837\u672c\u4f5c\u4e3a\u673a\u5668\u5b66\u4e60\u5c24\u5176\u662f\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u4e00\u4e2a\u91cd\u8981\u7814\u7a76\u65b9\u5411\uff0c\u5176\u53d1\u5c55\u524d\u666f\u5e7f\u9614\u3002\u672a\u6765\u7814\u7a76\u5c06\u805a\u7126\u4e8e\u5f00\u53d1\u66f4\u9ad8\u6548\u7684\u7b97\u6cd5\u6765\u751f\u6210\u548c\u68c0\u6d4b\u5bf9\u6297\u6837\u672c\uff0c\u540c\u65f6\u63d0\u5347\u6a21\u578b\u7684\u9c81\u68d2\u6027\u3002\u5bf9\u6297\u8bad\u7ec3\u7b49\u6280\u672f\u5c06\u8fdb\u4e00\u6b65\u4f18\u5316\uff0c\u4ee5\u589e\u5f3a\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u7a33\u5b9a\u6027\u548c\u5b89\u5168\u6027\u3002\u968f\u7740\u7814\u7a76\u7684\u6df1\u5165\uff0c\u5bf9\u6297\u6837\u672c\u6709\u671b\u6210\u4e3a\u63d0\u5347AI\u7cfb\u7edf\u6cdb\u5316\u80fd\u529b\u548c\u89e3\u91ca\u6027\u7684\u5173\u952e\u5de5\u5177\uff0c\u540c\u65f6\u5728\u4f26\u7406\u548c\u6cd5\u5f8b\u5c42\u9762\u4e5f\u5c06\u5f15\u53d1\u66f4\u591a\u8ba8\u8bba\uff0c\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u7684\u8d1f\u8d23\u4efb\u53d1\u5c55\u3002<\/p>","protected":false},"author":1,"featured_media":3444,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_tocer_settings":[],"footnotes":""},"categories":[85],"tags":[84],"class_list":["post-3443","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-aibaike"],"_links":{"self":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/3443","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/comments?post=3443"}],"version-history":[{"count":0,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/3443\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media\/3444"}],"wp:attachment":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media?parent=3443"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/categories?post=3443"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/tags?post=3443"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}