{"id":3636,"date":"2026-01-29T22:33:18","date_gmt":"2026-01-29T22:33:18","guid":{"rendered":"https:\/\/umaax.com\/shenmeshiniqianghuaxuexiinversereinforcementlearningirlaibai\/"},"modified":"2026-01-29T22:33:18","modified_gmt":"2026-01-29T22:33:18","slug":"shenmeshiniqianghuaxuexiinversereinforcementlearningirlaibai","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/shenmeshiniqianghuaxuexiinversereinforcementlearningirlaibai\/","title":{"rendered":"\u4ec0\u4e48\u662f\u9006\u5f3a\u5316\u5b66\u4e60\uff08Inverse Reinforcement Learning, IRL\uff09 \u2013 AI\u767e\u79d1\u77e5\u8bc6"},"content":{"rendered":"<p>\u9006\u5f3a\u5316\u5b66\u4e60\uff08Inverse Reinforcement Learning, IRL\uff09\u7684\u53d1\u5c55\u524d\u666f\u5e7f\u9614\uff0c\u968f\u7740\u7b97\u6cd5\u7684\u4e0d\u65ad\u4f18\u5316\u548c\u8ba1\u7b97\u80fd\u529b\u7684\u63d0\u5347\uff0c\u5728\u81ea\u52a8\u9a7e\u9a76\u3001\u673a\u5668\u4eba\u3001\u6e38\u620fAI\u7b49\u9886\u57df\u7684\u5e94\u7528\u5c06\u66f4\u52a0\u5e7f\u6cdb\u3002\u672a\u6765\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u6709\u671b\u89e3\u51b3\u4e13\u5bb6\u6f14\u793a\u6570\u636e\u7684\u5c40\u9650\u6027\u95ee\u9898\uff0c\u63d0\u9ad8\u5956\u52b1\u51fd\u6570\u63a8\u65ad\u7684\u51c6\u786e\u6027\u3002\u7ed3\u5408\u6df1\u5ea6\u5b66\u4e60\u3001\u8d1d\u53f6\u65af\u65b9\u6cd5\u548c\u591a\u6a21\u6001\u6570\u636e\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u80fd\u591f\u5904\u7406\u66f4\u590d\u6742\u7684\u4efb\u52a1\uff0c\u589e\u5f3a\u667a\u80fd\u4f53\u7684\u6cdb\u5316\u80fd\u529b\u548c\u51b3\u7b56\u6548\u7387\u3002\u968f\u7740\u7814\u7a76\u7684\u6df1\u5165\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u5c06\u5728\u667a\u80fd\u7cfb\u7edf\u7684\u8bbe\u8ba1\u548c\u5f00\u53d1\u4e2d\u626e\u6f14\u66f4\u52a0\u5173\u952e\u7684\u89d2\u8272\u3002<\/p>\n<p>\u00a0<\/p>\n<h2>\u4ec0\u4e48\u662f\u9006\u5f3a\u5316\u5b66\u4e60<\/h2>\n<p>\u9006\u5f3a\u5316\u5b66\u4e60\uff08Inverse Reinforcement Learning, IRL\uff09\u662f\u4e00\u79cd\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c\u7528\u4e8e\u4ece\u4e13\u5bb6\u7684\u884c\u4e3a\u793a\u8303\u4e2d\u63a8\u65ad\u51fa\u5176\u80cc\u540e\u7684\u5956\u52b1\u51fd\u6570\u3002\u5728\u4f20\u7edf\u7684\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0c\u667a\u80fd\u4f53\u901a\u8fc7\u4e0e\u73af\u5883\u4e92\u52a8\u6765\u5b66\u4e60\u5982\u4f55\u6700\u5927\u5316\u7d2f\u79ef\u5956\u52b1\uff0c\u800c\u5956\u52b1\u51fd\u6570\u901a\u5e38\u662f\u9884\u5148\u5b9a\u4e49\u7684\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u4e0d\u9700\u8981\u9884\u5148\u5b9a\u4e49\u5956\u52b1\u51fd\u6570\uff0c\u662f\u901a\u8fc7\u89c2\u5bdf\u4e13\u5bb6\u7684\u884c\u4e3a\u6765\u53cd\u5411\u63a8\u5bfc\u51fa\u5956\u52b1\u51fd\u6570\uff0c\u5229\u7528\u8fd9\u4e2a\u5956\u52b1\u51fd\u6570\u6765\u8bad\u7ec3\u667a\u80fd\u4f53\uff0c\u4f7f\u5176\u884c\u4e3a\u4e0e\u4e13\u5bb6\u76f8\u4f3c\u3002\u9006\u5f3a\u5316\u5b66\u4e60\u5728\u6a21\u4eff\u5b66\u4e60\u548c\u673a\u5668\u4eba\u5b66\u4e60\u7b49\u9886\u57df\u5177\u6709\u91cd\u8981\u5e94\u7528\uff0c\u7279\u522b\u662f\u5728\u660e\u786e\u5956\u52b1\u51fd\u6570\u96be\u4ee5\u8bbe\u8ba1\u7684\u60c5\u51b5\u4e0b\u3002<\/p>\n<h2>\u9006\u5f3a\u5316\u5b66\u4e60\u7684\u7684\u5de5\u4f5c\u539f\u7406<\/h2>\n<p>\u9006\u5f3a\u5316\u5b66\u4e60\uff08Inverse Reinforcement Learning, IRL\uff09\u7684\u5de5\u4f5c\u539f\u7406\u9996\u5148\u6d89\u53ca\u5230\u89c2\u5bdf\u548c\u5206\u6790\u4e13\u5bb6\u5728\u7279\u5b9a\u4efb\u52a1\u4e2d\u7684\u884c\u4e3a\u3002\u901a\u8fc7\u6536\u96c6\u4e13\u5bb6\u5728\u4e0d\u540c\u72b6\u6001\u4e0b\u91c7\u53d6\u7684\u884c\u52a8\u5e8f\u5217\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8bd5\u56fe\u63a8\u65ad\u51fa\u8fd9\u4e9b\u884c\u4e3a\u80cc\u540e\u7684\u5956\u52b1\u51fd\u6570\u3002\u5047\u8bbe\u4e13\u5bb6\u7684\u884c\u4e3a\u662f\u4e3a\u4e86\u6700\u5927\u5316\u67d0\u79cd\u7d2f\u79ef\u5956\u52b1\uff0c\u800c\u8fd9\u4e2a\u5956\u52b1\u51fd\u6570\u672a\u77e5\u3002\u9006\u5f3a\u5316\u5b66\u4e60\u7684\u76ee\u6807\u5c31\u662f\u901a\u8fc7\u8fd9\u4e9b\u89c2\u5bdf\u5230\u7684\u884c\u4e3a\u6765\u9006\u5411\u63a8\u5bfc\u51fa\u53ef\u80fd\u7684\u5956\u52b1\u51fd\u6570\u3002<\/p>\n<p>\u4e00\u65e6\u63a8\u65ad\u51fa\u5956\u52b1\u51fd\u6570\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u4e0b\u4e00\u6b65\u662f\u5229\u7528\u8fd9\u4e2a\u51fd\u6570\u6765\u8bad\u7ec3\u4e00\u4e2a\u5f3a\u5316\u5b66\u4e60\u667a\u80fd\u4f53\u3002\u5728\u8fd9\u4e00\u9636\u6bb5\uff0c\u667a\u80fd\u4f53\u4f7f\u7528\u6807\u51c6\u7684\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\uff0c\u5982Q\u5b66\u4e60\u6216\u7b56\u7565\u68af\u5ea6\uff0c\u901a\u8fc7\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u6765\u5b66\u4e60\u6700\u4f18\u7b56\u7565\u3002\u8fd9\u4e2a\u7b56\u7565\u65e8\u5728\u6700\u5927\u5316\u7531\u9006\u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\u5f97\u51fa\u7684\u5956\u52b1\u51fd\u6570\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u5b66\u4e60\u6a21\u4eff\u4e13\u5bb6\u7684\u884c\u4e3a\uff0c\u751a\u81f3\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u8d85\u8d8a\u4e13\u5bb6\u7684\u6027\u80fd\u3002<\/p>\n<h2>\u9006\u5f3a\u5316\u5b66\u4e60\u7684\u4e3b\u8981\u5e94\u7528<\/h2>\n<p>\u9006\u5f3a\u5316\u5b66\u4e60\u5728\u591a\u4e2a\u9886\u57df\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\uff0c\u4e3b\u8981\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u81ea\u52a8\u9a7e\u9a76<\/strong>\uff1a\u5728\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u4e2d\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u4ece\u4eba\u7c7b\u9a7e\u9a76\u5458\u7684\u51b3\u7b56\u4e2d\u5b66\u4e60\uff0c\u63a8\u65ad\u51fa\u5b89\u5168\u548c\u6709\u6548\u7684\u9a7e\u9a76\u7b56\u7565\uff0c\u6307\u5bfc\u81ea\u52a8\u9a7e\u9a76\u8f66\u8f86\u5728\u590d\u6742\u4ea4\u901a\u73af\u5883\u4e2d\u505a\u51fa\u51b3\u7b56\u3002<\/li>\n<li><strong>\u673a\u5668\u4eba\u5b66<\/strong>\uff1a\u9006\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u5e2e\u52a9\u673a\u5668\u4eba\u901a\u8fc7\u89c2\u5bdf\u4eba\u7c7b\u7684\u884c\u4e3a\u6765\u5b66\u4e60\u6267\u884c\u590d\u6742\u4efb\u52a1\uff0c\u5982\u642c\u8fd0\u3001\u6e05\u6d01\u6216\u5bfc\u822a\uff0c\u65e0\u9700\u663e\u5f0f\u7f16\u7a0b\u6bcf\u4e2a\u52a8\u4f5c\u3002<\/li>\n<li><strong>\u6e38\u620f<\/strong>\uff1a\u5728\u7535\u5b50\u6e38\u620fAI\u4e2d\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u7528\u4e8e\u4ece\u73a9\u5bb6\u7684\u884c\u4e3a\u4e2d\u5b66\u4e60\u7b56\u7565\uff0c\u521b\u5efa\u80fd\u591f\u6a21\u4eff\u4eba\u7c7b\u73a9\u5bb6\u751a\u81f3\u8d85\u8d8a\u4eba\u7c7b\u73a9\u5bb6\u7684AI\u5bf9\u624b\u3002<\/li>\n<li><strong>\u533b\u7597\u51b3\u7b56\u652f\u6301<\/strong>\uff1a\u9006\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u7528\u4e8e\u5206\u6790\u533b\u751f\u7684\u51b3\u7b56\u8fc7\u7a0b\uff0c\u4ece\u800c\u5b66\u4e60\u4e34\u5e8a\u51b3\u7b56\u5236\u5b9a\u7684\u6a21\u578b\uff0c\u8f85\u52a9\u533b\u751f\u8fdb\u884c\u66f4\u6709\u6548\u7684\u8bca\u65ad\u548c\u6cbb\u7597\u8ba1\u5212\u3002<\/li>\n<li><strong>\u63a8\u8350\u7cfb\u7edf<\/strong>\uff1a\u901a\u8fc7\u5b66\u4e60\u7528\u6237\u7684\u504f\u597d\u548c\u884c\u4e3a\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u7528\u4e8e\u6539\u8fdb\u63a8\u8350\u7b97\u6cd5\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u66f4\u52a0\u4e2a\u6027\u5316\u7684\u670d\u52a1\u3002<\/li>\n<li><strong>\u4eff\u771f\u548c\u8bad\u7ec3<\/strong>\uff1a\u5728\u519b\u4e8b\u548c\u822a\u7a7a\u9886\u57df\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u7528\u4e8e\u521b\u5efa\u4eff\u771f\u73af\u5883\uff0c\u901a\u8fc7\u6a21\u62df\u4e13\u5bb6\u7684\u884c\u4e3a\u6765\u8bad\u7ec3\u65b0\u6210\u5458\u3002<\/li>\n<li><strong>\u793e\u4ea4\u673a\u5668\u4eba<\/strong>\uff1a\u9006\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u5e2e\u52a9\u793e\u4ea4\u673a\u5668\u4eba\u66f4\u597d\u5730\u7406\u89e3\u4eba\u7c7b\u793e\u4ea4\u884c\u4e3a\u7684\u52a8\u673a\uff0c\u5728\u4e0e\u4eba\u4ea4\u4e92\u65f6\u8868\u73b0\u5f97\u66f4\u52a0\u81ea\u7136\u3002<\/li>\n<li><strong>\u5de5\u4e1a\u81ea\u52a8\u5316<\/strong>\uff1a\u5728\u5236\u9020\u4e1a\u4e2d\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u4f18\u5316\u751f\u4ea7\u6d41\u7a0b\uff0c\u901a\u8fc7\u5b66\u4e60\u4e13\u5bb6\u64cd\u4f5c\u5458\u7684\u884c\u4e3a\u6765\u63d0\u9ad8\u6548\u7387\u548c\u51cf\u5c11\u9519\u8bef\u3002<\/li>\n<\/ul>\n<h2>\u9006\u5f3a\u5316\u5b66\u4e60\u9762\u4e34\u7684\u6311\u6218<\/h2>\n<p>\u9006\u5f3a\u5316\u5b66\u4e60\u867d\u7136\u5728\u591a\u4e2a\u9886\u57df\u5c55\u73b0\u51fa\u5de8\u5927\u6f5c\u529b\uff0c\u4f46\u4e5f\u9762\u4e34\u7740\u4e00\u4e9b\u6311\u6218\u548c\u95ee\u9898\uff1a<\/p>\n<ul>\n<li><strong>\u4e13\u5bb6\u6f14\u793a\u7684\u8d28\u91cf\u548c\u6570\u91cf<\/strong>\uff1a\u9006\u5f3a\u5316\u5b66\u4e60\u4f9d\u8d56\u4e8e\u4e13\u5bb6\u7684\u6f14\u793a\u6570\u636e\u6765\u63a8\u65ad\u5956\u52b1\u51fd\u6570\u3002\u5982\u679c\u6f14\u793a\u6570\u636e\u6709\u9650\u6216\u8005\u8d28\u91cf\u4e0d\u9ad8\uff0c\u5b66\u4e60\u5230\u7684\u5956\u52b1\u51fd\u6570\u53ef\u80fd\u4e0d\u51c6\u786e\uff0c\u5f71\u54cd\u667a\u80fd\u4f53\u7684\u5b66\u4e60\u6548\u679c\u3002<\/li>\n<li><strong>\u5956\u52b1\u51fd\u6570\u7684\u6b67\u4e49\u6027<\/strong>\uff1a\u4e0d\u540c\u7684\u5956\u52b1\u51fd\u6570\u53ef\u80fd\u4ea7\u751f\u76f8\u4f3c\u7684\u884c\u4e3a\u7b56\u7565\uff0c\u4f7f\u5f97\u4ece\u884c\u4e3a\u6570\u636e\u4e2d\u552f\u4e00\u786e\u5b9a\u5956\u52b1\u51fd\u6570\u53d8\u5f97\u56f0\u96be\u3002\u8fd9\u79cd\u6b67\u4e49\u6027\u95ee\u9898\u9650\u5236\u4e86\u9006\u5f3a\u5316\u5b66\u4e60\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/li>\n<li><strong>\u8ba1\u7b97\u590d\u6742\u6027<\/strong>\uff1a\u7279\u522b\u662f\u5728\u9ad8\u7ef4\u72b6\u6001\u7a7a\u95f4\u6216\u52a8\u4f5c\u7a7a\u95f4\u7684\u73af\u5883\u4e2d\uff0c\u63a8\u65ad\u5956\u52b1\u51fd\u6570\u548c\u5b66\u4e60\u6700\u4f18\u7b56\u7565\u7684\u8ba1\u7b97\u6210\u672c\u53ef\u80fd\u975e\u5e38\u9ad8\u3002<\/li>\n<li><strong>\u975e\u6700\u4f18\u7b56\u7565\u7684\u6f14\u793a<\/strong>\uff1a\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u4e13\u5bb6\u7684\u7b56\u7565\u53ef\u80fd\u5e76\u975e\u5168\u5c40\u6700\u4f18\uff0c\u800c\u662f\u57fa\u4e8e\u7279\u5b9a\u60c5\u5883\u7684\u6b21\u4f18\u89e3\u3002\u9006\u5f3a\u5316\u5b66\u4e60\u9700\u8981\u80fd\u591f\u5904\u7406\u8fd9\u79cd\u975e\u6700\u4f18\u6f14\u793a\u5e76\u5b66\u4e60\u5230\u6709\u6548\u7684\u7b56\u7565\u3002<\/li>\n<li><strong>\u73af\u5883\u6a21\u578b\u7684\u672a\u77e5\u6027<\/strong>\uff1a\u5728\u6ca1\u6709\u73af\u5883\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u53ef\u80fd\u96be\u4ee5\u51c6\u786e\u5730\u63a8\u65ad\u51fa\u5956\u52b1\u51fd\u6570\uff0c\u5c24\u5176\u662f\u5728\u73af\u5883\u52a8\u6001\u590d\u6742\u65f6\u3002<\/li>\n<li><strong>\u63a2\u7d22\u4e0e\u5229\u7528\u7684\u5e73\u8861<\/strong>\uff1a\u9006\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u9700\u8981\u5728\u63a2\u7d22\u65b0\u7b56\u7565\u548c\u5229\u7528\u5df2\u77e5\u7b56\u7565\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u907f\u514d\u9677\u5165\u5c40\u90e8\u6700\u4f18\u3002<\/li>\n<li><strong>\u6cdb\u5316\u80fd\u529b<\/strong>\uff1a\u5b66\u4e60\u5230\u7684\u7b56\u7565\u9700\u8981\u80fd\u591f\u6cdb\u5316\u5230\u672a\u89c1\u8fc7\u7684\u72b6\u6001\u6216\u73af\u5883\u4e2d\uff0c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u5c24\u4e3a\u91cd\u8981\u3002<\/li>\n<li><strong>\u7b97\u6cd5\u7684\u7a33\u5b9a\u6027\u548c\u6536\u655b\u6027<\/strong>\uff1a\u786e\u4fdd\u9006\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u80fd\u591f\u7a33\u5b9a\u6536\u655b\u5230\u5408\u7406\u7684\u7b56\u7565\u548c\u5956\u52b1\u51fd\u6570\u662f\u4e00\u5927\u6311\u6218\uff0c\u5c24\u5176\u662f\u5728\u9762\u5bf9\u590d\u6742\u548c\u975e\u7ebf\u6027\u95ee\u9898\u65f6\u3002<\/li>\n<li><strong>\u5b9e\u9645\u5e94\u7528\u7684\u53ef\u884c\u6027<\/strong>\uff1a\u5c06\u9006\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u5e94\u7528\u4e8e\u771f\u5b9e\u4e16\u754c\u95ee\u9898\u65f6\uff0c\u9700\u8981\u8003\u8651\u7b97\u6cd5\u7684\u53ef\u6269\u5c55\u6027\u3001\u5b9e\u65f6\u6027\u548c\u5bf9\u566a\u58f0\u6570\u636e\u7684\u9c81\u68d2\u6027\u3002<\/li>\n<li><strong>\u4f26\u7406\u548c\u5b89\u5168\u95ee\u9898<\/strong>\uff1a\u5728\u67d0\u4e9b\u5e94\u7528\u4e2d\uff0c\u5982\u81ea\u52a8\u9a7e\u9a76\uff0c\u5b66\u4e60\u5230\u7684\u7b56\u7565\u5fc5\u987b\u7b26\u5408\u4f26\u7406\u6807\u51c6\u548c\u5b89\u5168\u8981\u6c42\uff0c\u589e\u52a0\u4e86\u9006\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8bbe\u8ba1\u7684\u590d\u6742\u6027\u3002<\/li>\n<\/ul>\n<h2>\u9006\u5f3a\u5316\u5b66\u4e60\u7684\u53d1\u5c55\u524d\u666f<\/h2>\n<p>\u9006\u5f3a\u5316\u5b66\u4e60\u7684\u53d1\u5c55\u524d\u666f\u5e7f\u9614\uff0c\u968f\u7740\u7b97\u6cd5\u7684\u4e0d\u65ad\u4f18\u5316\u548c\u8ba1\u7b97\u80fd\u529b\u7684\u63d0\u5347\uff0c\u5176\u5728\u81ea\u52a8\u9a7e\u9a76\u3001\u673a\u5668\u4eba\u3001\u6e38\u620fAI\u7b49\u9886\u57df\u7684\u5e94\u7528\u5c06\u66f4\u52a0\u5e7f\u6cdb\u3002\u672a\u6765\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u6709\u671b\u89e3\u51b3\u4e13\u5bb6\u6f14\u793a\u6570\u636e\u7684\u5c40\u9650\u6027\u95ee\u9898\uff0c\u63d0\u9ad8\u5956\u52b1\u51fd\u6570\u63a8\u65ad\u7684\u51c6\u786e\u6027\u3002\u7ed3\u5408\u6df1\u5ea6\u5b66\u4e60\u3001\u8d1d\u53f6\u65af\u65b9\u6cd5\u548c\u591a\u6a21\u6001\u6570\u636e\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u80fd\u591f\u5904\u7406\u66f4\u590d\u6742\u7684\u4efb\u52a1\uff0c\u589e\u5f3a\u667a\u80fd\u4f53\u7684\u6cdb\u5316\u80fd\u529b\u548c\u51b3\u7b56\u6548\u7387\u3002\u968f\u7740\u7814\u7a76\u7684\u6df1\u5165\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u5c06\u5728\u667a\u80fd\u7cfb\u7edf\u7684\u8bbe\u8ba1\u548c\u5f00\u53d1\u4e2d\u626e\u6f14\u66f4\u52a0\u5173\u952e\u7684\u89d2\u8272\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u9006\u5f3a\u5316\u5b66\u4e60\uff08Inverse Reinforcement Learning, IRL\uff09\u7684\u53d1\u5c55\u524d\u666f\u5e7f\u9614\uff0c\u968f\u7740\u7b97\u6cd5\u7684\u4e0d\u65ad\u4f18\u5316\u548c\u8ba1\u7b97\u80fd\u529b\u7684\u63d0\u5347\uff0c\u5728\u81ea\u52a8\u9a7e\u9a76\u3001\u673a\u5668\u4eba\u3001\u6e38\u620fAI\u7b49\u9886\u57df\u7684\u5e94\u7528\u5c06\u66f4\u52a0\u5e7f\u6cdb\u3002\u672a\u6765\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u6709\u671b\u89e3\u51b3\u4e13\u5bb6\u6f14\u793a\u6570\u636e\u7684\u5c40\u9650\u6027\u95ee\u9898\uff0c\u63d0\u9ad8\u5956\u52b1\u51fd\u6570\u63a8\u65ad\u7684\u51c6\u786e\u6027\u3002\u7ed3\u5408\u6df1\u5ea6\u5b66\u4e60\u3001\u8d1d\u53f6\u65af\u65b9\u6cd5\u548c\u591a\u6a21\u6001\u6570\u636e\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u80fd\u591f\u5904\u7406\u66f4\u590d\u6742\u7684\u4efb\u52a1\uff0c\u589e\u5f3a\u667a\u80fd\u4f53\u7684\u6cdb\u5316\u80fd\u529b\u548c\u51b3\u7b56\u6548\u7387\u3002\u968f\u7740\u7814\u7a76\u7684\u6df1\u5165\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u5c06\u5728\u667a\u80fd\u7cfb\u7edf\u7684\u8bbe\u8ba1\u548c\u5f00\u53d1\u4e2d\u626e\u6f14\u66f4\u52a0\u5173\u952e\u7684\u89d2\u8272\u3002 \u00a0 \u4ec0\u4e48\u662f\u9006\u5f3a\u5316\u5b66\u4e60 \u9006\u5f3a\u5316\u5b66\u4e60\uff08Inverse Reinforcement Learning, IRL\uff09\u662f\u4e00\u79cd\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c\u7528\u4e8e\u4ece\u4e13\u5bb6\u7684\u884c\u4e3a\u793a\u8303\u4e2d\u63a8\u65ad\u51fa\u5176\u80cc\u540e\u7684\u5956\u52b1\u51fd\u6570\u3002\u5728\u4f20\u7edf\u7684\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0c\u667a\u80fd\u4f53\u901a\u8fc7\u4e0e\u73af\u5883\u4e92\u52a8\u6765\u5b66\u4e60\u5982\u4f55\u6700\u5927\u5316\u7d2f\u79ef\u5956\u52b1\uff0c\u800c\u5956\u52b1\u51fd\u6570\u901a\u5e38\u662f\u9884\u5148\u5b9a\u4e49\u7684\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u4e0d\u9700\u8981\u9884\u5148\u5b9a\u4e49\u5956\u52b1\u51fd\u6570\uff0c\u662f\u901a\u8fc7\u89c2\u5bdf\u4e13\u5bb6\u7684\u884c\u4e3a\u6765\u53cd\u5411\u63a8\u5bfc\u51fa\u5956\u52b1\u51fd\u6570\uff0c\u5229\u7528\u8fd9\u4e2a\u5956\u52b1\u51fd\u6570\u6765\u8bad\u7ec3\u667a\u80fd\u4f53\uff0c\u4f7f\u5176\u884c\u4e3a\u4e0e\u4e13\u5bb6\u76f8\u4f3c\u3002\u9006\u5f3a\u5316\u5b66\u4e60\u5728\u6a21\u4eff\u5b66\u4e60\u548c\u673a\u5668\u4eba\u5b66\u4e60\u7b49\u9886\u57df\u5177\u6709\u91cd\u8981\u5e94\u7528\uff0c\u7279\u522b\u662f\u5728\u660e\u786e\u5956\u52b1\u51fd\u6570\u96be\u4ee5\u8bbe\u8ba1\u7684\u60c5\u51b5\u4e0b\u3002 \u9006\u5f3a\u5316\u5b66\u4e60\u7684\u7684\u5de5\u4f5c\u539f\u7406 \u9006\u5f3a\u5316\u5b66\u4e60\uff08Inverse Reinforcement Learning, IRL\uff09\u7684\u5de5\u4f5c\u539f\u7406\u9996\u5148\u6d89\u53ca\u5230\u89c2\u5bdf\u548c\u5206\u6790\u4e13\u5bb6\u5728\u7279\u5b9a\u4efb\u52a1\u4e2d\u7684\u884c\u4e3a\u3002\u901a\u8fc7\u6536\u96c6\u4e13\u5bb6\u5728\u4e0d\u540c\u72b6\u6001\u4e0b\u91c7\u53d6\u7684\u884c\u52a8\u5e8f\u5217\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8bd5\u56fe\u63a8\u65ad\u51fa\u8fd9\u4e9b\u884c\u4e3a\u80cc\u540e\u7684\u5956\u52b1\u51fd\u6570\u3002\u5047\u8bbe\u4e13\u5bb6\u7684\u884c\u4e3a\u662f\u4e3a\u4e86\u6700\u5927\u5316\u67d0\u79cd\u7d2f\u79ef\u5956\u52b1\uff0c\u800c\u8fd9\u4e2a\u5956\u52b1\u51fd\u6570\u672a\u77e5\u3002\u9006\u5f3a\u5316\u5b66\u4e60\u7684\u76ee\u6807\u5c31\u662f\u901a\u8fc7\u8fd9\u4e9b\u89c2\u5bdf\u5230\u7684\u884c\u4e3a\u6765\u9006\u5411\u63a8\u5bfc\u51fa\u53ef\u80fd\u7684\u5956\u52b1\u51fd\u6570\u3002 \u4e00\u65e6\u63a8\u65ad\u51fa\u5956\u52b1\u51fd\u6570\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u4e0b\u4e00\u6b65\u662f\u5229\u7528\u8fd9\u4e2a\u51fd\u6570\u6765\u8bad\u7ec3\u4e00\u4e2a\u5f3a\u5316\u5b66\u4e60\u667a\u80fd\u4f53\u3002\u5728\u8fd9\u4e00\u9636\u6bb5\uff0c\u667a\u80fd\u4f53\u4f7f\u7528\u6807\u51c6\u7684\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\uff0c\u5982Q\u5b66\u4e60\u6216\u7b56\u7565\u68af\u5ea6\uff0c\u901a\u8fc7\u4e0e\u73af\u5883\u7684\u4ea4\u4e92\u6765\u5b66\u4e60\u6700\u4f18\u7b56\u7565\u3002\u8fd9\u4e2a\u7b56\u7565\u65e8\u5728\u6700\u5927\u5316\u7531\u9006\u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\u5f97\u51fa\u7684\u5956\u52b1\u51fd\u6570\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u667a\u80fd\u4f53\u53ef\u4ee5\u5b66\u4e60\u6a21\u4eff\u4e13\u5bb6\u7684\u884c\u4e3a\uff0c\u751a\u81f3\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u8d85\u8d8a\u4e13\u5bb6\u7684\u6027\u80fd\u3002 \u9006\u5f3a\u5316\u5b66\u4e60\u7684\u4e3b\u8981\u5e94\u7528 \u9006\u5f3a\u5316\u5b66\u4e60\u5728\u591a\u4e2a\u9886\u57df\u6709\u7740\u5e7f\u6cdb\u7684\u5e94\u7528\uff0c\u4e3b\u8981\u5305\u62ec\uff1a \u81ea\u52a8\u9a7e\u9a76\uff1a\u5728\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u4e2d\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u4ece\u4eba\u7c7b\u9a7e\u9a76\u5458\u7684\u51b3\u7b56\u4e2d\u5b66\u4e60\uff0c\u63a8\u65ad\u51fa\u5b89\u5168\u548c\u6709\u6548\u7684\u9a7e\u9a76\u7b56\u7565\uff0c\u6307\u5bfc\u81ea\u52a8\u9a7e\u9a76\u8f66\u8f86\u5728\u590d\u6742\u4ea4\u901a\u73af\u5883\u4e2d\u505a\u51fa\u51b3\u7b56\u3002 \u673a\u5668\u4eba\u5b66\uff1a\u9006\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u5e2e\u52a9\u673a\u5668\u4eba\u901a\u8fc7\u89c2\u5bdf\u4eba\u7c7b\u7684\u884c\u4e3a\u6765\u5b66\u4e60\u6267\u884c\u590d\u6742\u4efb\u52a1\uff0c\u5982\u642c\u8fd0\u3001\u6e05\u6d01\u6216\u5bfc\u822a\uff0c\u65e0\u9700\u663e\u5f0f\u7f16\u7a0b\u6bcf\u4e2a\u52a8\u4f5c\u3002 \u6e38\u620f\uff1a\u5728\u7535\u5b50\u6e38\u620fAI\u4e2d\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u7528\u4e8e\u4ece\u73a9\u5bb6\u7684\u884c\u4e3a\u4e2d\u5b66\u4e60\u7b56\u7565\uff0c\u521b\u5efa\u80fd\u591f\u6a21\u4eff\u4eba\u7c7b\u73a9\u5bb6\u751a\u81f3\u8d85\u8d8a\u4eba\u7c7b\u73a9\u5bb6\u7684AI\u5bf9\u624b\u3002 \u533b\u7597\u51b3\u7b56\u652f\u6301\uff1a\u9006\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u7528\u4e8e\u5206\u6790\u533b\u751f\u7684\u51b3\u7b56\u8fc7\u7a0b\uff0c\u4ece\u800c\u5b66\u4e60\u4e34\u5e8a\u51b3\u7b56\u5236\u5b9a\u7684\u6a21\u578b\uff0c\u8f85\u52a9\u533b\u751f\u8fdb\u884c\u66f4\u6709\u6548\u7684\u8bca\u65ad\u548c\u6cbb\u7597\u8ba1\u5212\u3002 \u63a8\u8350\u7cfb\u7edf\uff1a\u901a\u8fc7\u5b66\u4e60\u7528\u6237\u7684\u504f\u597d\u548c\u884c\u4e3a\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u7528\u4e8e\u6539\u8fdb\u63a8\u8350\u7b97\u6cd5\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u66f4\u52a0\u4e2a\u6027\u5316\u7684\u670d\u52a1\u3002 \u4eff\u771f\u548c\u8bad\u7ec3\uff1a\u5728\u519b\u4e8b\u548c\u822a\u7a7a\u9886\u57df\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u7528\u4e8e\u521b\u5efa\u4eff\u771f\u73af\u5883\uff0c\u901a\u8fc7\u6a21\u62df\u4e13\u5bb6\u7684\u884c\u4e3a\u6765\u8bad\u7ec3\u65b0\u6210\u5458\u3002 \u793e\u4ea4\u673a\u5668\u4eba\uff1a\u9006\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u5e2e\u52a9\u793e\u4ea4\u673a\u5668\u4eba\u66f4\u597d\u5730\u7406\u89e3\u4eba\u7c7b\u793e\u4ea4\u884c\u4e3a\u7684\u52a8\u673a\uff0c\u5728\u4e0e\u4eba\u4ea4\u4e92\u65f6\u8868\u73b0\u5f97\u66f4\u52a0\u81ea\u7136\u3002 \u5de5\u4e1a\u81ea\u52a8\u5316\uff1a\u5728\u5236\u9020\u4e1a\u4e2d\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u53ef\u4ee5\u4f18\u5316\u751f\u4ea7\u6d41\u7a0b\uff0c\u901a\u8fc7\u5b66\u4e60\u4e13\u5bb6\u64cd\u4f5c\u5458\u7684\u884c\u4e3a\u6765\u63d0\u9ad8\u6548\u7387\u548c\u51cf\u5c11\u9519\u8bef\u3002 \u9006\u5f3a\u5316\u5b66\u4e60\u9762\u4e34\u7684\u6311\u6218 \u9006\u5f3a\u5316\u5b66\u4e60\u867d\u7136\u5728\u591a\u4e2a\u9886\u57df\u5c55\u73b0\u51fa\u5de8\u5927\u6f5c\u529b\uff0c\u4f46\u4e5f\u9762\u4e34\u7740\u4e00\u4e9b\u6311\u6218\u548c\u95ee\u9898\uff1a \u4e13\u5bb6\u6f14\u793a\u7684\u8d28\u91cf\u548c\u6570\u91cf\uff1a\u9006\u5f3a\u5316\u5b66\u4e60\u4f9d\u8d56\u4e8e\u4e13\u5bb6\u7684\u6f14\u793a\u6570\u636e\u6765\u63a8\u65ad\u5956\u52b1\u51fd\u6570\u3002\u5982\u679c\u6f14\u793a\u6570\u636e\u6709\u9650\u6216\u8005\u8d28\u91cf\u4e0d\u9ad8\uff0c\u5b66\u4e60\u5230\u7684\u5956\u52b1\u51fd\u6570\u53ef\u80fd\u4e0d\u51c6\u786e\uff0c\u5f71\u54cd\u667a\u80fd\u4f53\u7684\u5b66\u4e60\u6548\u679c\u3002 \u5956\u52b1\u51fd\u6570\u7684\u6b67\u4e49\u6027\uff1a\u4e0d\u540c\u7684\u5956\u52b1\u51fd\u6570\u53ef\u80fd\u4ea7\u751f\u76f8\u4f3c\u7684\u884c\u4e3a\u7b56\u7565\uff0c\u4f7f\u5f97\u4ece\u884c\u4e3a\u6570\u636e\u4e2d\u552f\u4e00\u786e\u5b9a\u5956\u52b1\u51fd\u6570\u53d8\u5f97\u56f0\u96be\u3002\u8fd9\u79cd\u6b67\u4e49\u6027\u95ee\u9898\u9650\u5236\u4e86\u9006\u5f3a\u5316\u5b66\u4e60\u7684\u6cdb\u5316\u80fd\u529b\u3002 \u8ba1\u7b97\u590d\u6742\u6027\uff1a\u7279\u522b\u662f\u5728\u9ad8\u7ef4\u72b6\u6001\u7a7a\u95f4\u6216\u52a8\u4f5c\u7a7a\u95f4\u7684\u73af\u5883\u4e2d\uff0c\u63a8\u65ad\u5956\u52b1\u51fd\u6570\u548c\u5b66\u4e60\u6700\u4f18\u7b56\u7565\u7684\u8ba1\u7b97\u6210\u672c\u53ef\u80fd\u975e\u5e38\u9ad8\u3002 \u975e\u6700\u4f18\u7b56\u7565\u7684\u6f14\u793a\uff1a\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u4e13\u5bb6\u7684\u7b56\u7565\u53ef\u80fd\u5e76\u975e\u5168\u5c40\u6700\u4f18\uff0c\u800c\u662f\u57fa\u4e8e\u7279\u5b9a\u60c5\u5883\u7684\u6b21\u4f18\u89e3\u3002\u9006\u5f3a\u5316\u5b66\u4e60\u9700\u8981\u80fd\u591f\u5904\u7406\u8fd9\u79cd\u975e\u6700\u4f18\u6f14\u793a\u5e76\u5b66\u4e60\u5230\u6709\u6548\u7684\u7b56\u7565\u3002 \u73af\u5883\u6a21\u578b\u7684\u672a\u77e5\u6027\uff1a\u5728\u6ca1\u6709\u73af\u5883\u6a21\u578b\u7684\u60c5\u51b5\u4e0b\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u53ef\u80fd\u96be\u4ee5\u51c6\u786e\u5730\u63a8\u65ad\u51fa\u5956\u52b1\u51fd\u6570\uff0c\u5c24\u5176\u662f\u5728\u73af\u5883\u52a8\u6001\u590d\u6742\u65f6\u3002 \u63a2\u7d22\u4e0e\u5229\u7528\u7684\u5e73\u8861\uff1a\u9006\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u9700\u8981\u5728\u63a2\u7d22\u65b0\u7b56\u7565\u548c\u5229\u7528\u5df2\u77e5\u7b56\u7565\u4e4b\u95f4\u627e\u5230\u5e73\u8861\uff0c\u907f\u514d\u9677\u5165\u5c40\u90e8\u6700\u4f18\u3002 \u6cdb\u5316\u80fd\u529b\uff1a\u5b66\u4e60\u5230\u7684\u7b56\u7565\u9700\u8981\u80fd\u591f\u6cdb\u5316\u5230\u672a\u89c1\u8fc7\u7684\u72b6\u6001\u6216\u73af\u5883\u4e2d\uff0c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u5c24\u4e3a\u91cd\u8981\u3002 \u7b97\u6cd5\u7684\u7a33\u5b9a\u6027\u548c\u6536\u655b\u6027\uff1a\u786e\u4fdd\u9006\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u80fd\u591f\u7a33\u5b9a\u6536\u655b\u5230\u5408\u7406\u7684\u7b56\u7565\u548c\u5956\u52b1\u51fd\u6570\u662f\u4e00\u5927\u6311\u6218\uff0c\u5c24\u5176\u662f\u5728\u9762\u5bf9\u590d\u6742\u548c\u975e\u7ebf\u6027\u95ee\u9898\u65f6\u3002 \u5b9e\u9645\u5e94\u7528\u7684\u53ef\u884c\u6027\uff1a\u5c06\u9006\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u5e94\u7528\u4e8e\u771f\u5b9e\u4e16\u754c\u95ee\u9898\u65f6\uff0c\u9700\u8981\u8003\u8651\u7b97\u6cd5\u7684\u53ef\u6269\u5c55\u6027\u3001\u5b9e\u65f6\u6027\u548c\u5bf9\u566a\u58f0\u6570\u636e\u7684\u9c81\u68d2\u6027\u3002 \u4f26\u7406\u548c\u5b89\u5168\u95ee\u9898\uff1a\u5728\u67d0\u4e9b\u5e94\u7528\u4e2d\uff0c\u5982\u81ea\u52a8\u9a7e\u9a76\uff0c\u5b66\u4e60\u5230\u7684\u7b56\u7565\u5fc5\u987b\u7b26\u5408\u4f26\u7406\u6807\u51c6\u548c\u5b89\u5168\u8981\u6c42\uff0c\u589e\u52a0\u4e86\u9006\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u8bbe\u8ba1\u7684\u590d\u6742\u6027\u3002 \u9006\u5f3a\u5316\u5b66\u4e60\u7684\u53d1\u5c55\u524d\u666f \u9006\u5f3a\u5316\u5b66\u4e60\u7684\u53d1\u5c55\u524d\u666f\u5e7f\u9614\uff0c\u968f\u7740\u7b97\u6cd5\u7684\u4e0d\u65ad\u4f18\u5316\u548c\u8ba1\u7b97\u80fd\u529b\u7684\u63d0\u5347\uff0c\u5176\u5728\u81ea\u52a8\u9a7e\u9a76\u3001\u673a\u5668\u4eba\u3001\u6e38\u620fAI\u7b49\u9886\u57df\u7684\u5e94\u7528\u5c06\u66f4\u52a0\u5e7f\u6cdb\u3002\u672a\u6765\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u6709\u671b\u89e3\u51b3\u4e13\u5bb6\u6f14\u793a\u6570\u636e\u7684\u5c40\u9650\u6027\u95ee\u9898\uff0c\u63d0\u9ad8\u5956\u52b1\u51fd\u6570\u63a8\u65ad\u7684\u51c6\u786e\u6027\u3002\u7ed3\u5408\u6df1\u5ea6\u5b66\u4e60\u3001\u8d1d\u53f6\u65af\u65b9\u6cd5\u548c\u591a\u6a21\u6001\u6570\u636e\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u80fd\u591f\u5904\u7406\u66f4\u590d\u6742\u7684\u4efb\u52a1\uff0c\u589e\u5f3a\u667a\u80fd\u4f53\u7684\u6cdb\u5316\u80fd\u529b\u548c\u51b3\u7b56\u6548\u7387\u3002\u968f\u7740\u7814\u7a76\u7684\u6df1\u5165\uff0c\u9006\u5f3a\u5316\u5b66\u4e60\u5c06\u5728\u667a\u80fd\u7cfb\u7edf\u7684\u8bbe\u8ba1\u548c\u5f00\u53d1\u4e2d\u626e\u6f14\u66f4\u52a0\u5173\u952e\u7684\u89d2\u8272\u3002<\/p>","protected":false},"author":1,"featured_media":3637,"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-3636","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\/3636","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=3636"}],"version-history":[{"count":0,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/3636\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media\/3637"}],"wp:attachment":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media?parent=3636"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/categories?post=3636"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/tags?post=3636"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}