{"id":39061,"date":"2018-11-14T00:00:09","date_gmt":"2018-11-13T16:00:09","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=39061"},"modified":"2022-01-04T17:42:07","modified_gmt":"2022-01-04T09:42:07","slug":"%e6%9c%83%e4%bd%9c%e5%bc%8a%e7%9a%84ai%e6%93%81%e6%9c%89%e5%a6%82%e7%94%9f%e5%91%bd%e9%ab%94%e8%88%ac%e7%9a%84%e5%89%b5%e9%80%a0%e5%8a%9b%ef%bc%88%e4%b8%8b%ef%bc%89","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=39061","title":{"rendered":"\u6703\u4f5c\u5f0a\u7684AI\u64c1\u6709\u5982\u751f\u547d\u9ad4\u822c\u7684\u5275\u9020\u529b\uff08\u4e0b\uff09"},"content":{"rendered":"<div class=\"single-post-media clr\">\n<div class=\"post-thumbnail\"><img fetchpriority=\"high\" decoding=\"async\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2018\/11\/e-4.jpg\" alt=\"\u6703\u4f5c\u5f0a\u7684AI\u64c1\u6709\u5982\u751f\u547d\u9ad4\u822c\u7684\u5275\u9020\u529b\uff08\u4e0b\uff09\" width=\"490\" height=\"282\" \/><\/div>\n<\/div>\n<div class=\"entry clr\">\n<div class=\"pf-content\">\n<p><strong>\u7de8\u8b6f\uff0f\u81fa\u5927\u8fb2\u85dd\u7cfb \u6797\u91c7\u8431<\/strong><\/p>\n<p><strong>AI\u7684\u6c7a\u7b56\u65b9\u5f0f<\/strong><\/p>\n<p>\u300c\u73fe\u4eca\u6f14\u7b97\u6cd5\u9084\u53ea\u80fd\u6839\u64da\u4eba\u985e\u958b\u767c\u8005\u6240\u8aaa\u505a\u51fa\u53cd\u61c9\uff0c\u4e26\u4e0d\u61c2\u4eba\u985e\u771f\u6b63\u8868\u9054\u7684\u610f\u7fa9\u300d\uff0c\u6240\u4ee5\u6a5f\u5668\u4eba\u6703\u9078\u64c7\u4ee5\u6700\u8f15\u9b06\u7684\u65b9\u5f0f\u5b78\u7fd2\u73a9<em>Qbert<\/em>\u904a\u6232\uff0c\u800c\u975e\u8173\u8e0f\u5be6\u5730\u6b63\u78ba\u7834\u95dc\u3002Alphabet\u7684DeepMind\u90e8\u9580\u7684\u7814\u7a76\u79d1\u5b78\u5bb6Victoria Krakovna\u5c08\u9580\u641c\u96c6\u4e86\u89e3AI\u6f0f\u6d1e\u6848\u4f8b\uff0c\u5230\u76ee\u524d\u70ba\u6b62\uff0c\u5df2\u7d93\u6709\u4e09\u5341\u591a\u500b\u6f14\u5316\u7b97\u6cd5\u5728\u5176\u539f\u59cb\u7a0b\u5e8f\u4e2d\u767c\u73fe\u6f0f\u6d1e\u6216\u653b\u64ca\u539f\u74b0\u5883\u7684\u4e8b\u4ef6\uff0c\u524d\u8ff0\u63d0\u5230\u7684<em>Qbert<\/em>\u904a\u6232\u4e5f\u662f\u5176\u4e2d\u4e4b\u4e00\u3002\u4e00\u822c\u4f86\u8aaa\uff0c\u7814\u7a76\u54e1\u5e38\u4f7f\u7528\u300c\u904a\u6232\u300d\u4f86\u6a21\u64ec\u6a5f\u5668\u5b78\u7fd2\u4eba\u985e\u884c\u70ba\u7684\u60c5\u5883\uff0c\u4ee5\u5f37\u5316\u5b78\u7fd2\u65b9\u6cd5\u7d66\u4e88\u6a5f\u5668\u734e\u52f5\u4fc3\u4f7f\u5b83\u57fa\u65bc\u7576\u4e0b\u74b0\u5883\u72c0\u614b\u5b8c\u6210\u4efb\u52d9\uff0c\u518d\u900f\u904e\u6f14\u5316\u7b97\u6cd5\u89c0\u5bdf\u6a5f\u5668\u6bcf\u4e00\u4ee3\u7684\u6539\u8b8a\uff0c\u5728\u7814\u7a76\u4e0a\u7576\u5169\u8005\u5408\u4f75\u4f7f\u7528\u6642\u5f80\u5f80\u80fd\u66f4\u6709\u6548\u7387\u5730\u9054\u6210\u5be6\u9a57\u76ee\u7684\u3002\u56e0\u6b64\uff0c\u7d66\u5b9a\u4eba\u5de5\u667a\u6167\u660e\u78ba\u7684\u76ee\u6a19\u6307\u4ee4\uff0c\u5b83\u53ef\u4ee5\u5b78\u7fd2\u638c\u63e1\u8907\u96dc\u7684\u4efb\u52d9\uff0c\u4f8b\u5982\u64ca\u6557\u4e16\u754c\u570d\u68cb\u51a0\u8ecd\u7684Alphago\u3002\u4f46\u662f\u66f4\u591a\u6642\u5019\u5373\u4f7f\u908f\u8f2f\u53c3\u6578\u6b63\u78ba\uff0c\u5be6\u969b\u4e0a\u55ae\u63a5\u6536\u6307\u4ee4\u7684\u6a5f\u5668\u4eba\u6703\u958b\u767c\u51fa\u5176\u8a8d\u70ba\u6700\u4f73\u7684\u89e3\u984c\u6377\u5f91\uff0c\u537b\u4e0d\u4e00\u5b9a\u80fd\u89e3\u6c7a\u4eba\u985e\u6240\u5e0c\u671b\u8655\u7406\u7684\u554f\u984c\u3002\u6559\u6a5f\u5668\u5b78\u7fd2\u6355\u9b5a\uff0c\u5b83\u6709\u53ef\u80fd\u9078\u64c7\u6392\u5149\u6e56\u4e2d\u6240\u6709\u7684\u6c34\uff1b\u544a\u8a34\u8ca0\u8cac\u7ba1\u7406\u96fb\u7db2\u7684\u795e\u7d93\u7db2\u7d61\u9700\u8981\u7bc0\u7701\u80fd\u6e90\uff0c\u5b83\u53ef\u80fd\u6703\u5207\u65b7\u6240\u6709\u96fb\u529b\u4f9b\u61c9\u3002\u6240\u4ee5\u4eba\u985e\u5728\u8a13\u7df4\u4eba\u5de5\u667a\u6167\u7684\u6642\u5019\uff0c\u8981\u63d0\u4f9b\u5b8c\u6574\u7684\u76ee\u6a19\u8a2d\u5b9a\u8b93\u5b83\u7406\u89e3\uff0c\u624d\u6709\u8fa6\u6cd5\u85c9\u7531\u6a5f\u5668\u6f14\u5316\u7684\u5275\u610f\u6700\u4f73\u5316\u6c7a\u7b56\u65b9\u6cd5\u3002<\/p>\n<p>\u5728Krakovna\u7684\u5176\u4e2d\u4e00\u500b\u6848\u4f8b\u4e2d\uff0c\u6709\u5169\u500bAI\u6a5f\u5668\u4eba\u4e92\u76f8\u5c0d\u6c7a\u4e95\u5b57\u904a\u6232\uff0c\u5176\u4e2d\u4e00\u65b9\u63a1\u7528\u300c\u5967\u6b65\u300d\u64ca\u6f70\u53e6\u4e00\u500b\u6a5f\u5668\u5c0d\u624b\u3002\u9019\u4e00\u500b\u904a\u6232\u8a2d\u5b9a\u8207\u6211\u5011\u5e73\u5e38\u73a9\u7684\u4e0d\u5927\u76f8\u540c\u3002\u4e00\u884c\u4e2d\u53ea\u6709\u4e94\u683c\uff0c\u4f46\u6709\u7121\u9650\u591a\u884c\uff0c\u53ef\u4ee5\u662f\u500b\u7121\u9650\u5bec\u5ee3\u7684\u5927\u77e9\u9663\u3002\u5176\u4e2d\u4e00\u500b\u6f14\u5316\u904e\u7684\u8070\u660e\u6a5f\u5668\u4eba\u7e3d\u662f\u6311\u9078\u975e\u5e38\u9059\u9060\u7684\u683c\u5b50\uff0c\u5c0e\u81f4\u5176\u6a5f\u5668\u5c0d\u624b\u7121\u6cd5\u8a18\u8f09\u5982\u6b64\u5927\u91cf\u7684\u6578\u64da\uff0c\u5229\u7528\u5c0d\u624b\u5148\u5929\u8a18\u61b6\u9ad4\u9650\u5236\u7684\u7f3a\u9677\u7372\u5f97\u52dd\u5229\u3002<\/p>\n<p>\u5f9e\u524d\u8ff0\u7684\u5169\u500b\u904a\u6232\u4e2d\u4f86\u770b\uff0c\u4eba\u5de5\u667a\u6167\u770b\u4f3c\u4f5c\u5f0a\u7684\u884c\u70ba\u90fd\u5e6b\u52a9\u7814\u7a76\u8005\u627e\u5230\u539f\u59cb\u904a\u6232\u7cfb\u7d71\u7684\u7f3a\u9677\uff0c\u5b83\u5011\u5c31\u50cf\u4eba\u985e\u793e\u6703\u7684\u5f8b\u5e2b\u7e3d\u662f\u5728\u5c0b\u627e\u6cd5\u5f8b\u6f0f\u6d1e\u3002\u53cd\u5411\u5229\u7528\u4eba\u5de5\u667a\u6167\u7684\u5275\u610f\u8207\u80fd\u529b\uff0c\u4e0d\u50c5\u80fd\u627e\u5c0b\u8a2d\u5b9a\u6f0f\u6d1e\uff0c\u9084\u53ef\u80fd\u6703\u7522\u751f\u6709\u8da3\u53c8\u5be6\u7528\u7684\u7d50\u679c\u3002<\/p>\n<p><strong>\u6f14\u5316\u7684\u4eba\u5de5\u667a\u6167\u7cfb\u7d71<\/strong><\/p>\n<p>\u7528\u4f86\u8868\u73feAI\u7684\u5176\u4e2d\u4e00\u7a2e\u5e38\u7528\u5f62\u5f0f\u662fBraitenberg\u81ea\u99d5\u8eca\uff08Braitenberg vehicle\uff09\uff0c\u800c\u5728Clune\u53caKrakovna\u7684\u8490\u96c6\u6e05\u55ae\u4e2d\u90fd\u6709\u63d0\u5230\u6f14\u5316\u6a5f\u5668\u4eba\u7522\u751f\u6709\u5225\u65bcBraitenberg\u5f62\u5f0f\u7684\u958b\u8eca\u6a21\u5f0f\u3002\u6b64\u8f1b\u642d\u8f09\u5169\u500b\u63a8\u9032\u5668\u7684\u4e8c\u8f2a\u8eca\u5728\u8eca\u982d\u5de6\u3001\u53f3\u908a\u5404\u914d\u4e00\u500b\u5149\u611f\u61c9\u5668\uff0c\u8b93\u6a5f\u5668\u4eba\u63a5\u53d7\u74b0\u5883\u5149\u7dda\u523a\u6fc0\uff0c\u81ea\u52d5\u79fb\u52d5\u5230\u9060\u65b9\u7684\u5149\u6e90\u767c\u5c04\u8655\uff0c\u5728\u524d\u9032\u7684\u904e\u7a0b\u4e2d\u6703\u56e0\u70ba\u5de6\u53f3\u5149\u611f\u61c9\u5668\u63a5\u6536\u5230\u7684\u5149\u4eae\u4e0d\u540c\u800c\u6539\u8b8a\u884c\u9032\u65b9\u5411\u3001\u901f\u5ea6\u3002\u5728\u7814\u7a76\u4e00\u958b\u59cb\u6559\u5c0e\u6a5f\u5668\u4eba\u4ee5Braitenberg\u5f62\u5f0f\u99d5\u99db\uff0c\u5c31\u662f\u4e00\u683c\u4e00\u683c\u968e\u68af\u5f0f\u8d70\u6cd5\uff0c\u7136\u800c\u5728\u6f14\u5316\u5f8c\u767c\u5c55\u51fa\u76f8\u8f03\u65bc\u539f\u59cb\u4e14\u6548\u679c\u66f4\u597d\u7684\u65b9\u6cd5\u300c\u8d70\u4e00\u6bb5\u76f4\u7dda\u518d\u7e5e\u5708\u8f49\u5f4e\u300d\u3002\u6b64\u99d5\u99db\u65b9\u5f0f\u6bd4\u8d77\u539f\u59cb\u63a5\u8fd1\u76f4\u89d2\u7684\u8f49\u5f4e\u8d70\u6cd5\u4f86\u8aaa\uff0c\u65b0\u65b9\u6cd5\u8eca\u901f\u66f4\u5feb\uff0c\u4e5f\u8b93\u8eca\u5b50\u5de6\u53f3\u8f2a\u8b8a\u5f97\u5bb9\u6613\u5e73\u8861\u3002<\/p>\n<div id=\"attachment_79791\" class=\"wp-caption alignnone\"><img decoding=\"async\" class=\"size-full wp-image-79791\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2018\/11\/e-5.png\" alt=\"\" width=\"883\" height=\"659\" \/><\/p>\n<p class=\"wp-caption-text\">\u5716\u4e09\u3001\u4e00\u958b\u59cbBraitenberg\u5f62\u5f0f\u7684\u99d5\u99db\u8def\u5f91\uff08\u5de6\uff09\u3002\u6f14\u5316\u5f8c\u901f\u5ea6\u8f03\u5feb\u7684\u99d5\u99db\u8def\u5f91\uff08\u53f3\uff09\u3002\uff08Lehman et al, 2018\uff09<\/p>\n<\/div>\n<p>\u53e6\u4e00\u500b\u6578\u78bc\u6f14\u5316\u6848\u4f8b\u66f4\u9a5a\u70ba\u5929\u4eba\uff0c\u6700\u7d42\u4e16\u4ee3\u7d50\u679c\u8207\u771f\u5be6\u751f\u7269\u7684\u79fb\u52d5\u65b9\u5f0f\u975e\u5e38\u76f8\u50cf\u3002\u8d77\u521d\u4ee5\u4e00\u7d44\u62ee\u6297\u808c\u8089\u3001\u67d4\u8edf\u7d44\u7e54\u3001\u9aa8\u5e79\u7d44\u6210\u4e00\u500b\u65b9\u584a\uff0c\u8b93\u65b9\u584a\u5b78\u7fd2\u5feb\u901f\u8d70\u8def\uff0c\u4ee5\u6f14\u5316\u7b97\u6cd5\u8b93\u5176\u767c\u5c55\u5230700\u591a\u4ee3\u5b50\u4ee3\u5f8c\u5728\u55ae\u4f4d\u6642\u9593\u5167\u53ef\u79fb\u52d5\u8ddd\u96e2\u6700\u9577\uff0c\u800c\u4e14\u6b64\u901f\u5ea6\u5f8c\u6a5f\u5668\u65b9\u584a\u53ca\u672a\u4f86\u518d\u66f4\u9032\u5316\u3002\u7814\u7a76\u8005\u767c\u73fe\u5728\u6b64\u6642\u7684\u6700\u4f73\u901f\u5ea6\u4e0b\uff0c\u65b9\u584a\u79fb\u52d5\u65b9\u5f0f\u7531\u524d\u8173\u808c\u8089\u5e36\u52d5\u6574\u500b\u8ec0\u9ad4\u5feb\u901f\u79fb\u52d5\uff0c\u4e0d\u50c5\u5954\u8dd1\u6a23\u614b\u8ddf\u300c\u99ac\u300d\u6975\u70ba\u76f8\u4f3c\u4e4b\u5916\uff0c\u808c\u8089\u9aa8\u9abc\u7d44\u7e54\u7d50\u69cb\u4e5f\u5f88\u985e\u4f3c\u3002<\/p>\n<p>\u9019\u5169\u500b\u4f8b\u5b50\u5145\u5206\u5c55\u73fe\u6f14\u5316\u7684\u591a\u5143\u6027\uff0c\u5f9e\u751f\u7269\u6f14\u5316\u5230\u6578\u78bc\u6f14\u5316\u90fd\u5145\u6eff\u5404\u7a2e\u53ef\u80fd\u6027\uff0c\u4e14\u4e0d\u8ad6\u662f\u751f\u7269\u9ad4\u4ea6\u6216\u662f\u4eba\u5de5\u667a\u6167\u6a5f\u5668\uff0c\u5b83\u5011\u90fd\u662f\u76e1\u53ef\u80fd\u5728\u73fe\u6709\u74b0\u5883\u4e0b\u9032\u5316\u6210\u6700\u4f73\u72c0\u614b\u3002\u524d\u9762\u7684\u8eca\u5b50\u6f14\u5316\u65b9\u5411\u9010\u6f38\u504f\u96e2\u539f\u59cb\uff0c\u4f46\u63d0\u4f9b\u4e86\u4e00\u500b\u66f4\u597d\u7684\u89e3\u6c7a\u65b9\u6848\uff1b\u5f8c\u9762\u7684\u5f48\u6027\u65b9\u584a\u5247\u6070\u5de7\u5730\u8da8\u540c\u6f14\u5316\uff08convergent\uff09\u6210\u99ac\u5152\u5954\u8dd1\u578b\u614b\uff0c\u6578\u78bc\u6f14\u5316\u7684\u80fd\u529b\u8d85\u4e4e\u4eba\u985e\u60f3\u50cf\u3002<\/p>\n<p><img decoding=\"async\" class=\"alignnone size-full wp-image-79792\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2018\/11\/e-6.png\" alt=\"\" width=\"1814\" height=\"272\" \/><\/p>\n<div id=\"attachment_79793\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-79793\" src=\"https:\/\/highscope.ch.ntu.edu.tw\/wordpress\/wp-content\/uploads\/2018\/11\/e-7.png\" alt=\"\" width=\"1342\" height=\"206\" \/><\/p>\n<p class=\"wp-caption-text\">\u5716\u56db\u3001\u6a5f\u5668\u65b9\u584a\u7684\u6f14\u5316\u904e\u7a0b\uff0c\u5f9e\u5de6\u4e0a\u5230\u53f3\u4e0b\u7684\u99ac\u5954\u99b3\u6a23\u614b\u3002\uff08Lehman et al, 2018\uff09<\/p>\n<\/div>\n<p><strong>\u6a5f\u5668\u6f14\u5316\u7684\u9a5a\u4eba\u5275\u9020\u529b<\/strong><\/p>\n<p>2015\u5e74\u61f7\u4fc4\u660e\u5927\u5b78\u8207\u5eb7\u4e43\u723e\u5927\u5b78\u7684\u7814\u7a76\u5718\u968a\u5275\u9020\u51fa\u5275\u65b0\u5f15\u64ce\uff08Innovation Engine\uff09AI\u7cfb\u7d71\u8b93\u6a5f\u5668\u5b78\u7fd2\u77e5\u8b58\u4e26\u4e14\u5f9e\u4e8b\u85dd\u8853\u5275\u4f5c\uff0c\u5c07\u5176\u4f5c\u54c1\u5c55\u793a\u65bc\u6821\u5167\u535a\u7269\u9928\uff0c\u8b49\u660eAI\u5177\u5099\u5275\u65b0\u3001\u5275\u610f\u3001\u518d\u5275\u9020\u7684\u80fd\u529b\u3002<\/p>\n<p>\u5efa\u7acb\u5728\u751f\u7269\u6f14\u5316\u57fa\u790e\u4e0a\u7684\u6578\u78bc\u6f14\u5316\uff0c\u4fdd\u6709\u9078\u64c7\u3001\u8b8a\u7570\u3001\u907a\u50b3\u7684\u539f\u5247\uff0c\u5728\u4e00\u4ee3\u4e00\u4ee3\u7684\u8b8a\u5316\u4e2d\u9069\u61c9\u7d66\u5b9a\u74b0\u5883\uff0c\u5275\u9020\u51fa\u6700\u4f73\u89e3\u6cd5\u3002\u5118\u7ba1\u5728\u4eba\u985e\u8a2d\u5b9a\u7684\u74b0\u5883\u4e2d\u4eba\u5de5\u667a\u6167\u4ecd\u6709\u4e0d\u6070\u7576\u8868\u793a\u7684\u6642\u5019\uff0c\u4e0d\u904e\u53ef\u4ee5\u53cd\u5411\u5229\u7528\u6b64\u80fd\u529b\u512a\u5316\u539f\u59cb\u74b0\u5883\u7cfb\u7d71\uff1b\u9084\u80fd\u85c9\u7531\u56b4\u8b39\u7684\u6a5f\u5668\u908f\u8f2f\u601d\u7dad\u627e\u51fa\u6700\u4f73\u6c7a\u7b56\uff0c\u5e6b\u52a9\u4eba\u985e\u5728\u5be6\u52d9\u4e0a\u505a\u5224\u65b7\uff1b\u540c\u6642\u80fd\u5920\u5f9e\u6578\u78bc\u6f14\u5316\u5728\u53cd\u63a8\u56de\u751f\u7269\u6f14\u5316\uff0c\u6a21\u64ec\u5047\u60f3\u6f14\u5316\u74b0\u5883\uff0c\u8f14\u52a9\u751f\u7269\u7814\u7a76\u3002<\/p>\n<p>\u6587\u4e2d\u7684\u5169\u4f4d\u5b78\u8005\u5728\u9762\u5c0d\u5230AI\u7591\u4f3c\u51fa\u932f\u3001\u4f5c\u5f0a\u7684\u60c5\u6cc1\u4e0b\uff0c\u90fd\u5617\u8a66\u641c\u96c6\u6848\u4f8b\u518d\u4e86\u89e3\u80cc\u5f8c\u7684\u6210\u56e0\u3001AI\u7684\u6c7a\u7b56\u601d\u7dad\u6a21\u5f0f\uff0c\u800c\u4e0d\u975e\u4e00\u6627\u5730\u907f\u4e4b\u552f\u6050\u4e0d\u53ca\u3002\u7d9c\u5408\u6240\u6709\u524d\u4eba\u7684\u7814\u7a76\u4f86\u770b\uff0c\u4eba\u985e\u61c9\u6b63\u8996\u4eba\u5de5\u667a\u6167\u7684\u5275\u9020\u529b\uff0c\u5584\u7528\u4eba\u5de5\u667a\u6167\u65b9\u6cd5\uff0c\u5169\u8005\u4e92\u76f8\u5408\u4f5c\u5171\u540c\u63d0\u51fa\u6700\u597d\u7684\u89e3\u6c7a\u65b9\u6848\u3002<\/p>\n<p><strong>\u6578\u78bc\u6f14\u5316\u7684\u5176\u4ed6\u7279\u6b8a\u6848\u4f8b<\/strong><\/p>\n<ul>\n<li>\u6bba\u5b30\uff1a\u5728\u751f\u5b58\u6a21\u64ec\u7576\u4e2d\uff0c\u4e00\u7a2eAI\u7269\u7a2e\u9032\u5316\u70ba\u4f9d\u9760\u5403\u6389\u81ea\u5df1\u7684\u5b69\u5b50\u800c\u6d3b\u3002<\/li>\n<li>\u592a\u7a7a\u6230\uff1a\u6f14\u7b97\u6cd5\u5229\u7528\u9280\u6cb3\u904a\u6232Elite Dangerous\u7684\u898f\u5247\u7f3a\u9677\u4f86\u767c\u660e\u5f37\u5927\u7684\u65b0\u6b66\u5668\u3002<\/li>\n<li>\u8eab\u9ad4\u9ed1\u5ba2\uff1a\u56db\u96bb\u8173\u7684\u6a5f\u5668\u4eba\u61c9\u85c9\u7531\u80cc\u90e8\u63f9\u8457\u7403\u6311\u6230\u9806\u5229\u5e73\u8861\u884c\u8d70\u3002\u7136\u800c\uff0c\u5b83\u5c07\u7403\u5361\u5728\u817f\u95dc\u7bc0\u4e4b\u9593\uff0c\u4e26\u50cf\u4ee5\u524d\u4e00\u6a23\u8e63\u8dda\u800c\u884c\u3002<\/li>\n<li>\u5c0a\u5d07\u91d1\u9aee\u59d1\u5a18\u539f\u5247\uff08Goldilocks\uff09\u7684\u96fb\u529b\u7cfb\u7d71\uff1a\u8edf\u9ad4\u6f14\u5316\u51fa\u63a7\u5236\u96fb\u529b\u4fe1\u865f\u80fd\u529b\uff0c\u4f46\u8a72\u96fb\u8def\u8a2d\u8a08\u50c5\u5728\u57f7\u884c\u8a72\u7814\u7a76\u7684\u5be6\u9a57\u5ba4\u4e4b\u7279\u5b9a\u6eab\u5ea6\u624d\u53ef\u904b\u4f5c\u3002<\/li>\n<li>\u8996\u932f\u89ba\uff1a\u4eba\u985e\u8a13\u7df4\u6a5f\u5668\u4eba\u6293\u4f4f\u4e00\u9846\u7403\uff0c\u4f46\u5b83\u5229\u7528\u651d\u5f71\u6a5f\u7684\u62cd\u651d\u89d2\u5ea6\uff0c\u4f86\u8b93\u4eba\u985e\u8a8d\u7232\u5373\u4f7f\u5728\u5b83\u4e0d\u63a5\u7403\u7684\u60c5\u6cc1\u4ecd\u7136\u770b\u8d77\u4f86\u6210\u529f\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p><strong>\u7de8\u8b6f\u4f86\u6e90<\/strong><\/p>\n<p>Tom Simonite, \u201c<a href=\"https:\/\/www.wired.com\/story\/when-bots-teach-themselves-to-cheat\/\">When Bots Teach Themselves to Cheat<\/a>\u201c,\u00a0<em>WIRED<\/em>, 2018.<\/p>\n<p><strong>\u53c3\u8003\u8cc7\u6599<\/strong><\/p>\n<ol>\n<li>Lehman et al, \u201d\u00a0<a href=\"https:\/\/arxiv.org\/pdf\/1803.03453.pdf\">The surprising creativity of digital evolution: A collection of anecdotes from the evolutionary computation and artificial life research communities<\/a>\u201c,\u00a0<em>arXiv preprint<\/em>, 2018.<\/li>\n<li>Leike et al., \u201c<a href=\"https:\/\/arxiv.org\/pdf\/1711.09883.pdf\">Ai safety gridworlds<\/a>\u201c,\u00a0<em>arXiv preprint<\/em>, 2017.<\/li>\n<\/ol>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u4f60\u6709\u60f3\u904eAI\u5c45\u7136\u6703\u5728\u904a\u6232\u4e2d\u4f5c\u5f0a\u55ce\uff1f\u800c\u8b93\u4ed6\u5011\u80fd\u6709\u9019\u500b\u80fd\u529b\u7684\u539f\u56e0\u7adf\u662f\u539f\u5148\u4eba\u5011\u8a8d\u70ba\u53ea\u6703\u767c\u751f\u5728\u751f\u7269\u4e2d\u7684\u300c\u6f14\u5316\u300d\u3002\u53e4\u733f\u7d93\u6b77\u7684\u5343\u842c\u5e74\u6f14\u5316\u51fa\u4eba\u985e\uff0c\u5730\u7403\u4e0a\u73fe\u5b58\u7684\u8fd1\u5343\u842c\u7269\u7a2e\u4e5f\u662f\u7d93\u904e\u6f14\u5316\u7684\u6f2b\u6f2b\u9577\u8def\u800c\u4f86\uff0c\u4f7f\u5f97\u7269\u7a2e\u9593\u5145\u6eff\u5404\u5f0f\u9a5a\u5947\u53ef\u80fd\u6027\uff0c\u7e3d\u6703\u627e\u5230\u51fa\u8def\u7684\u751f\u547d\u5f80\u5f80\u5c55\u73fe\u5343\u5947\u767e\u602a\u7684\u5275\u9020\u529b\u3002\u7136\u800c\uff0c\u4ee5\u6f14\u5316\u7b97\u6cd5\u958b\u767c\u4eba\u5de5\u667a\u6167\u7adf\u53ef\u4ee5\u64c1\u6709\u751f\u7269\u6f14\u5316\u7684\u80fd\u529b\uff0c\u4e0d\u8ad6\u662f\u5728\u904a\u6232\u4e2d\u800d\u5967\u6b65\u3001\u627e\u51fa\u7cfb\u7d71\u6f0f\u6d1e\u3001\u57f7\u884c\u65b0\u6c7a\u7b56\uff0c\u751a\u81f3\u662f\u85dd\u8853\u5275\u4f5c\u300c\u5b83\u300d\u90fd\u53ef\u4ee5\u505a\u5230\u3002\u6216\u8a31\u4eba\u985e\u6703\u56e0\u6b64\u5c0dAI\u7684\u529b\u91cf\u611f\u5230\u754f\u61fc\uff0c\u4f46\u82e5\u80fd\u4e86\u89e3\u5b83\u5011\u7684\u904b\u4f5c\u65b9\u5f0f\uff0c\u6211\u5011\u5c07\u53ef\u4ee5\u8207\u4e4b\u5408\u4f5c\uff0c\u5e36\u9818\u6574\u500b\u7cfb\u7d71\u4e00\u8d77\u6392\u9664\u842c\u96e3\u3002<\/p>\n","protected":false},"author":21,"featured_media":39062,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[6165,6166,4990],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/01\/e-4.jpg","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/39061"}],"collection":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/users\/21"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=39061"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/39061\/revisions"}],"predecessor-version":[{"id":39063,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/39061\/revisions\/39063"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/39062"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=39061"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=39061"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=39061"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}