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id=\"2QOVDD5O\">\u8be5\u7814\u7a76\u7684\u521b\u65b0\u601d\u8def\u4f53\u73b0\u5728\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u7528\u667a\u80fd\u4f53\u6d4b\u8bd5\u667a\u80fd\u4f53\uff08AI Aginst AI\uff09\u7684\u5168\u65b0\u6d4b\u8bd5\u65b9\u6cd5\u3002\u5176\u4e2d\uff0c\u4e00\u4e2a\u667a\u80fd\u4f53\u662f\u81ea\u52a8\u9a7e\u9a76\uff08\u63a7\u5236\u65b9\uff09\uff0c\u53e6\u4e00\u4e2a\u667a\u80fd\u4f53\u662f\u4ea4\u901a\u73af\u5883\uff08\u88ab\u63a7\u5236\u65b9\uff09\u3002<\/p>\n<p id=\"2QOVDD5Q\">\u4ed6\u89e3\u91ca\u8bf4\u9053\uff1a\u201c\u901a\u8fc7\u6784\u9020\u865a\u62df\u7684\u6d4b\u8bd5\u73af\u5883\uff0c\u80fd\u8ba9\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u5728\u8fd9\u79cd\u6d4b\u8bd5\u73af\u5883\u4e2d\uff0c\u50cf\u5f00\u5728\u771f\u5b9e\u7684\u516c\u5f00\u9053\u8def\u6d4b\u8bd5\u4e00\u6837\uff0c\u4f46\u6548\u7387\u66f4\u9ad8\u3002\u201d<\/p>\n<p id=\"2QOVDD5S\">\u8fd9\u4e9b\u667a\u80fd\u4f53\u5177\u6709\u4e24\u4e2a\u7279\u70b9\uff1a<\/p>\n<p id=\"2QOVDD5U\">\u4e00\u662f\u5c3d\u53ef\u80fd\u5730\u50cf\u4eba\u4e00\u6837\u5f00\u8f66\uff0c\u4ee5\u80fd\u591f\u53cd\u6620\u5b83\u5728\u771f\u5b9e\u4e16\u754c\u4e2d\u7684\u5b89\u5168\u6027\u80fd\uff1b<\/p>\n<p id=\"2QOVDD60\">\u4e8c\u662f AI \u53ef\u4ee5\u8ba9\u6574\u4e2a\u6d4b\u8bd5\u8fc7\u7a0b\u66f4\u5feb\uff0c\u5e76\u5177\u6709\u4e00\u5b9a\u7684\u5bf9\u6297\u6027\u3002<\/p>\n<p class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F0628%2F2e73e40dj00sfsa33006vd200q40075g00id0050.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><\/p>\n<p id=\"2QOVDD63\">\u56fe\u4e28\u589e\u5f3a\u73b0\u5b9e\u6d4b\u8bd5\u5e73\u53f0\u53ef\u4ee5\u901a\u8fc7\u865a\u62df\u80cc\u666f\u8f66\u8f86\u589e\u5f3a\u73b0\u5b9e\u4e16\u754c\uff0c\u4e3a\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u63d0\u4f9b\u66f4\u5b89\u5168\u3001\u66f4\u53ef\u63a7\u3001\u66f4\u9ad8\u6548\u7684\u6d4b\u8bd5\u73af\u5883\uff08\u6765\u6e90\uff1a Nature \uff09<\/p>\n<p id=\"2QOVDD65\">\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u6709\u4e00\u4e2a\u70ed\u70b9\u8bdd\u9898\uff1a\u5230\u5e95\u591a\u5b89\u5168\u624d\u662f\u8db3\u591f\u5b89\u5168\u7684\uff1f\u662f 99.9999% \u8fd8\u662f 99.99999%\uff0c\u6216\u8005\u66f4\u9ad8\uff1f<\/p>\n<p id=\"2QOVDD67\">\u636e Waymo \u6570\u636e\uff0c\u5728\u4ea4\u901a\u4e8b\u6545\u4e2d\u6709 90% \u662f\u7531\u4eba\u7c7b\u9a7e\u9a76\u5206\u795e\u7b49\u539f\u56e0\u9020\u6210\u7684\u64cd\u4f5c\u5931\u8bef\u3002<\/p>\n<p id=\"2QOVDD69\">\u5982\u679c\u7528\u81ea\u52a8\u9a7e\u9a76\u66ff\u4ee3\u4eba\u7c7b\u9a7e\u9a76\u5458\uff0c\u6781\u6709\u53ef\u80fd\u53ef\u4ee5\u907f\u514d\u8fd9\u4e9b\u9519\u8bef\uff0c\u4e5f\u610f\u5473\u7740\u81ea\u52a8\u9a7e\u9a76\u7684\u5b89\u5168\u6027\u81f3\u5c11\u8981\u6bd4\u4eba\u7c7b\u9a7e\u9a76\u5458\u63d0\u5347 1 \u4e2a\u6570\u91cf\u7ea7\u4ee5\u4e0a\u3002<\/p>\n<p id=\"2QOVDD6B\">\u76ee\u524d\uff0c\u81ea\u52a8\u9a7e\u9a76\u6d4b\u8bd5\u4e3b\u8981\u5206\u4e3a\u4ee5\u4e0b\u4e24\u4e2a\u9636\u6bb5\uff1a<\/p>\n<p id=\"2QOVDD6D\">\u7b2c\u4e00\u4e2a\u9636\u6bb5\u662f\u4f20\u7edf\u7684\u3001\u57fa\u4e8e\u771f\u5b9e\u91c7\u96c6\u6570\u636e\u7684\u573a\u666f\u6d4b\u8bd5\u3002<\/p>\n<p id=\"2QOVDD6F\">\u7b2c\u4e8c\u4e2a\u9636\u6bb5\u4e3a\u667a\u80fd\u6d4b\u8bd5\u73af\u5883\u4e0b\u7684\u6d4b\u8bd5\uff0c\u5728\u8be5\u6d4b\u8bd5\u4e2d\uff0c\u80fd\u591f\u5bf9\u5b89\u5168\u6027\u80fd\u63d0\u4f9b\u53ef\u91cf\u5316\u548c\u51b3\u7b56\u7684\u4f9d\u636e\u3002<\/p>\n<p id=\"2QOVDD6H\">\u82f1\u56fd\u7687\u5bb6\u5de5\u7a0b\u9662\u9662\u58eb\u534e\u76db\u987f\u00b7Y\u00b7\u5965\u5947\u6069\uff08Washington Y. Ochieng\uff09\u5728\u56fd\u9645\u7535\u6c14\u548c\u7535\u5b50\u5de5\u7a0b\u5e08\u534f\u4f1a\u667a\u80fd\u4ea4\u901a\u7cfb\u7edf\u56fd\u9645\u4f1a\u8bae\u4e2d\u63d0\u5230\uff0c\u201c\u76ee\u524d\uff0c\u57fa\u4e8e\u573a\u666f\u7684\u6d4b\u8bd5\u65b9\u6cd5\u5b58\u5728\u5c40\u9650\u6027\uff0c\u800c S. Feng \u7b49\u4eba\u5728 Nature \u63d0\u51fa\u7684\u65b9\u6cd5\u5728\u8bd5\u56fe\u89e3\u51b3\u7a00\u758f\u5ea6\u707e\u96be\u7684\u95ee\u9898[3]\u3002\u201d<\/p>\n<p id=\"2QOVDD6J\">\u5c01\u7855\u8868\u793a\uff0c\u573a\u666f\u7247\u6bb5\u5316\u6d4b\u8bd5\u662f\u5bf9\u4e8e\u7b80\u5355\u3001\u5df2\u77e5\u98ce\u9669\u7684\u6d4b\u8bd5\uff0c\u800c\u771f\u6b63\u7684\u5b89\u5168\u6d4b\u8bd5\u96be\u70b9\u5728\u4e8e\u5bf9\u672a\u77e5\u98ce\u9669\u573a\u666f\u7684\u9884\u6d4b\u3002<\/p>\n<p id=\"2QOVDD6L\">\u201c\u6211\u5728\u56fd\u5185\u5916\u505a\u5b66\u672f\u62a5\u544a\u65f6\uff0c\u5f88\u591a\u540c\u884c\u5bf9\u6211\u4eec\u7684\u6280\u672f\u8ba4\u53ef\u5e76\u9ad8\u5ea6\u5173\u6ce8\uff0c\u4e5f\u5f88\u9ad8\u5174\u770b\u5230\u6211\u4eec\u7684\u6210\u679c\u63a8\u52a8\u4e86\u9886\u57df\u5bf9\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u6d4b\u8bd5\u2018\u65b0\u6807\u51c6\u2019\u7684\u8ba8\u8bba\u3002\u201d\u4ed6\u8bf4\u3002<\/p>\n<p id=\"2QOVDD6N\">\u636e\u4ecb\u7ecd\uff0c\u76ee\u524d\uff0c\u7814\u7a76\u4eba\u5458\u5df2\u4e0e\u516c\u5b89\u90e8\u5408\u4f5c\uff0c\u5e0c\u671b\u5229\u7528\u8be5\u7cfb\u7edf\u5728\u56fd\u5185\u8fdb\u884c\u76f8\u5173\u5b89\u5168\u6d4b\u8bd5\u3002<\/p>\n<p id=\"2QOVDD6P\">\u6b64\u5916\uff0c\u8be5\u7cfb\u7edf\u8fd8\u88ab\u5168\u7403\u9996\u4e2a\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u6d4b\u8bd5\u573a Mcity\u3001\u7f8e\u56fd\u4ea4\u901a\u4e2d\u5fc3\uff08\u7f8e\u56fd\u4ea4\u901a\u90e8\u6307\u5b9a\u5341\u5927\u81ea\u52a8\u9a7e\u9a76\u6d4b\u8bd5\u573a\u4e4b\u4e00\uff09\u3001\u7f8e\u56fd\u56fd\u5bb6\u4ea4\u901a\u5b89\u5168\u7ba1\u7406\u5c40\u552f\u4e00\u6c7d\u8f66\u7814\u7a76\u6d4b\u8bd5\u5b9e\u9a8c\u5ba4\u6240\u5728\u6d4b\u8bd5\u573a\u7b49\u91c7\u7528\u3002<\/p>\n<p id=\"2QOVDD6R\">\u201cAI Against AI\u201d\u7684\u5168\u65b0\u7406\u8bba\u4e0e\u65b9\u6cd5\uff0c\u6709\u5229\u4e8e\u5f62\u6210\u65b0\u4e00\u4ee3\u673a\u5668\u667a\u80fd\u7684\u6d4b\u8bd5\u4e0e\u7814\u53d1\u8303\u5f0f\uff0c\u5bf9\u5b89\u5168\u6538\u5173\u7cfb\u7edf\u7684\u5927\u89c4\u6a21\u843d\u5730\u5e94\u7528\u4ea7\u751f\u5de8\u5927\u5f71\u54cd\uff0c\u5305\u62ec\u81ea\u52a8\u9a7e\u9a76\u3001\u822a\u7a7a\u822a\u5929\u3001\u6838\u805a\u7535\u3001\u667a\u80fd\u7535\u7f51\u3001\u533b\u7597\u95ee\u8bca\u548c\u5168\u81ea\u52a8\u7684\u624b\u672f\u673a\u5668\u4eba\u7b49\u9886\u57df\u3002<\/p>\n<p class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F0628%2F23da7589p00sfsa330002d200ku0036g00id002s.png&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><\/p>\n<p id=\"2QOVDD6U\"><strong>\u4e3a\u7a00\u758f\u5ea6\u707e\u96be\u63d0\u4f9b\u4e09\u79cd\u89e3\u51b3\u65b9\u6848<\/strong><\/p>\n<p id=\"2QOVDD70\">20 \u4e16\u7eaa\uff0c\u82f1\u56fd\u6570\u5b66\u5bb6\u7406\u67e5\u5fb7\u00b7\u8d1d\u5c14\u66fc\uff08Richard Bellman\uff09\u63d0\u51fa\u201c\u7ef4\u6570\u707e\u96be\u201d\u7684\u6982\u5ff5\u3002\u6b64\u524d\uff0cAI \u4e3b\u8981\u89e3\u51b3\u7684\u95ee\u9898\u4e5f\u662f\u56f4\u7ed5\u7740\u7ef4\u6570\u707e\u96be\uff0c\u5373\u95ee\u9898\u8d8a\u590d\u6742\u7ef4\u6570\u8d8a\u9ad8\uff0c\u4f8b\u5982\u7528 AlphaFold \u9884\u6d4b\u86cb\u767d\u8d28\u3002<\/p>\n<p id=\"2QOVDD72\">\u4f46\u5bf9\u4e8e\u5c0f\u6982\u7387\u4e8b\u4ef6\uff0c\u5df2\u6709\u7684 AI \u6280\u672f\u5c1a\u672a\u5f62\u6210\u6709\u6548\u7684\u89e3\u51b3\u624b\u6bb5\u3002\u6df1\u5ea6\u5b66\u4e60\u5e7f\u6cdb\u5730\u5e94\u7528\u4e8e\u81ea\u52a8\u9a7e\u9a76\u7684\u5404\u4e2a\u9886\u57df\uff0c\u5305\u62ec\u611f\u77e5\u3001\u51b3\u7b56\u3001\u63a7\u5236\u3001\u6d4b\u8bd5\u7b49\uff0c\u56e0\u800c\u7a00\u758f\u5ea6\u707e\u96be\u5bf9\u81ea\u52a8\u9a7e\u9a76\u6784\u6210\u4e86\u5b89\u5168\u6027\u6311\u6218\u3002<\/p>\n<p class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F0628%2F43df3f3ej00sfsa34005qd200nc00emg00id00bh.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><\/p>\n<p id=\"2QOVDD75\">\u56fe\u4e28\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u7a00\u758f\u5ea6\u707e\u96be\u793a\u610f\u56fe\uff08\u6765\u6e90\uff1aNature Communications\uff09<\/p>\n<p id=\"2QOVDD77\">\u5728\u524d\u5e8f\u7814\u7a76\u57fa\u7840\u4e0a[1]\uff0c \u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u201c\u7a00\u758f\u5ea6\u707e\u96be\u201d\u5e76\u4e0d\u4e00\u5b9a\u4ec5\u53ef\u7528\u5728\u5b89\u5168\u6d4b\u8bd5\u4e2d\uff0c\u800c\u662f\u53ef\u80fd\u5e7f\u6cdb\u5b58\u5728\u4e8e\u81ea\u52a8\u9a7e\u9a76\u7684\u5176\u4ed6\u4efb\u52a1\u4e2d\u3002<\/p>\n<p id=\"2QOVDD79\">\u4ed6\u4eec\u5728\u7406\u8bba\u4e0a\u5bf9\u7a00\u91ca\u5ea6\u707e\u96be\u95ee\u9898\u7814\u7a76\u540e\u53d1\u73b0\uff0c\u5b89\u5168\u6538\u5173\u4e8b\u4ef6\u7a00\u758f\u5ea6\u7684\u53d1\u751f\u6982\u7387\u8d8a\u5c0f\uff0c\u6df1\u5ea6\u5b66\u4e60\u6240\u9700\u8981\u7684\u6570\u636e\u91cf\u548c\u8ba1\u7b97\u91cf\u5c31\u4f1a\u8d8a\u5927\uff0c\u5e76\u4e14\u8be5\u5173\u7cfb\u53ef\u80fd\u662f\u6307\u6570\u5173\u7cfb\u3002<\/p>\n<p id=\"2QOVDD7B\">\u6700\u8fd1\uff0c\u5c01\u7855\u4e0e\u5218\u5411\u5b8f\u6307\u51fa\u4e86\u5f71\u54cd\u81ea\u52a8\u9a7e\u9a76\u5b89\u5168\u6027\u80fd\u7684\u5173\u952e\u95ee\u9898\u662f\u201c\u7a00\u758f\u5ea6\u707e\u96be\u201d\uff0c\u5e76\u4ece\u6570\u5b66\u4e0a\u5b9a\u4e49\u4e86\u7a00\u758f\u6027\u707e\u96be\u3002<\/p>\n<p id=\"2QOVDD7D\">\u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u5206\u522b\u4ece\u6570\u636e\u3001\u7b97\u6cd5\u548c\u8f85\u52a9\u6280\u672f\u65b9\u9762\uff0c\u63d0\u51fa\u4e86\u4e09\u79cd\u53ef\u884c\u6027\u6280\u672f\u8def\u7ebf\uff1a\u4f7f\u7528\u5b89\u5168\u6538\u5173\u6570\u636e\u5bc6\u96c6\u5b66\u4e60\u3001\u6539\u5584\u6a21\u578b\u6cdb\u5316\u548c\u63a8\u7406\u80fd\u529b\u548c\u901a\u8fc7\u8f66\u8def\u534f\u540c\u7b49\u6280\u672f\u964d\u4f4e\u5b89\u5168\u98ce\u9669\u4e8b\u4ef6\u7684\u53d1\u751f\u6982\u7387\u3002<\/p>\n<p id=\"2QOVDD7F\">\u8fd1\u65e5\uff0c\u76f8\u5173\u8bba\u6587\u4ee5\u300a\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u7684\u7a00\u758f\u5ea6\u707e\u96be\u300b\uff08Curse of Rarity for Autonomous Vehicles\uff09\u4e3a\u9898\u53d1\u8868\u5728 Nature Communications[4]\u3002<\/p>\n<p 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id=\"2QOVDD8G\">\u7a00\u758f\u5ea6\u707e\u96be\u7684\u95ee\u9898\u5728\u5927\u6a21\u578b\u4e2d\u4e5f\u5e7f\u6cdb\u5b58\u5728\uff0c\u4f46\u76ee\u524d\u76f8\u5173\u7406\u8bba\u6027\u7814\u7a76\u8fd8\u5904\u4e8e\u7a7a\u7f3a\u72b6\u6001\u3002\u57fa\u4e8e\u6b64\uff0c\u5728\u4e0b\u4e2a\u9636\u6bb5\u7684\u7814\u7a76\u4e2d\uff0c\u5c01\u7855\u8ba1\u5212\u5c06\u7a00\u758f\u5ea6\u707e\u96be\u95ee\u9898\u6269\u5c55\u5728 AI \u9886\u57df\uff0c\u5e76\u8fdb\u884c\u6df1\u5165\u7814\u7a76\u3002<\/p>\n<p id=\"2QOVDD8I\">\u201c\u81ea\u52a8\u9a7e\u9a76\u5219\u662f AI \u5728\u5b89\u5168\u6538\u5173\u7cfb\u7edf\u6700\u5148\u53ef\u80fd\u843d\u5730\u7684\u5e94\u7528\u573a\u666f\u3002\u672a\u6765\uff0c\u6211\u4eec\u7684\u76ee\u6807\u662f\u8ba9\u81ea\u52a8\u9a7e\u9a76\u548c\u4eba\u5de5\u667a\u80fd\u66f4\u52a0\u5b89\u5168\u3002\u201d\u5c01\u7855\u8bf4\u3002<\/p>\n<p id=\"2QOVDD8K\">\u53c2\u8003\u8d44\u6599\uff1a<\/p>\n<p id=\"2QOVDD8L\">1.Feng, S., Sun, H., Yan, X. et al. Dense reinforcement learning for safety validation of autonomous vehicles. Nature 615, 620\u2013627 (2023). https:\/\/doi.org\/10.1038\/s41586-023-05732-2<\/p>\n<p id=\"2QOVDD8M\">2. Colin Paterson,Chiara Picardi Hazards help autonomous cars to drive safely. Nature 615 , 594-595 (2023). https:\/\/doi.org\/10.1038\/d41586-023-00798-4<\/p>\n<p id=\"2QOVDD8N\">3.Elias Nassif. et al. Safety Standards for Autonomous Vehicles: Challenges and Way Forward. 2023 IEEE 26th International Conference on<\/p>\n<p id=\"2QOVDD8O\">Intelligent Transportation Systems (ITSC) 24-28.https:\/\/doi.org\/10.1109\/ITSC57777.2023.10422153<\/p>\n<p id=\"2QOVDD8P\">4.Liu, H.X., Feng, S. Curse of rarity for autonomous vehicles. 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