{"id":68976,"date":"2023-03-06T14:08:29","date_gmt":"2023-03-06T14:08:29","guid":{"rendered":"https:\/\/www.artefact.com\/?post_type=news&p=68976"},"modified":"2024-09-20T17:42:42","modified_gmt":"2024-09-20T16:42:42","slug":"trustworthy-ai-new-challenges-and-data-driven-solutions","status":"publish","type":"news","link":"https:\/\/www.artefact.com\/zh\/news\/trustworthy-ai-new-challenges-and-data-driven-solutions\/","title":{"rendered":"\u53ef\u4fe1\u7684\u4eba\u5de5\u667a\u80fd\uff1a\u65b0\u7684\u6311\u6218\u548c data-driven \u89e3\u51b3\u65b9\u6848"},"content":{"rendered":"

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\u8981\u53d1\u73b0\u8fd9\u4e9b\u504f\u5dee\uff0c\u5fc5\u987b\u610f\u8bc6\u5230\u5b83\u4eec\u7684\u5b58\u5728\uff0c\u5e76\u77e5\u9053\u8981\u6ce8\u610f\u4ec0\u4e48\u3002\u5fc5\u987b\u4e86\u89e3 data \u7684\u80cc\u666f\uff0c\u624d\u80fd\u6b63\u786e\u89e3\u8bfb\u5b83\u3002\u5355\u4e2a\u7a0b\u5e8f\u65e0\u6cd5\u8bc6\u522b\u504f\u5dee\uff0c\u56e0\u6b64 data \u79d1\u5b66\u5bb6\u7ec4\u6210\u7684\u4e0d\u540c\u56e2\u961f\u975e\u5e38\u91cd\u8981\u3002.<\/p>\n

\u901a\u8fc7\u6279\u5224\u6027\u5730\u601d\u8003\u4e0e\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u76f8\u5173\u7684\u4e0d\u540c\u6307\u6807\uff0c\u6211\u4eec\u624d\u80fd\u53d1\u73b0\u5e76\u7ea0\u6b63\u95ee\u9898\u3002\u5047\u8bbe\u4e00\u4e2a\u6a21\u578b\u9700\u8981\u68c0\u6d4b\u51fa 1% \u4eba\u53e3\u4e2d\u5b58\u5728\u7684\u4e00\u79cd\u75be\u75c5\u3002\u5982\u679c\u6a21\u578b\u603b\u662f\u9884\u6d4b\u8fd9\u4e2a\u4eba\u662f\u5065\u5eb7\u7684\uff0c\u90a3\u4e48\u6a21\u578b\u7684\u51c6\u786e\u7387\u5c06\u8fbe\u5230 99%\u3002\u5728\u6ca1\u6709\u80cc\u666f\u7684\u60c5\u51b5\u4e0b\uff0c\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u597d\u7684\u5206\u6570\u3002\u7136\u800c\uff0c\u8fd9\u4e2a\u6a21\u578b\u5374\u6beb\u65e0\u7528\u5904\u3002.<\/p>\n

\u4f7f\u7528\u57fa\u672c\u7684\u5355\u53d8\u91cf\u548c\u53cc\u53d8\u91cf dataset \u7edf\u8ba1\u53ef\u4ee5\u53d1\u73b0\u4e00\u4e9b\u504f\u5dee\u3002\u4f8b\u5982\uff0c\u6bcf\u4e2a\u5e74\u9f84\u7ec4\u7684\u4ee3\u8868\u6027\u662f\u5426\u8db3\u591f\u5e73\u7b49\uff1f\u4e00\u79cd\u89e3\u51b3\u529e\u6cd5\u662f\u5c06\u8fde\u7eed\u7684 data \u53d8\u4e3a\u5206\u7c7b\u7684 data\u3002\u76f8\u5173\u77e9\u9635\u4e5f\u53ef\u4ee5\u9a8c\u8bc1\u4e24\u4e2a\u76f8\u5173\u53d8\u91cf\u4e4b\u95f4\u7684\u8054\u7cfb\u3002\u6240\u6709\u8fd9\u4e9b\u4e0a\u6e38\u5de5\u4f5c\u5bf9\u4e8e\u786e\u4fdd\u5728\u9ad8\u8d28\u91cf\u7684 data \u96c6\u4e0a\u8bad\u7ec3\u6a21\u578b\u81f3\u5173\u91cd\u8981\u3002\u4e00\u8a00\u4ee5\u853d\u4e4b\u201c\u5783\u573e\u8fdb\uff0c\u5783\u573e\u51fa\u201d\u3002.<\/span><\/p>\n<\/div>

\u89e3\u91ca\u6a21\u578b\u7ed3\u679c<\/h2><\/div>

\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u7b49\u9ad8\u6027\u80fd\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u975e\u5e38\u9ad8\u6548\uff0c\u53ef\u7528\u4e8e\u591a\u79cd\u7528\u9014\u3002\u7136\u800c\uff0c\u5b83\u4eec\u5f88\u96be\u89e3\u91ca\uff0c\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u5b83\u4eec\u7ecf\u5e38\u88ab\u79f0\u4e3a \u201c\u9ed1\u7bb1\u6a21\u578b\u201d\u3002\u673a\u5668\u5b66\u4e60\u7684\u5de8\u5927\u6311\u6218\u5728\u4e8e\u8bc6\u522b\u548c\u89e3\u91ca\u504f\u5dee\u7684\u539f\u56e0\uff0c\u800c\u4e0d\u662f\u5426\u5b9a\u5176\u540e\u679c\u3002\u5728\u53ef\u89e3\u91ca\u6027\u548c\u51c6\u786e\u6027\u4e4b\u95f4\u9700\u8981\u6743\u8861\u3002\u6709\u4e9b\u7b97\u6cd5\uff08\u5982\u51b3\u7b56\u6811\uff09\u975e\u5e38\u5bb9\u6613\u89e3\u91ca\uff0c\u4f46\u5bf9\u4e8e\u66f4\u590d\u6742\u7684\u9884\u6d4b\u5c31\u4e0d\u90a3\u4e48\u6709\u7528\u4e86\u3002.<\/p>\n

\u53ef\u89e3\u91ca\u4eba\u5de5\u667a\u80fd\uff08Ex-AI\uff09\u9886\u57df\u8bd5\u56fe\u901a\u8fc7\u5f00\u53d1\u63d0\u9ad8\u7cfb\u7edf\u53ef\u89e3\u91ca\u6027\u7684\u65b9\u6cd5\u548c\u7b97\u6cd5\u6765\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u3002\u6211\u4eec\u65e2\u53ef\u4ee5\u63a2\u7d22\u5168\u5c40\u7406\u89e3\uff0c\u5373\u89e3\u91ca\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u5728\u5168\u7403\u4eba\u53e3\u4e2d\u53d1\u6325\u4f5c\u7528\uff0c\u4e5f\u53ef\u4ee5\u63a2\u7d22\u5c40\u90e8\u7406\u89e3\uff0c\u5373\u89e3\u91ca\u7b97\u6cd5\u5982\u4f55\u5728\u5177\u4f53\u5b9e\u4f8b\u4e2d\u53d1\u6325\u4f5c\u7528\u3002\u540e\u8005\u662f GDPR \u89c4\u5b9a\u7684\uff0c\u56e0\u4e3a\u8981\u505a\u5230\u900f\u660e\uff0c\u4eba\u5de5\u667a\u80fd\u5fc5\u987b\u80fd\u591f\u89e3\u91ca\u4e3a\u4ec0\u4e48\u6a21\u578b\u4f1a\u5bf9\u7279\u5b9a\u7684\u4eba\/\u7269\/TP41T \u7ebf\u8def\u505a\u51fa\u7279\u5b9a\u7684\u51b3\u5b9a\u3002\u8981\u4e86\u89e3\u6a21\u578b\u7684\u884c\u4e3a\u65b9\u5f0f\uff0c\u5fc5\u987b\u540c\u65f6\u5173\u6ce8\u5168\u5c40\u548c\u5c40\u90e8\u7406\u89e3\u3002.<\/p>\n

\u4e3a\u6b64\uff0cdata \u79d1\u5b66\u5bb6\u53ef\u4ee5\u7814\u7a76\u6a21\u578b\u7684\u91cd\u8981\u53d8\u91cf\u3002\u4f8b\u5982\uff0c\u62db\u8058\u6a21\u578b\u4e2d\u5c06\u6027\u522b\u4f5c\u4e3a\u91cd\u8981\u53d8\u91cf\u662f\u4e0d\u6b63\u5e38\u7684\u3002\u4ed6\u4eec\u8fd8\u53ef\u4ee5\u68c0\u67e5\u4ee5\u4e0b\u6307\u6807 \u7cbe\u786e\u5ea6<\/em> (\u51c6\u786e\u9884\u6d4b\u7684\u9633\u6027\u7ed3\u679c\u6570 = \u771f\u9633\u6027\u7ed3\u679c\u9664\u4ee5\u6240\u6709\u9884\u6d4b\u7684\u9633\u6027\u7ed3\u679c = \u771f\u9633\u6027\u7ed3\u679c + \u5047\u9633\u6027\u7ed3\u679c\uff09\u3001F1 \u5206\u6570\uff08\u6982\u62ec\u51c6\u786e\u7387\u548c\u8bef\u62a5\u7387\u7684\u503c \u53ec\u56de<\/em> \u5355\u4e00\u5ea6\u91cf\uff09\uff0c\u6216 \u53ec\u56de<\/em> (\u9884\u6d4b\u51c6\u786e\u7684\u9633\u6027\u6570\u91cf = \u771f\u9633\u6027\u9664\u4ee5\u6240\u6709\u9633\u6027 = \u771f\u9633\u6027 + \u5047\u9634\u6027\uff09\uff0c\u4e0e\u53d8\u91cf\u76f8\u5173\uff08\u4f8b\u5982\uff0cwomen \u4e0e\u7537\u6027\u76f8\u6bd4\u7684\u51c6\u786e\u7387\uff09\u3002.<\/p>\n<\/div>

\n
\u201c\u673a\u5668\u5b66\u4e60\u7684\u5de8\u5927\u6311\u6218\u5728\u4e8e\u627e\u51fa\u5e76\u89e3\u91ca\u504f\u89c1\u7684\u539f\u56e0\uff0c\u800c\u4e0d\u662f\u5426\u5b9a\u5176\u540e\u679c\u201d\u3002\u201d<\/div>\n<\/blockquote>\n<\/div>

\u63d0\u9ad8\u6a21\u578b\u7684\u7a33\u5065\u6027<\/h2><\/div>

\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u51fa\u73b0\u6545\u969c\u7684\u539f\u56e0\u53ef\u80fd\u662f\u5076\u7136\u7684\uff0c\u5982 data \u88ab\u7834\u574f\uff0c\u4e5f\u53ef\u80fd\u662f\u6545\u610f\u7684\uff0c\u5982\u9ed1\u5ba2\u653b\u51fb\u3002\u8fd9\u4e24\u79cd\u504f\u5dee\u6e90\u90fd\u4f1a\u5bfc\u81f4\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u51fa\u9519\uff0c\u63d0\u4f9b\u4e0d\u6b63\u786e\u7684\u9884\u6d4b\u6216\u7ed3\u679c\u3002\u4e00\u4e9b\u89e3\u51b3\u65b9\u6848\u80fd\u591f\u5bf9\u673a\u5668\u5b66\u4e60\u6a21\u578b\u548c\u5e94\u7528\u8fdb\u884c\u8bc4\u4f30\u3001\u9632\u5fa1\u548c\u9a8c\u8bc1\uff0c\u4ee5\u5e94\u5bf9\u53ef\u80fd\u9488\u5bf9 data\uff08data \u4e2d\u6bd2\uff09\u3001\u6a21\u578b\uff08\u6a21\u578b\u6cc4\u6f0f\uff09\u6216\u5e95\u5c42\u57fa\u7840\u8bbe\u65bd\uff08\u5305\u62ec\u786c\u4ef6\u548c\u8f6f\u4ef6\uff09\u7684\u76f8\u4e92\u51b2\u7a81\u7684\u5a01\u80c1\u3002.<\/p>\n<\/div>

\"both<\/span><\/div>

\u7167\u7247\u6765\u6e90 https:\/\/arxiv.org\/pdf\/1412.6572.pdf<\/a><\/em><\/p>\n

\u00a0<\/span><\/p>\n<\/div>

\u53ea\u9700\u5728\u6b63\u5e38\u56fe\u50cf\u4e0a\u53e0\u52a0\u4e00\u5f20 \u2018\u566a\u58f0 \u2019\u56fe\u50cf\uff0c\u5206\u7c7b\u5668\u5c31\u80fd\u5c06\u718a\u732b\u8bef\u5206\u7c7b\u4e3a\u957f\u81c2\u733f\u3002\u4eba\u773c\u662f\u65e0\u6cd5\u5bdf\u89c9\u5230\u8fd9\u79cd\u5dee\u5f02\u7684\uff0c\u4f46\u6709\u8d44\u6599\u8868\u660e\uff0c\u8fd9\u79cd\u6280\u672f\u80fd\u591f\u8bef\u5bfc\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u3002.
\n<\/span><\/p>\n<\/div>

\u5f00\u53d1\u4e0d\u90a3\u4e48\u4eba\u6027\u5316\u4f46\u66f4\u4eba\u6027\u5316\u7684\u7cfb\u7edf<\/h2><\/div>

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\u4eba\u5de5\u667a\u80fd\u672c\u8eab\u65e2\u4e0d\u9053\u5fb7\uff0c\u4e5f\u4e0d\u8fdd\u80cc\u4f26\u7406\u3002\u53ea\u6709\u7cfb\u7edf\u7684\u8bad\u7ec3\u65b9\u5f0f\u6216\u4f7f\u7528\u65b9\u5f0f\u624d\u662f\u9053\u5fb7\u4e0e\u5426\u7684\u5173\u952e\u3002\u56e0\u6b64\uff0c\u4e0e\u5927\u89c4\u6a21\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u76f8\u5173\u7684\u771f\u6b63\u4f26\u7406\u98ce\u9669\u5e76\u4e0d\u5728\u4e8e\u7b97\u6cd5\u53ef\u80fd\u9020\u53cd\u3002\u6070\u6070\u76f8\u53cd\uff0c\u5f53\u4eba\u5de5\u667a\u80fd\u5b8c\u5168\u6309\u7167\u6211\u4eec\u7684\u8981\u6c42\u884c\u4e8b\uff0c\u6a21\u4eff\u6211\u4eec\u7684\u504f\u89c1\uff0c\u91cd\u590d\u6211\u4eec\u7684\u9519\u8bef\uff0c\u5f3a\u5316\u6211\u4eec\u7684\u4e0d\u786e\u5b9a\u6027\u548c\u4e0d\u7cbe\u786e\u6027\u65f6\uff0c\u98ce\u9669\u5c31\u51fa\u73b0\u4e86\u3002.<\/p>\n

\n
\u201c\u5f53\u4eba\u5de5\u667a\u80fd\u5b8c\u5168\u6309\u7167\u6211\u4eec\u7684\u8981\u6c42\u884c\u4e8b\u65f6\uff0c\u98ce\u9669\u5c31\u4f1a\u51fa\u73b0\u201d\u3002\u201d<\/div>\n<\/blockquote>\n<\/div>

\u79ef\u6781\u5e94\u5bf9\u4eba\u5de5\u667a\u80fd\u4f26\u7406\u95ee\u9898<\/h2><\/div>

\u6211\u4eec\u975e\u5e38\u5173\u6ce8\u8fd9\u4e00\u4e3b\u9898 Artefact<\/a>, \u56e0\u6b64\uff0c\u6211\u4eec\u4e13\u95e8\u4e3a\u6b64\u7ec4\u5efa\u4e86\u56e2\u961f\uff0c\u5e76\u5728\u6cbb\u7406\u5f00\u53d1\u3001\u6280\u672f\u89e3\u51b3\u65b9\u6848\u5b9e\u65bd\u548c\u4eba\u5de5\u667a\u80fd\u6218\u7565\u54a8\u8be2\u65b9\u9762\u63d0\u4f9b\u4e86\u5177\u4f53\u652f\u6301\u3002.<\/p>\n

\u6211\u4eec\u4e0e\u5b66\u672f\u754c\u5bc6\u5207\u534f\u4f5c\uff0c\u4f5c\u4e3a\u4ee5\u4e0b\u673a\u6784\u7684\u5408\u4f5c\u4f19\u4f34 \u79d1\u6280\u9886\u57df\u7684\u4f7c\u4f7c\u8005<\/a> Artefact\u662f\u7531\u6cd5\u56fd\u77ff\u4e1a\u7535\u4fe1\u5b66\u9662\u548c\u5df4\u9ece\u653f\u6cbb\u5b66\u9662\u5171\u540c\u521b\u7acb\u7684\uff0c\u65e8\u5728\u7f29\u5c0f\u7814\u7a76\u4e0e\u5b9e\u8df5\u4e4b\u95f4\u7684\u5dee\u8ddd\u3002Artefact \u8fd8\u83b7\u5f97\u4e86\u7531\u72ec\u7acb\u534f\u4f1a\u9881\u53d1\u7684 \"\u8d1f\u8d23\u4efb\u548c\u53ef\u4fe1\u8d56\u7684\u4eba\u5de5\u667a\u80fd\"\uff08Responsible and Trusted AI\uff09\u6807\u7b7e\u3002 Labelia \u5b9e\u9a8c\u5ba4<\/a>, \u8fd9\u4fdd\u8bc1\u4e86\u8d1f\u8d23\u4efb\u548c\u53ef\u4fe1\u8d56\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u9ad8\u5ea6\u6210\u719f\u3002.<\/p>\n

\u4f26\u7406\u95ee\u9898\u5173\u7cfb\u5230\u6211\u4eec\u6240\u6709\u4eba\uff0c\u5728\u8fd9\u4e2a\u95ee\u9898\u4e0a\u5fc5\u987b\u79ef\u6781\u4e3b\u52a8\uff1b\u4f26\u7406\u884c\u4e3a\u7684\u91c7\u7528\u4e0d\u5e94\u4ec5\u4ec5\u662f\u4e00\u79cd\u53cd\u5e94\u3002\u4eba\u5de5\u667a\u80fd\u6b63\u5728\u7ecf\u5386\u4e00\u4e2a\u8fdb\u5316\u65f6\u671f\uff0c\u5176\u6d41\u7a0b\u548c\u4f26\u7406\u9053\u5fb7\u90fd\u5904\u4e8e\u5b9a\u4e49\u8fc7\u7a0b\u4e2d\u3002\u5728\u4e00\u4e2a\u5c1a\u672a\u53d7\u5230\u76d1\u7ba1\u7684\u9886\u57df\uff0c\u5e94\u8be5\u7531\u90a3\u4e9b\u79ef\u6781\u53d1\u6325\u4f5c\u7528\u7684\u4eba\u8d77\u5e26\u5934\u4f5c\u7528\u3002\u4f5c\u4e3a\u5f00\u53d1\u8005\u3001\u987e\u95ee\u548c\u7ba1\u7406\u8005\uff0c\u6211\u4eec\u6709\u8d23\u4efb\u6ee1\u8db3\u6240\u6709\u76f8\u5173\u4eba\u5458--\u4e0d\u4ec5\u662f\u5ba2\u6237\u548c\u670d\u52a1\u7528\u6237\uff0c\u8fd8\u6709\u6574\u4e2a\u793e\u4f1a--\u7684\u671f\u671b\uff0c\u5e76\u5229\u7528\u4eba\u5de5\u667a\u80fd\u7684\u529b\u91cf\u521b\u9020\u4e00\u4e2a\u66f4\u7f8e\u597d\u7684\u4e16\u754c\u3002.<\/p>\n<\/div><\/div><\/div><\/div><\/article><\/p>","protected":false},"excerpt":{"rendered":"

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