{"id":19071,"date":"2026-09-03T20:43:28","date_gmt":"2026-09-03T10:43:28","guid":{"rendered":"https:\/\/geoffreychen.com\/explainability-requires-more-than-accurate-prediction\/"},"modified":"2026-09-03T20:43:28","modified_gmt":"2026-09-03T10:43:28","slug":"explainability-requires-more-than-accurate-prediction","status":"publish","type":"post","link":"https:\/\/geoffreychen.com\/zh\/explainability-requires-more-than-accurate-prediction\/","title":{"rendered":"\u53ef\u89e3\u91ca\u6027\uff1a\u4e3a\u4ec0\u4e48\u9884\u6d4b\u51c6\u786e\u8fd8\u4e0d\u7b49\u4e8e\u89e3\u91ca\u6e05\u695a\uff1f"},"content":{"rendered":"<\/p>\n

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\u4e00\u4e2a\u7cfb\u7edf\u591a\u6b21\u731c\u4e2d\u7ed3\u679c\uff0c\u4e0d\u8868\u793a\u6211\u4eec\u77e5\u9053\u5b83\u4e3a\u4f55\u6210\u529f\u3002\u96e8\u4f1e\u9500\u91cf\u80fd\u9884\u6d4b\u964d\u96e8\uff0c\u5374\u4e0d\u662f\u4e0b\u96e8\u7684\u539f\u56e0\uff1b\u6a21\u578b\u6293\u4f4f\u7a33\u5b9a\u76f8\u5173\u6027\u4e5f\u80fd\u5f97\u5230\u9ad8\u51c6\u786e\u7387\uff0c\u5374\u672a\u5fc5\u8bf4\u660e\u54ea\u4e9b\u56e0\u7d20\u771f\u6b63\u8d77\u4f5c\u7528\u3002<\/p>\n

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\u8fd9\u4e2a\u533a\u5206\u5728\u9ad8\u98ce\u9669\u51b3\u5b9a\u4e2d\u5c24\u5176\u91cd\u8981\u3002\u82e5\u8d37\u6b3e\u6a21\u578b\u62d2\u7edd\u7533\u8bf7\u4eba\uff0c\u6211\u4eec\u4e0d\u4ec5\u60f3\u77e5\u9053\u5b83\u591a\u51c6\uff0c\u8fd8\u8981\u77e5\u9053\u8f93\u51fa\u4f9d\u8d56\u4ec0\u4e48\u3001\u54ea\u4e9b\u6539\u53d8\u53ef\u80fd\u6539\u53d8\u7ed3\u679c\uff0c\u4ee5\u53ca\u6a21\u578b\u4f55\u65f6\u8d85\u51fa\u77e5\u8bc6\u8fb9\u754c\u3002\u53ef\u89e3\u91ca\u6027\u4e0d\u662f\u7ed9\u590d\u6742\u8fc7\u7a0b\u914d\u4e00\u4e2a\u987a\u8033\u6545\u4e8b\uff0c\u800c\u662f\u5efa\u7acb\u53ef\u68c0\u67e5\u7684\u7406\u7531\u94fe\u3002\u51c6\u786e\u7387\u56de\u7b54\u201c\u5e38\u5e38\u5bf9\u4e0d\u5bf9\u201d\uff0c\u89e3\u91ca\u56de\u7b54\u201c\u4e3a\u4f55\u8fd9\u6837\u5224\u65ad\uff0c\u4f55\u65f6\u4e0d\u8be5\u76f8\u4fe1\u201d\u3002<\/p>\n

https:\/\/www.nist.gov\/publications\/four-principles-explainable-artificial-intelligence<\/a>
https:\/\/www.nature.com\/articles\/s42256-019-0048-x<\/a><\/p>\n

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