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John Duchi \u4fe1\u606f\u8bba\u4e0e\u7edf\u8ba1\u8bfe\u7a0b\u540e\u5bf9\u76f8\u5173\u95ee\u9898\u4ea7\u751f\u4e86\u6d53\u539a\u5174\u8da3\u3002\u6b63\u5f0f\u6765\u5230\u7814\u7a76\u9662\u5b9e\u4e60\u540e\uff0c\u7b11\u4e1c\u5728 mentor 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\u5341\u5206\u5c0a\u91cd\u81ea\u5df1\u7684\u7814\u7a76\u5174\u8da3\uff0c\u201c\u611f\u89c9\u5728\u76f8\u5904\u8fc7\u7a0b\u4e2d\uff0c\u4ed6\u4eec\u4f1a\u628a\u6211\u4eec\u5f53\u4f5c\u4e00\u4e2a\u5408\u4f5c\u8005\u4e00\u8d77\u63a2\u8ba8\u95ee\u9898\u201d\u3002<\/p>\n\n\n\n<p>\u6700\u7ec8\uff0c\u4ed6\u4eec\u5f15\u5165\u968f\u673a\u4f18\u5316\u9886\u57df\u4e2d\u7528\u6765\u5904\u7406\u68af\u5ea6\u526a\u5207\u7684\u6570\u5b66\u6280\u5de7\u3001\u4f7f\u7528\u68af\u5ea6\u5f52\u4e00\u5316\u8fd9\u79cd\u65b0\u7684\u4f18\u5316\u65b9\u6cd5\uff0c\u4f7f\u8be5\u9879\u76ee\u7b2c\u4e00\u6b21\u5728\u5408\u7406\u5047\u8bbe\u4e0b\u5206\u6790\u4e86\u73b0\u5728\u5dee\u5206\u9690\u79c1\u6700\u5e38\u7528\u7b97\u6cd5\uff08\u5e26\u88c1\u526a\u7684DP-SGD\uff09\u7684\u6536\u655b\u6027\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u7b97\u6cd5\u6b63\u5219\u5316 DP-NSGD\u3002\u65b0\u7b97\u6cd5\u5bf9\u8d85\u53c2\u6570\u9c81\u68d2\uff0c\u80fd\u591f\u8282\u7ea6\u8ba1\u7b97\u8d44\u6e90\u5e76\u51cf\u5c11\u591a\u6b21\u8c03\u53c2\u5e26\u6765\u7684\u9690\u79c1\u6cc4\u9732\u98ce\u9669\u3002\u7ecf\u5386\u4e86\u534a\u5e74\u591a\u7684\u7814\u7a76\uff0c\u8fd9\u9879\u5de5\u4f5c\u5df2\u5b8c\u6210\u5e76\u4f5c\u4e3a\u9884\u5370\u672c\u516c\u5e03\uff0c\u6b63\u5728\u6295\u9012\u673a\u5668\u5b66\u4e60\u9886\u57df\u9876\u7ea7\u671f\u520a JMLR\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"1024\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u7b11\u4e1c-768x1024.jpeg\" alt=\"\u751f\u6d3b\u4e2d\u7684\u6768\u7b11\u4e1c\" class=\"wp-image-1075281\" style=\"width:538px;height:auto\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u7b11\u4e1c-768x1024.jpeg 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u7b11\u4e1c-225x300.jpeg 225w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u7b11\u4e1c-1152x1536.jpeg 1152w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u7b11\u4e1c-135x180.jpeg 135w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u7b11\u4e1c.jpeg 1280w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><figcaption class=\"wp-element-caption\">\u751f\u6d3b\u4e2d\u7684\u6768\u7b11\u4e1c<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u674e\u7f19\u6240\u5c5e\u7ec4\u522b\u5219\u662f\u7cfb\u7edf\u7814\u7a76\u7ec4\u3002\u540c\u6837\u5730\uff0c\u76f8\u8f83\u4e8e\u5176\u4ed6\u9886\u57df\uff0c\u7cfb\u7edf\u9886\u57df\u7684\u9879\u76ee\u5468\u671f\u76f8\u5bf9\u66f4\u957f\uff0c\u751a\u81f3\u6709\u4f1a\u505a\u4e24\u4e09\u5e74\u7684\u9879\u76ee\u3002\u9009\u62e9\u4e86\u201c\u6162\u5de5\u51fa\u7ec6\u6d3b\u201d\u7684\u9886\u57df\uff0c\u4e5f\u4f7f\u674e\u7f19\u517b\u6210\u4e86\u7a33\u5065\u7684\u6280\u672f\u5fc3\u6001\uff0c\u201c\u66f4\u613f\u610f\u6316\u6398\u51fa\u5176\u4e2d\u7684\u590d\u6742\u6027\u201d\uff0c\u505a\u771f\u6b63\u6709\u4ef7\u503c\u7684\u5de5\u4f5c\u3002<\/p>\n\n\n\n<p>\u5728\u5b9e\u4e60\u7684\u4e00\u5e74\u65f6\u95f4\u91cc\uff0c\u674e\u7f19\u4e00\u76f4\u5728 mentor 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class=\"wp-block-image aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"563\" height=\"1024\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u674e\u7f19-scaled-1-563x1024.jpeg\" alt=\"\u751f\u6d3b\u4e2d\u7684\u674e\u7f19\" class=\"wp-image-1075284\" style=\"width:425px;height:auto\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u674e\u7f19-scaled-1-563x1024.jpeg 563w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u674e\u7f19-scaled-1-165x300.jpeg 165w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u674e\u7f19-scaled-1-768x1396.jpeg 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u674e\u7f19-scaled-1-845x1536.jpeg 845w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u674e\u7f19-scaled-1-1126x2048.jpeg 1126w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u674e\u7f19-scaled-1-99x180.jpeg 99w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u674e\u7f19-scaled-1.jpeg 1408w\" sizes=\"auto, (max-width: 563px) 100vw, 563px\" \/><figcaption class=\"wp-element-caption\">\u751f\u6d3b\u4e2d\u7684\u674e\u7f19<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" 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https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u7b11\u4e1cmentor-scaled-1-2048x1152.jpeg 2048w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u7b11\u4e1cmentor-scaled-1-1066x600.jpeg 1066w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u7b11\u4e1cmentor-scaled-1-655x368.jpeg 655w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u7b11\u4e1cmentor-scaled-1-240x135.jpeg 240w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u7b11\u4e1cmentor-scaled-1-640x360.jpeg 640w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u7b11\u4e1cmentor-scaled-1-960x540.jpeg 960w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u7b11\u4e1cmentor-scaled-1-1280x720.jpeg 1280w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u7b11\u4e1cmentor-scaled-1-1920x1080.jpeg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u6768\u7b11\u4e1c\uff08\u5de6\uff09\u548c mentor 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mentor\uff0c\u9648\u742a\u4f1a\u9891\u7e41\u5730\u548c\u674e\u7f19\u8ba8\u8bba\uff0c\u5e76\u4ece\u5b9e\u64cd\u5c42\u9762\u63d0\u51fa\u6307\u5bfc\u610f\u89c1\u3002\u4f8b\u5982\u9648\u742a\u66fe\u57fa\u4e8e\u81ea\u5df1\u7684\u7ecf\u9a8c\uff0c\u6307\u5bfc\u674e\u7f19\u5728\u6a21\u578b\u4e2d\u4f7f\u7528\u8bfb\u5199\u9501\u7684\u7ed3\u6784\u5bf9\u7cfb\u7edf\u8fdb\u884c\u4fee\u6539\uff0c\u5b9e\u9a8c\u8fdb\u7a0b\u7531\u6b64\u88ab\u5927\u5927\u63a8\u8fdb\u3002\u9762\u5bf9\u5b9e\u9a8c\u8fc7\u7a0b\u4e2d\u51fa\u73b0\u7684\u7a0b\u5e8f\u5e76\u53d1\u96be\u9898\u3001\u7cfb\u7edf\u6027\u80fd\u74f6\u9888\u7b49\u60c5\u51b5\uff0c\u4ed6\u4e5f\u4f1a\u76f4\u63a5\u5411 mentor \u5bfb\u6c42\u5e2e\u52a9\uff0c\u5e76\u63d0\u51fa\u4e00\u4e9b\u53ef\u80fd\u7684\u63a2\u7d22\u65b9\u5411\u3002\u5728\u5171\u540c\u8c03\u8bd5\u7a0b\u5e8f\u3001\u4e00\u8d77\u5206\u6790\u5404\u90e8\u5206\u6027\u80fd\u5e76\u627e\u51fa\u74f6\u9888\u6a21\u5757\u7684\u8fc7\u7a0b\u4e2d\uff0c\u201c\u4ed6\u7684\u4e3b\u52a8\u63a2\u7d22\u4ee5\u53ca\u4e0d\u754f\u8270\u96be\u7684\u54c1\u8d28\u8ba9\u6211\u7559\u4e0b\u4e86\u5f88\u6df1\u7684\u5370\u8c61\u201d\uff0c\u9648\u742a\u8bf4\u3002\u674e\u7f19\u5f53\u524d\u6b63\u5728\u8fdb\u884c\u7684\u8bfe\u9898\u4e2d\u4e5f\u9047\u5230\u4e86\u4e00\u4e9b\u5e76\u53d1\u96be\u9898\uff0c\u7814\u7a76\u9662\u7684\u7ecf\u9a8c\u4f7f\u4ed6\u5728\u9762\u5bf9\u95ee\u9898\u65f6\u66f4\u52a0\u5f97\u5fc3\u5e94\u624b\u3002<\/p>\n\n\n\n<p>\u9664\u4e86\u540c\u7ec4\u7684\u7814\u7a76\u5458\uff0c\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff0c\u4ed6\u4eec\u8fd8\u53ef\u4ee5\u4e0e\u5176\u4ed6\u65b9\u5411\u7684\u7814\u7a76\u5458\u4ea4\u6d41\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9ad8\u7ea7\u7814\u7a76\u5458\u6768\u51e1\u5c31\u66fe\u9f13\u52b1\u674e\u7f19\u591a\u548c\u7814\u7a76\u5458\u4eec\u4ea4\u6d41\uff0c\u4e3b\u52a8\u63a2\u7d22\u5176\u4ed6\u9879\u76ee\u7ec4\u6b63\u5728\u505a\u4ec0\u4e48\u5de5\u4f5c\u3002\u674e\u7f19\u63d0\u8d77\u4e00\u6b21\u4ee4\u4ed6\u5370\u8c61\u6df1\u523b\u7684\u4ea4\u6d41\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u53ef\u4fe1\u7cfb\u7edf\u7814\u7a76\u7ec4\u9ad8\u7ea7\u7814\u7a76\u5458\u9648\u6d0b\u548c\u4ed6\u5206\u4eab\u4e86\u81ea\u5df1\u5728\u4ee5\u592a\u574a\u4e0a\u8fdb\u884c\u7684\u533a\u5757\u94fe\u6027\u80fd\u52a0\u901f\u7684\u7814\u7a76\uff0c\u4e5f\u5c5e\u4e8e\u7cfb\u7edf\u7814\u7a76\u9886\u57df\u7684\u4e00\u90e8\u5206\u3002\u674e\u7f19\u5728\u4ea4\u6d41\u540e\u7279\u610f\u62dc\u8bfb\u4e86\u4ed6\u7684\u8bba\u6587\uff0c\u8d5e\u53f9\u201c\u7279\u522b\u6f02\u4eae\u201d\uff0c\u8fd9\u4e5f\u5bf9\u4ed6\u672a\u6765\u7684\u7814\u7a76\u6709\u6240\u542f\u53d1\u3002<\/p>\n\n\n\n<p>\u201c\u5fae\u8f6f\u7814\u7a76\u9662\u9662\u53cb\u201d\u7684\u8eab\u4efd\uff0c\u8fd8\u6210\u4e3a\u4e86\u4ed6\u4eec\u4e0e\u5168\u7403\u66f4\u591a\u4f18\u79c0\u79d1\u7814\u8005\u5feb\u901f\u62c9\u8fd1\u5173\u7cfb\u7684\u7ebd\u5e26\u3002\u674e\u7f19\u7279\u522b\u63d0\u5230\uff0c\u81ea\u5df1\u5728\u54c8\u4f5b\u5927\u5b66\u7684\u5bfc\u5e08 James Mickens \u535a\u58eb\u66fe\u662f\u5fae\u8f6f\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\uff0c\u5728\u5fae\u8f6f\u7814\u7a76\u9662\u5de5\u4f5c\u4e03\u5e74\u540e\u91cd\u8fd4\u5b66\u672f\u754c\uff0cJames Mickens \u4e5f\u66fe\u6765\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4ea4\u6d41\u5b66\u4e60\u3002\u8fd9\u4e00\u6bb5\u7f18\u5206\u8ba9\u4ed6\u4e0e\u5bfc\u5e08\u6709\u4e86\u7279\u522b\u7684\u8fde\u63a5\u3002\u7b11\u4e1c\u6700\u8fd1\u5728\u548c\u7cfb\u91cc\u7684\u8001\u5e08\u540c\u5b66\u4ea4\u6d41\u65f6\uff0c\u4e5f\u53d1\u73b0\u5176\u4e2d\u4e5f\u4e0d\u4e4f\u5fae\u8f6f\u7814\u7a76\u9662\u9662\u53cb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"643\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/e1669897316544-1024x643.jpeg\" alt=\"\u674e\u7f19\uff08\u524d\u6392\u53f3\u4e00\uff09\u548c\u5c0f\u4f19\u4f34\u4eec\" class=\"wp-image-1075290\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/e1669897316544-1024x643.jpeg 1024w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/e1669897316544-300x188.jpeg 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/e1669897316544-768x482.jpeg 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/e1669897316544-1536x964.jpeg 1536w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/e1669897316544-240x151.jpeg 240w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/e1669897316544.jpeg 1544w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u674e\u7f19\uff08\u524d\u6392\u53f3\u4e00\uff09\u548c\u5c0f\u4f19\u4f34\u4eec<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u518d\u6b21\u56de\u5fc6\u8d77\u5728\u7814\u7a76\u9662\u7684\u5c81\u6708\uff0c\u674e\u7f19\u548c\u7b11\u4e1c\u90fd\u5145\u6ee1\u611f\u6fc0\uff0c\u8fd9\u6bb5\u7ecf\u5386\u76f4\u63a5\u5f71\u54cd\u4e86\u4ed6\u4eec\u5bf9\u672a\u6765\u7684\u6784\u60f3\u3002\u7b11\u4e1c\u8bf4\uff0c\u201c\u8fd9\u662f\u6211\u7684\u804c\u4e1a\u53d1\u5c55\u521d\u4f53\u9a8c\uff0c\u6211\u4e86\u89e3\u4e86\u5728\u4f01\u4e1a\u7814\u7a76\u9662\u505a\u7814\u7a76\u662f\u4ec0\u4e48\u611f\u89c9\u3001\u548c\u5b66\u672f\u754c\u6709\u4ec0\u4e48\u533a\u522b\uff0c\u8fd9\u5bf9\u6211\u672a\u6765\u7684\u804c\u4e1a\u9009\u62e9\u6709\u6df1\u8fdc\u7684\u5f71\u54cd\u3002\u201d\u674e\u7f19\u4e5f\u8868\u793a\uff0c\u81ea\u5df1\u60f3\u591a\u591a\u63a2\u7d22\u4e00\u4e9b\u5de5\u4e1a\u754c\u7684\u5408\u4f5c\u673a\u4f1a\uff0c\u201c\u5982\u679c\u6bd5\u4e1a\u540e\u80fd\u56de\u5230\u5fae\u8f6f\u7814\u7a76\u9662\u5f53\u7136\u975e\u5e38\u597d\u201d\u3002\u672a\u6765\uff0c\u4ed6\u4eec\u90fd\u5c06\u5e26\u7740\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u79ef\u7d2f\u7684\u7cbe\u795e\u8d22\u5bcc\u5728\u79d1\u7814\u9053\u8def\u4e0a\u7ee7\u7eed\u524d\u884c\u3002<\/p>\n\n\n\n<p><strong>Mentor \u5bc4\u8bed<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"209\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u622a\u5c4f2022-12-01-20-26-31-1024x209.png\" alt=\"text\" class=\"wp-image-1075293\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u622a\u5c4f2022-12-01-20-26-31-1024x209.png 1024w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u622a\u5c4f2022-12-01-20-26-31-300x61.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u622a\u5c4f2022-12-01-20-26-31-768x157.png 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u622a\u5c4f2022-12-01-20-26-31-240x49.png 240w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u622a\u5c4f2022-12-01-20-26-31-1280x262.png 1280w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u622a\u5c4f2022-12-01-20-26-31.png 1284w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5728\u8fc7\u53bb\u7684\u4e00\u5e74\u91cc\uff0c\u674e\u7f19\u5728\u7cfb\u7edf\u7ec4\u5f00\u5c55\u4e86\u4e00\u9879\u6709\u5b9e\u9645\u5e94\u7528\u4ef7\u503c\u3001\u80fd\u591f\u63a8\u8fdb\u7814\u7a76\u9886\u57df\u53d1\u5c55\u7684\u7814\u7a76\u8bfe\u9898\uff0c\u53d6\u5f97\u4e86\u5f88\u597d\u7684\u7814\u7a76\u6210\u679c\u3002\u5c3d\u7ba1\u9879\u76ee\u96be\u5ea6\u8f83\u5927\uff0c\u9700\u8981\u8f83\u6df1\u7684\u7cfb\u7edf\u548c\u7b97\u6cd5\u80cc\u666f\u77e5\u8bc6\uff0c\u4ed6\u5728\u6574\u4e2a\u7814\u7a76\u8fc7\u7a0b\u4e2d\u79ef\u6781\u4e3b\u52a8\uff0c\u5145\u6ee1\u63a2\u7d22\u7cbe\u795e\uff0c\u4e0d\u754f\u5404\u79cd\u56f0\u96be\uff0c\u5feb\u901f\u6709\u6548\u5730\u63a8\u52a8\u4e86\u7814\u7a76\u7684\u8fdb\u5c55\uff0c\u7ed9\u6211\u7559\u4e0b\u4e86\u6df1\u523b\u7684\u5370\u8c61\u3002\u5e0c\u671b\u674e\u7f19\u540c\u5b66\u672a\u6765\u80fd\u591f\u5728\u7cfb\u7edf\u9886\u57df\u7ee7\u7eed\u6df1\u5165\u63a2\u7d22\uff0c\u505a\u51fa\u6709\u6df1\u8fdc\u5f71\u54cd\u529b\u7684\u5de5\u4f5c\uff0c\u63a8\u52a8\u7cfb\u7edf\u7814\u7a76\u9886\u57df\u7684\u53d1\u5c55\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"211\" src=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u622a\u5c4f2022-12-01-20-26-44-1024x211.png\" alt=\"text\" class=\"wp-image-1075296\" srcset=\"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u622a\u5c4f2022-12-01-20-26-44-1024x211.png 1024w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u622a\u5c4f2022-12-01-20-26-44-300x62.png 300w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u622a\u5c4f2022-12-01-20-26-44-768x158.png 768w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u622a\u5c4f2022-12-01-20-26-44-240x49.png 240w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u622a\u5c4f2022-12-01-20-26-44-1280x264.png 1280w, https:\/\/cm-edgetun.pages.dev\/en-us\/research\/wp-content\/uploads\/2022\/12\/\u622a\u5c4f2022-12-01-20-26-44.png 1284w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5728\u4e00\u5e74\u7684\u5b9e\u4e60\u65f6\u95f4\u91cc\uff0c\u6768\u7b11\u4e1c\u5728\u673a\u5668\u5b66\u4e60\u7ec4\u505a\u51fa\u4e86\u5f88\u6709\u6df1\u5ea6\u3001\u4e14\u5bf9\u5b9e\u9645\u6709\u6307\u5bfc\u610f\u4e49\u7684\u7814\u7a76\u5de5\u4f5c\u3002\u4ed6\u5206\u6790\u4e86\u4f5c\u4e3a\u5dee\u5206\u9690\u79c1\u673a\u5668\u5b66\u4e60\u57fa\u7840\u7684 DP-SGD \u7b97\u6cd5\u7684\u6536\u655b\u6027\uff0c\u5728\u8d34\u5408\u5b9e\u9645\u7684\u5047\u8bbe\u4e0b\u8bc1\u660e\u4e86\u8fc4\u4eca\u6700\u7d27\u7684\u7406\u8bba\u7ed3\u679c\uff0c\u5e76\u5b8c\u6210\u4e86\u4e00\u7bc7\u8fd1 40 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