{"id":1071870,"date":"2023-04-27T20:04:00","date_gmt":"2023-04-28T03:04:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1071870"},"modified":"2024-09-25T03:36:14","modified_gmt":"2024-09-25T10:36:14","slug":"iclr-2023-responsible-ai","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/iclr-2023-responsible-ai\/","title":{"rendered":"ICLR 2023 | \u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\uff0c\u5b88\u62a4\u673a\u5668\u5b66\u4e60\u7684\u8fdb\u9636\u601d\u8003"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u56fd\u9645\u5b66\u4e60\u8868\u5f81\u4f1a\u8bae ICLR\uff08International Conference on Learning 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\/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=BR_ZhvcYbGJ<\/p>\n\n\n\n<p>\u65f6\u5e8f\u56fe\u662f\u4e00\u79cd\u57fa\u4e8e\u65f6\u95f4\u7684\u52a8\u6001\u56fe\uff0c\u5176\u4e2d\u7684\u8282\u70b9\u548c\u8fb9\u90fd\u5e26\u6709\u65f6\u95f4\u6233\uff0c\u5728\u7ebf\u793e\u4ea4\u7f51\u7edc\u548c\u9053\u8def\u4ea4\u901a\u7f51\u7edc\u7b49\u5c31\u662f\u65f6\u5e8f\u56fe\u7684\u5178\u578b\u4f8b\u5b50\u3002\u9274\u4e8e\u65f6\u5e8f\u56fe\u7684\u5e7f\u6cdb\u5e94\u7528\uff0c\u5df2\u7ecf\u6709\u8bb8\u591a\u65f6\u95f4\u56fe\u6a21\u578b\u88ab\u63d0\u51fa\uff0c\u4f8b\u5982 Jodie\uff0cTGAT \u548c 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class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"267\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-2-1024x267.png\" alt=\"\u56fe1\uff1aT-GNNExplainer \u7684\u6a21\u578b\u6846\u67b6\" class=\"wp-image-1071909\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-2-1024x267.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-2-300x78.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-2-768x200.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-2-240x62.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-2.png 1410w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" 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https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-3-300x109.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-3-768x279.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-3-1536x559.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-3-240x87.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-3.png 1688w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u8fde\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2210.04492.pdf<\/p>\n\n\n\n<p>\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff08PLMs\uff09\u5728\u6587\u672c\u751f\u6210\uff08NLG\uff09\u65b9\u9762\u53d6\u5f97\u4e86\u957f\u8db3\u8fdb\u6b65\uff0c\u4f46\u5374\u4f1a\u5c06\u9884\u8bad\u7ec3\u8bed\u6599\u4e2d\u5b58\u5728\u7684\u6709\u5bb3\u5185\u5bb9\uff08\u4f8b\u5982\u6709\u6bd2\u8bed\u8a00\u548c\u5bf9\u5c11\u6570\u7fa4\u4f53\u7684\u793e\u4f1a\u504f\u89c1\u7b49\uff09\u5185\u5316\u3001\u751f\u6210\u3001\u4f20\u64ad\uff0c\u751a\u81f3\u653e\u5927\u3002\u968f\u7740\u8bed\u8a00\u6a21\u578b\u9010\u6b65\u6210\u4e3a\u5404\u7c7b NLG \u5e94\u7528\uff08\u5982\u804a\u5929\u673a\u5668\u4eba\u3001\u6587\u6848\u5199\u4f5c\u52a9\u624b\uff09\u7684\u57fa\u7840\uff0c\u5176\u751f\u6210\u7684\u6709\u5bb3\u5185\u5bb9\u4e5f\u53ef\u80fd\u901a\u8fc7\u4e0e\u7ec8\u7aef\u7528\u6237\u7684\u9891\u7e41\u4ea4\u4e92\uff0c\u5728\u4eba\u7c7b\u793e\u4f1a\u4e2d\u5e7f\u6cdb\u4f20\u64ad\uff0c\u6700\u7ec8\u9020\u6210\u91cd\u5927\u7684\u8d1f\u9762\u5f71\u54cd\uff0c\u4f8b\u5982\u5438\u5f15\u4ec7\u6068\u3001\u5bfc\u81f4\u504f\u89c1\u3001\u52a0\u5267\u4e0d\u5e73\u7b49\u3002\u540c\u65f6\uff0c\u8fd9\u4e9b\u95ee\u9898\u4e0d\u4ec5\u6ca1\u6709\u968f\u7740\u8bed\u8a00\u6a21\u578b\u89c4\u6a21\u7684\u589e\u5927\u800c\u89e3\u51b3\uff0c\u53cd\u800c\u6709\u9010\u6b65\u6076\u5316\u7684\u503e\u5411\uff0c\u66f4\u52a0\u7a81\u663e\u4e86\u53d1\u5c55\u7b26\u5408\u9053\u5fb7\u7684\u8bed\u8a00\u751f\u6210\u65b9\u6cd5\u7684\u5fc5\u8981\u6027\u548c\u7d27\u8feb\u6027\u3002<\/p>\n\n\n\n<p>\u73b0\u6709\u7684\u53bb\u6bd2\u548c\u53bb\u504f\u89c1\u6280\u672f\u901a\u5e38\u5206\u4e3a\u4e24\u5927\u8303\u5f0f\u3002\u4e00\u79cd\u662f\u7279\u5b9a\u9886\u57df\u5fae\u8c03\uff08Domain-Specific Tuning\uff09\uff0c\u5373\u4f7f\u7528\u7cbe\u5fc3\u83b7\u53d6\u7684\u5e72\u51c0\u65e0\u5bb3\u7684\u6570\u636e\u5bf9\u6a21\u578b\u8fdb\u884c\u8fdb\u4e00\u6b65\u8bad\u7ec3\u3002\u8be5\u65b9\u6cd5\u6709\u6548\uff0c\u4f46\u6570\u636e\u6784\u5efa\u53ca\u8bad\u7ec3\u5927\u6a21\u578b\u7684\u6210\u672c\u592a\u9ad8\u4e14\u5b9e\u6548\u6027\u5dee\u3002\u7b2c\u4e8c\u79cd\u662f\u7ea6\u675f\u89e3\u7801\uff08Constrained Decoding\uff09\uff0c\u4ee5\u8fc7\u6ee4\u3001\u5bf9\u6297\u5f15\u5bfc\u3001\u8f93\u51fa\u5206\u5e03\u6574\u6d41\u7b49\u65b9\u5f0f\u6765\u907f\u514d\u6709\u5bb3\u7684\u6587\u5b57\u751f\u6210\uff0c\u800c\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\u3002\u7136\u800c\uff0c\u8fd9\u7c7b\u65b9\u6cd5\u4f1a\u4e25\u91cd\u964d\u4f4e\u751f\u6210\u6587\u672c\u7684\u8d28\u91cf\u6216\u51cf\u6162\u751f\u6210\u901f\u5ea6\u3002\u6b64\u5916\uff0c\u73b0\u6709\u65b9\u6cd5\u90fd\u662f\u5206\u522b\u5904\u7406\u53bb\u6bd2\u548c\u53bb\u504f\u95ee\u9898\uff0c\u8fd9\u5f80\u5f80\u5bfc\u81f4\u7ecf\u8fc7\u53bb\u504f\u7684\u6a21\u578b\u4f9d\u7136\u5b58\u5728\u6bd2\u6027\uff0c\u540c\u65f6\u7ecf\u8fc7\u53bb\u6bd2\u7684\u6a21\u578b\u53cd\u800c\u653e\u5927\u4e86\u504f\u89c1\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u9996\u6b21\u63d0\u51fa\u4e86\u4e00\u4e2a\u57fa\u4e8e\u63a8\u7406\u9636\u6bb5\u81ea\u9002\u5e94\u4f18\u5316\u7684\u53bb\u6bd2\u548c\u53bb\u504f\u89c1\u7edf\u4e00\u6846\u67b6 UDDIA\u3002UDDIA \u5c06\u53bb\u504f\u89c1\u548c\u53bb\u6bd2\u5f62\u5f0f\u5316\u4e3a\u7edf\u4e00\u7684\u8f93\u51fa\u5206\u5e03\u6574\u6d41\u8fc7\u7a0b\uff0c\u4ee5\u6b64\u6765\u5747\u8861\u4e0d\u540c\u7fa4\u4f53\u76f8\u5173\u5185\u5bb9\u7684\u751f\u6210\u6982\u7387\u5e76\u6700\u5c0f\u5316\u4e0e\u6bd2\u6027\u4e4b\u95f4\u7684\u5173\u8054\u3002\u8be5\u6846\u67b6\u7b49\u4ef7\u4e8e\u5b66\u4e60\u4e00\u4e2a\u591a\u5c5e\u6027\uff08\u5982\u6027\u522b\u3001\u79cd\u65cf\u3001\u6bd2\u6027\u7b49\uff09\u6df7\u5408\u7684\u6587\u672c\u5206\u5e03\u3002\u6b64\u5916\uff0cUDDIA \u4ec5\u5728\u63a8\u7406(\u751f\u6210)\u9636\u6bb5\u901a\u8fc7\u4f18\u5316\u6781\u5c11\u91cf(~1%)\u53c2\u6570\u8fdb\u884c\u5e72\u9884\uff0c\u5e76\u52a8\u6001\u5730\u9009\u62e9\u4f55\u65f6\u5e72\u9884\u3001\u66f4\u65b0\u54ea\u4e9b\u53c2\u6570\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cUDDIA \u80fd\u51cf\u5c11 GPT-2 \u6a21\u578b\u7ea640%\u7684\u6bd2\u6027\u548c\u504f\u89c1\uff0c\u5e76\u4fdd\u6301\u8f83\u5c0f\u7684\u751f\u6210\u8d28\u91cf\u635f\u5931\u548c\u8f83\u9ad8\u7684\u751f\u6210\u6548\u7387\u3002\u8be5\u6846\u67b6\u65b9\u6cd5\u6807\u5fd7\u7740\u5728\u8fc8\u5411\u9053\u5fb7\u548c\u8d1f\u8d23\u4efb\u7684 NLG \u65b9\u9762\u53d6\u5f97\u4e86\u91cd\u8981\u8fdb\u5c55\uff0c\u5e76\u4e3a\u672a\u6765\u4e0d\u65ad\u589e\u5927\u7684\u8bed\u8a00\u6a21\u578b\u7684\u5b89\u5168\u6027\u63d0\u4f9b\u4e86\u4e00\u79cd\u7075\u6d3b\u53ef\u6269\u5c55\u4e14\u4f4e\u6210\u672c\u7684\u6709\u6548\u65b9\u6848\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"425\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-4-1024x425.png\" alt=\"\u56fe2\uff1aUDDIA\u6846\u67b6 (\u5de6) \u53bb\u6bd2\u4e0e\u751f\u6210\u8d28\u91cf\u7684\u5e73\u8861\u66f2\u7ebf\uff08\u53f3\uff09\u53bb\u504f\u89c1\u4e0e\u751f\u6210\u8d28\u91cf\u7684\u5e73\u8861\u66f2\u7ebf\" class=\"wp-image-1071915\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-4-1024x425.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-4-300x124.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-4-768x319.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-4-240x100.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-4.png 1215w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aUDDIA\u6846\u67b6 (\u5de6) \u53bb\u6bd2\u4e0e\u751f\u6210\u8d28\u91cf\u7684\u5e73\u8861\u66f2\u7ebf\uff08\u53f3\uff09\u53bb\u504f\u89c1\u4e0e\u751f\u6210\u8d28\u91cf\u7684\u5e73\u8861\u66f2\u7ebf<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p id=\"caption-attachment-44898\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u63a2\u7d22\u5dee\u5206\u9690\u79c1\u6df1\u5ea6\u5b66\u4e60\u7684\u8fb9\u754c\">\u63a2\u7d22\u5dee\u5206\u9690\u79c1\u6df1\u5ea6\u5b66\u4e60\u7684\u8fb9\u754c<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"328\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-5-1024x328.jpg\" alt=\"paper screenshot\" class=\"wp-image-1071918\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-5-1024x328.jpg 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-5-300x96.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-5-768x246.jpg 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-5-240x77.jpg 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-5.jpg 1180w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2212.01539<\/p>\n\n\n\n<p>\u8fd1\u671f\u7684\u5dee\u5206\u9690\u79c1\uff08DP\uff09\u6df1\u5ea6\u5b66\u4e60\u7814\u7a76\u5df2\u663e\u8457\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\u548c\u9690\u79c1-\u6548\u7528\u6743\u8861\uff0c\u5e76\u5728\u5e38\u89c1\u7684\u9690\u79c1\u4fdd\u8bc1\u6c34\u5e73\u4e0b\u5b9e\u73b0\u4e86\u9ad8\u6548\u4e14\u5177\u6709\u826f\u597d\u6548\u7528\u7684\u9690\u79c1\u4fdd\u62a4\u5b66\u4e60\u6d41\u7a0b\u3002\u5176\u4e2d\u7684\u5dee\u5206\u9690\u79c1\u968f\u673a\u68af\u5ea6\u4e0b\u964d\uff08DP-SGD\uff09\u662f\u4e00\u79cd\u5b9e\u73b0\u5dee\u5206\u9690\u79c1\u4fdd\u62a4\u5b66\u4e60\u7684\u901a\u7528\u7b97\u6cd5\u3002DP-SGD \u4f1a\u5bf9\u6bcf\u4e2a\u6837\u672c\u7684\u68af\u5ea6\u8fdb\u884c\u5e73\u88c1\u526a\uff08\u5373\u5148\u5c06\u68af\u5ea6\u62c9\u4f38\u4e3a\u4e00\u7ef4\u5411\u91cf\uff0c\u7136\u540e\u8fdb\u884c\u88c1\u526a\uff09\uff0c\u63a5\u7740\u518d\u6dfb\u52a0\u9002\u5f53\u5927\u5c0f\u7684\u566a\u58f0\u6270\u52a8\u3002<\/p>\n\n\n\n<p>\u7531\u4e8e DP-SGD\u9700\u8981\u5bf9\u6bcf\u4e2a\u6837\u672c\u68af\u5ea6\u8fdb\u884c\u88c1\u526a\uff1a1\uff09\u9996\u5148\u5b9e\u4f8b\u5316\u6bcf\u4e2a\u6837\u672c\u68af\u5ea6\uff1b2\uff09\u5bf9\u5176\u6309\u7167 L2 \u8303\u6570\u8fdb\u884c\u88c1\u526a\uff0c\u800c\u8fd9\u4f1a\u5bfc\u81f4\u8f83\u9ad8\u7684\u5185\u5b58\u548c\u65f6\u95f4\u5f00\u9500\uff0c\u6240\u4ee5\u4f7f\u7528 DP-SGD \u7684\u9690\u79c1\u673a\u5668\u5b66\u4e60\u5728\u5185\u5b58\u9700\u6c42\u548c\u901f\u5ea6\u65b9\u9762\u6bd4\u975e\u9690\u79c1\u7248\u672c\u8981\u9ad8\u51fa\u8bb8\u591a\u3002\u56e0\u6b64\u8fdb\u884c\u76f8\u5173\u7814\u7a76\u9700\u8981\u89e3\u51b3\u7684\u9996\u4e2a\u95ee\u9898\u662f\uff1a\u9690\u79c1\u5b66\u4e60\u80fd\u5426\u50cf\u975e\u9690\u79c1\u5b66\u4e60\u4e00\u6837\u5728\u5185\u5b58\u548c\u65f6\u95f4\u6548\u7387\uff08\u6bcf\u4e2aepoch\uff09\u4e0a\u4fdd\u6301\u9ad8\u6548\uff1f\u53ea\u6709\u5728\u63d0\u9ad8\u6548\u7387\u540e\uff0c\u624d\u6709\u53ef\u80fd\u5c06\u5176\u5e94\u7528\u4e8e\u8bad\u7ec3 GPT-3 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class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-6-1024x768.png\" alt=\"\u56fe3\uff1a\u4e0d\u540c\u7b97\u6cd5\u5185\u5b58\u9700\u6c42\u6bd4\u8f83\uff1a\u975e\u9690\u79c1\u5b66\u4e60\uff0c\u5e73\u88c1\u526a\uff0c\u865a\u62df\u88c1\u526a\u548c\u5206\u5c42\u88c1\u526a\" class=\"wp-image-1071921\" style=\"width:554px;height:auto\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-6-1024x768.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-6-300x225.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-6-768x576.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-6-80x60.png 80w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-6-240x180.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-6.png 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a\u4e0d\u540c\u7b97\u6cd5\u5185\u5b58\u9700\u6c42\u6bd4\u8f83\uff1a\u975e\u9690\u79c1\u5b66\u4e60\uff0c\u5e73\u88c1\u526a\uff0c\u865a\u62df\u88c1\u526a\u548c\u5206\u5c42\u88c1\u526a<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-44900\"><\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"558\" height=\"417\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-7.png\" alt=\"\u56fe4\uff1a\u4e0d\u540c\u7b97\u6cd5\u541e\u5410\u901f\u7387\u6bd4\u8f83\uff1a\u975e\u9690\u79c1\u5b66\u4e60\uff0c\u5e73\u88c1\u526a\uff0c\u865a\u62df\u88c1\u526a\u548c\u5206\u5c42\u88c1\u526a\" class=\"wp-image-1071924\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-7.png 558w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-7-300x224.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-7-80x60.png 80w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-7-240x180.png 240w\" sizes=\"auto, (max-width: 558px) 100vw, 558px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1a\u4e0d\u540c\u7b97\u6cd5\u541e\u5410\u901f\u7387\u6bd4\u8f83\uff1a\u975e\u9690\u79c1\u5b66\u4e60\uff0c\u5e73\u88c1\u526a\uff0c\u865a\u62df\u88c1\u526a\u548c\u5206\u5c42\u88c1\u526a<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-44901\"><\/p>\n\n\n\n<p>\u7b2c\u4e8c\u4e2a\u9700\u8981\u89e3\u51b3\u7684\u95ee\u9898\u662f\uff1a\u8be5\u5982\u4f55\u9009\u53d6\u6bcf\u5c42\u7684\u88c1\u526a\u9608\u503c\uff1f\u901a\u8fc7\u7b80\u5355\u7684\u5b9e\u9a8c\uff0c\u7814\u7a76\u5458\u4eec\u53d1\u73b0\u4f7f\u7528\u56fa\u5b9a\u9608\u503c\u7684\u9010\u5c42\u88c1\u526a\u5728\u6027\u80fd\u4e0a\u6bd4\u5e73\u88c1\u526a\u6709\u660e\u663e\u964d\u4f4e\u3002\u81ea\u9002\u5e94\u9608\u503c\u662f\u8ba9\u9010\u5c42\u88c1\u526a\u7a81\u7834\u6027\u80fd\u74f6\u9888\u7684\u5173\u952e\uff08\u53c2\u89c1\u56fe5\uff09\u3002\u81ea\u9002\u5e94\u9608\u503c\u53ea\u9700\u8981\u5f88\u5c11\u7684\u9690\u79c1\u9884\u7b97\uff0c\u5c31\u53ef\u4ee5\u6839\u636e\u7b97\u51fa\u7684\u6837\u672c\u68af\u5ea6 L2 \u8303\u6570\u81ea\u52a8\u4f30\u8ba1\u51fa\u4e00\u4e2a\u5408\u9002\u88c1\u526a\u7684\u9608\u503c\u3002\u591a\u4e2a\u4efb\u52a1\u8bc1\u660e\uff0c\u65b0\u65b9\u6cd5\u5728\u7ed9\u5b9a\u8bad\u7ec3 epoch 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https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-8-768x237.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-8-240x74.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/iclr-2023-responsible-ai-8.png 1522w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1a\u4e0d\u540c\u6837\u672c\u7684\u6bcf\u5c42\u68af\u5ea6\u5927\u5c0f\u968f\u7740\u8bad\u7ec3\u6b65\u6570\u53d8\u5316\u663e\u8457<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-44902\"><\/p>\n\n\n\n<p>DP-SGD 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Representations\uff09\uff0c\u88ab\u516c\u8ba4\u4e3a\u5f53\u524d\u6700\u5177\u5f71\u54cd\u529b\u7684\u673a\u5668\u5b66\u4e60\u56fd\u9645\u5b66\u672f\u4f1a\u8bae\u4e4b\u4e00\u3002\u591a\u4e2a\u6765\u81ea\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u6700\u65b0\u7814\u7a76\u6210\u679c\u88ab ICLR 2023 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\u8bba\u6587\u8fde\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2210.04492.pdf \u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff08PLMs\uff09\u5728\u6587\u672c\u751f\u6210\uff08NLG\uff09\u65b9\u9762\u53d6\u5f97\u4e86\u957f\u8db3\u8fdb\u6b65\uff0c\u4f46\u5374\u4f1a\u5c06\u9884\u8bad\u7ec3\u8bed\u6599\u4e2d\u5b58\u5728\u7684\u6709\u5bb3\u5185\u5bb9\uff08\u4f8b\u5982\u6709\u6bd2\u8bed\u8a00\u548c\u5bf9\u5c11\u6570\u7fa4\u4f53\u7684\u793e\u4f1a\u504f\u89c1\u7b49\uff09\u5185\u5316\u3001\u751f\u6210\u3001\u4f20\u64ad\uff0c\u751a\u81f3\u653e\u5927\u3002\u968f\u7740\u8bed\u8a00\u6a21\u578b\u9010\u6b65\u6210\u4e3a\u5404\u7c7b NLG \u5e94\u7528\uff08\u5982\u804a\u5929\u673a\u5668\u4eba\u3001\u6587\u6848\u5199\u4f5c\u52a9\u624b\uff09\u7684\u57fa\u7840\uff0c\u5176\u751f\u6210\u7684\u6709\u5bb3\u5185\u5bb9\u4e5f\u53ef\u80fd\u901a\u8fc7\u4e0e\u7ec8\u7aef\u7528\u6237\u7684\u9891\u7e41\u4ea4\u4e92\uff0c\u5728\u4eba\u7c7b\u793e\u4f1a\u4e2d\u5e7f\u6cdb\u4f20\u64ad\uff0c\u6700\u7ec8\u9020\u6210\u91cd\u5927\u7684\u8d1f\u9762\u5f71\u54cd\uff0c\u4f8b\u5982\u5438\u5f15\u4ec7\u6068\u3001\u5bfc\u81f4\u504f\u89c1\u3001\u52a0\u5267\u4e0d\u5e73\u7b49\u3002\u540c\u65f6\uff0c\u8fd9\u4e9b\u95ee\u9898\u4e0d\u4ec5\u6ca1\u6709\u968f\u7740\u8bed\u8a00\u6a21\u578b\u89c4\u6a21\u7684\u589e\u5927\u800c\u89e3\u51b3\uff0c\u53cd\u800c\u6709\u9010\u6b65\u6076\u5316\u7684\u503e\u5411\uff0c\u66f4\u52a0\u7a81\u663e\u4e86\u53d1\u5c55\u7b26\u5408\u9053\u5fb7\u7684\u8bed\u8a00\u751f\u6210\u65b9\u6cd5\u7684\u5fc5\u8981\u6027\u548c\u7d27\u8feb\u6027\u3002 \u73b0\u6709\u7684\u53bb\u6bd2\u548c\u53bb\u504f\u89c1\u6280\u672f\u901a\u5e38\u5206\u4e3a\u4e24\u5927\u8303\u5f0f\u3002\u4e00\u79cd\u662f\u7279\u5b9a\u9886\u57df\u5fae\u8c03\uff08Domain-Specific Tuning\uff09\uff0c\u5373\u4f7f\u7528\u7cbe\u5fc3\u83b7\u53d6\u7684\u5e72\u51c0\u65e0\u5bb3\u7684\u6570\u636e\u5bf9\u6a21\u578b\u8fdb\u884c\u8fdb\u4e00\u6b65\u8bad\u7ec3\u3002\u8be5\u65b9\u6cd5\u6709\u6548\uff0c\u4f46\u6570\u636e\u6784\u5efa\u53ca\u8bad\u7ec3\u5927\u6a21\u578b\u7684\u6210\u672c\u592a\u9ad8\u4e14\u5b9e\u6548\u6027\u5dee\u3002\u7b2c\u4e8c\u79cd\u662f\u7ea6\u675f\u89e3\u7801\uff08Constrained Decoding\uff09\uff0c\u4ee5\u8fc7\u6ee4\u3001\u5bf9\u6297\u5f15\u5bfc\u3001\u8f93\u51fa\u5206\u5e03\u6574\u6d41\u7b49\u65b9\u5f0f\u6765\u907f\u514d\u6709\u5bb3\u7684\u6587\u5b57\u751f\u6210\uff0c\u800c\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\u3002\u7136\u800c\uff0c\u8fd9\u7c7b\u65b9\u6cd5\u4f1a\u4e25\u91cd\u964d\u4f4e\u751f\u6210\u6587\u672c\u7684\u8d28\u91cf\u6216\u51cf\u6162\u751f\u6210\u901f\u5ea6\u3002\u6b64\u5916\uff0c\u73b0\u6709\u65b9\u6cd5\u90fd\u662f\u5206\u522b\u5904\u7406\u53bb\u6bd2\u548c\u53bb\u504f\u95ee\u9898\uff0c\u8fd9\u5f80\u5f80\u5bfc\u81f4\u7ecf\u8fc7\u53bb\u504f\u7684\u6a21\u578b\u4f9d\u7136\u5b58\u5728\u6bd2\u6027\uff0c\u540c\u65f6\u7ecf\u8fc7\u53bb\u6bd2\u7684\u6a21\u578b\u53cd\u800c\u653e\u5927\u4e86\u504f\u89c1\u3002 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