{"id":5754,"date":"2025-03-03T12:23:03","date_gmt":"2025-03-03T04:23:03","guid":{"rendered":"https:\/\/nullthought.net\/?p=5754"},"modified":"2025-03-03T13:05:34","modified_gmt":"2025-03-03T05:05:34","slug":"%e5%9f%ba%e4%ba%8e%e7%a5%9e%e7%bb%8f%e7%89%b9%e5%be%81%e5%87%bd%e6%95%b0%e5%b7%ae%e5%bc%82%ef%bc%88neural-characteristic-function-discrepancy-ncfd%ef%bc%89%e6%96%b9%e6%b3%95%e7%9a%84%e6%95%b0","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5754","title":{"rendered":"\u57fa\u4e8e\u795e\u7ecf\u7279\u5f81\u51fd\u6570\u5339\u914d\uff08Neural Characteristic Function Matching, NCFM\uff09\u65b9\u6cd5\u7684\u6570\u636e\u96c6\u84b8\u998f\uff1aGPU \u5185\u5b58\u4f7f\u7528\u91cf\u51cf\u5c11300\u500d\u4ee5\u4e0a\uff0c\u5904\u7406\u901f\u5ea6\u63d0\u534720\u500d"},"content":{"rendered":"\n<p>\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff08DNN\uff09\u5728\u5404\u79cd\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u5de8\u5927\u6210\u529f\uff0c\u5176\u4e2d\u4e00\u4e2a\u5173\u952e\u56e0\u7d20\u662f\u5927\u89c4\u6a21\u8bad\u7ec3\u6570\u636e\u7684\u53ef\u7528\u6027\u3002\u7136\u800c\uff0c\u5728\u5b58\u50a8\u53d7\u9650\u7684\u60c5\u51b5\u4e0b\uff0c\u9ad8\u6548\u8bad\u7ec3\u6df1\u5ea6\u7f51\u7edc\u4ecd\u7136\u662f\u4e00\u4e2a\u91cd\u5927\u6311\u6218\u3002\u6570\u636e\u96c6\u84b8\u998f\uff08Dataset <a href=\"https:\/\/nullthought.net\/?tag=distillation\" target=\"_blank\" rel=\"noreferrer noopener\">Distillation<\/a>\uff09\u6280\u672f\u88ab\u63d0\u51fa\u7528\u4e8e\u5c06\u5927\u89c4\u6a21\u6570\u636e\u96c6\u538b\u7f29\u6210\u5c0f\u89c4\u6a21\u7684\u5408\u6210\u6570\u636e\uff0c\u540c\u65f6\u5c3d\u53ef\u80fd\u4fdd\u7559\u539f\u59cb\u6570\u636e\u7684\u5206\u5e03\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u5f53\u524d\u6570\u636e\u96c6\u84b8\u998f\u65b9\u6cd5\u4e2d\uff0c\u4ee5\u5206\u5e03\u5339\u914d\uff08Distribution Matching, DM\uff09\u4e3a\u57fa\u7840\u7684\u65b9\u6cd5\u56e0\u5176\u8ba1\u7b97\u6548\u7387\u548c\u4f18\u8d8a\u6027\u80fd\u800c\u5907\u53d7\u5173\u6ce8\u3002\u7136\u800c\uff0c\u73b0\u6709\u7684\u8ddd\u79bb\u5ea6\u91cf\u65b9\u6cd5\uff08\u5982\u5747\u65b9\u8bef\u5deeMSE\u548c\u6700\u5927\u5747\u503c\u5deeMMD\uff09\u5728\u8861\u91cf\u5206\u5e03\u5dee\u5f02\u65f6\u5b58\u5728\u4e0d\u8db3\uff0c\u65e0\u6cd5\u51c6\u786e\u523b\u753b\u771f\u5b9e\u6570\u636e\u548c<a href=\"https:\/\/nullthought.net\/?p=3963\" target=\"_blank\" rel=\"noreferrer noopener\">\u5408\u6210\u6570\u636e<\/a>\u4e4b\u95f4\u7684\u5206\u5e03\u5dee\u5f02\u3002<\/p>\n\n\n\n<p>\u8bba\u6587<strong><a href=\"https:\/\/arxiv.org\/abs\/2502.20653\" target=\"_blank\" rel=\"noreferrer noopener\">Dataset Distillation with Neural Characteristic Function: A Minmax Perspective<\/a><\/strong>\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u6570\u636e\u96c6\u84b8\u998f\u65b9\u6cd5\uff0c\u5c06\u6570\u636e\u96c6\u84b8\u998f\u95ee\u9898\u91cd\u65b0\u8868\u8ff0\u4e3a\u4e00\u4e2a<strong>\u6781\u5927\u6781\u5c0f\uff08minmax\uff09\u4f18\u5316\u95ee\u9898<\/strong>\uff0c\u5e76\u5f15\u5165\u4e86<strong>\u795e\u7ecf\u7279\u5f81\u51fd\u6570\u5dee\u5f02\uff08Neural Characteristic Function Discrepancy, NCFD\uff09<\/strong>\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u7406\u8bba\u4e0a\u5b8c\u5907\u7684\u5206\u5e03\u6d4b\u5ea6\u3002NCFD\u5229\u7528\u7279\u5f81\u51fd\u6570\uff08Characteristic Function, CF\uff09\u6765\u63cf\u8ff0\u6570\u636e\u7684\u5b8c\u6574\u5206\u5e03\u4fe1\u606f\uff0c\u5e76\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u4f18\u5316CF\u7684\u91c7\u6837\u7b56\u7565\uff0c\u4ee5\u6700\u5927\u5316\u771f\u5b9e\u6570\u636e\u548c\u5408\u6210\u6570\u636e\u4e4b\u95f4\u7684\u5206\u5e03\u5dee\u5f02\uff0c\u4ece\u800c\u63d0\u9ad8\u5206\u5e03\u5339\u914d\u7684\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u7684\u65b9\u6cd5\uff0c<strong>\u795e\u7ecf\u7279\u5f81\u51fd\u6570\u5339\u914d\uff08Neural Characteristic Function Matching, NCFM\uff09<\/strong>\uff0c\u5728\u5408\u6210\u6570\u636e\u548c\u771f\u5b9e\u6570\u636e\u7684\u7279\u5f81\u5339\u914d\u8fc7\u7a0b\u4e2d\uff0c\u80fd\u591f\u5728\u590d\u6570\u5e73\u9762\u4e2d\u540c\u65f6\u5bf9<strong>\u5e45\u5ea6\uff08Amplitude\uff09\u548c\u76f8\u4f4d\uff08Phase\uff09\u4fe1\u606f<\/strong>\u8fdb\u884c\u5bf9\u9f50\uff0c\u5b9e\u73b0<strong>\u6570\u636e\u771f\u5b9e\u6027\u4e0e\u591a\u6837\u6027\u4e4b\u95f4\u7684\u5e73\u8861<\/strong>\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u8be5\u65b9\u6cd5\u5728\u591a\u4e2a\u4f4e\u5206\u8fa8\u7387\u548c\u9ad8\u5206\u8fa8\u7387\u6570\u636e\u96c6\u4e0a\u5747\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002\u76f8\u6bd4\u5f53\u524d\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\uff0c\u8bba\u6587\u63d0\u51fa\u7684\u65b9\u6cd5\u4f7f\u5f97GPU \u5185\u5b58\u4f7f\u7528\u91cf\u51cf\u5c11\u4e86 300 \u500d\u4ee5\u4e0a\uff0c\u5904\u7406\u901f\u5ea6\u63d0\u5347\u4e86 20 \u500d\u3002\u7279\u522b\u662f\u5728CIFAR-100\u6570\u636e\u96c6\u4e0a\u5b9e\u73b0\u4e86<strong>\u65e0\u635f\u84b8\u998f<\/strong>\uff0c\u4ec5\u4f7f\u7528<strong>2.3GB GPU\u663e\u5b58<\/strong>\u5373\u53ef\u5728\u5355\u5f20NVIDIA 2080 Ti\u4e0a\u5b8c\u6210\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aShaobo Wang\uff08\u738b\u5c11\u6ce2\uff09, Yicun Yang, Zhiyuan Liu, Chenghao Sun, Xuming Hu, Conghui He, Linfeng Zhang\uff0c\u6765\u81eaShanghai Jiao Tong University\uff08\u4e0a\u6d77\u4ea4\u5927\uff09, Hong Kong University of Science and Technology\u548cShanghai Artificial Intelligence Laboratory\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"631\" height=\"662\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/03\/image-3.png\" alt=\"\" class=\"wp-image-5755\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/03\/image-3.png 631w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/03\/image-3-286x300.png 286w\" sizes=\"auto, (max-width: 631px) 100vw, 631px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/arxiv.org\/abs\/2502.20653\" target=\"_blank\" rel=\"noreferrer noopener\">Dataset Distillation with Neural Characteristic Function: A Minmax Perspective<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>\u4e00\u3001\u80cc\u666f\u77e5\u8bc6\u548c\u76f8\u5173\u5de5\u4f5c<\/strong><\/h5>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>1. \u6570\u636e\u96c6\u84b8\u998f\u65b9\u6cd5<\/strong><\/h6>\n\n\n\n<p>\u6570\u636e\u96c6\u84b8\u998f\u6280\u672f\u53ef\u5206\u4e3a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u57fa\u4e8e\u68af\u5ea6\u5339\u914d<\/strong>\uff1a\u901a\u8fc7\u5339\u914d\u771f\u5b9e\u6570\u636e\u7684\u68af\u5ea6\u4fe1\u606f\u6765\u4f18\u5316\u5408\u6210\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>\u57fa\u4e8e\u8f68\u8ff9\u5339\u914d<\/strong>\uff1a\u901a\u8fc7\u5339\u914d\u8bad\u7ec3\u8f68\u8ff9\u6765\u4f18\u5316\u5408\u6210\u6570\u636e\u3002<\/li>\n\n\n\n<li><strong>\u57fa\u4e8e\u5206\u5e03\u5339\u914d<\/strong>\uff1a\u901a\u8fc7\u5339\u914d\u7279\u5f81\u5206\u5e03\u6765\u4f18\u5316\u5408\u6210\u6570\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>2. \u7279\u5f81\u51fd\u6570\u4f5c\u4e3a\u5206\u5e03\u6d4b\u5ea6<\/strong><\/h6>\n\n\n\n<p>\u7279\u5f81\u51fd\u6570\u662f\u6982\u7387\u5206\u5e03\u7684\u4e00\u79cd\u5b8c\u5907\u8868\u793a\u65b9\u5f0f\uff0c\u7531\u6982\u7387\u5bc6\u5ea6\u51fd\u6570\u7684\u5085\u91cc\u53f6\u53d8\u6362\u5b9a\u4e49\u3002\u76f8\u8f83\u4e8e\u5747\u65b9\u8bef\u5dee\u548c\u6700\u5927\u5747\u503c\u5dee\u7b49\u65b9\u6cd5\uff0c\u7279\u5f81\u51fd\u6570\u80fd\u591f\u63d0\u4f9b\u66f4\u5b8c\u6574\u7684\u5206\u5e03\u4fe1\u606f\u3002\u867d\u7136\u5728\u751f\u6210\u6a21\u578b\u9886\u57df\u5df2\u6709\u4e00\u4e9b\u65b9\u6cd5\u5229\u7528\u7279\u5f81\u51fd\u6570\u8fdb\u884c\u5206\u5e03\u5339\u914d\uff0c\u4f46\u5176\u5728\u6570\u636e\u96c6\u84b8\u998f\u4e2d\u7684\u5e94\u7528\u4ecd\u672a\u88ab\u6df1\u5165\u7814\u7a76\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>3. \u4f20\u7edf\u5206\u5e03\u5339\u914d\u65b9\u6cd5<\/strong><\/h6>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u70b9\u5bf9\u70b9\u7279\u5f81\u5339\u914d<\/strong>\uff1a\u76f4\u63a5\u6bd4\u8f83\u6570\u636e\u70b9\u7684\u7279\u5f81\u503c\uff0c\u4f46\u65e0\u6cd5\u523b\u753b\u9ad8\u7ef4\u6d41\u5f62\u4e2d\u7684\u5206\u5e03\u7ed3\u6784\u3002<\/li>\n\n\n\n<li><strong>\u77e9\u5339\u914d<\/strong>\uff1a\u901a\u8fc7\u5339\u914d\u9ad8\u9636\u77e9\u6765\u8861\u91cf\u5206\u5e03\u95f4\u7684\u76f8\u4f3c\u6027\uff0c\u4f46\u4e0d\u80fd\u4fdd\u8bc1\u5206\u5e03\u7684\u4e00\u81f4\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u5bf9\u6297\u5206\u5e03\u5339\u914d<\/strong><\/h5>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>1. \u6781\u5927\u6781\u5c0f\u4f18\u5316\u6846\u67b6<\/strong><\/h6>\n\n\n\n<p>\u4e3a\u514b\u670d\u4f20\u7edf\u65b9\u6cd5\u7684\u4e0d\u8db3\uff0c\u672c\u6587\u5c06\u5206\u5e03\u5339\u914d\u95ee\u9898\u8f6c\u5316\u4e3a\u4e00\u4e2a\u6781\u5927\u6781\u5c0f\u4f18\u5316\u95ee\u9898\u3002\u5728\u8be5\u6846\u67b6\u4e0b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4f18\u5316\u795e\u7ecf\u7f51\u7edc\u53c2\u6570\uff0c\u4ee5\u6700\u5927\u5316\u5206\u5e03\u5dee\u5f02\u5ea6\u91cf<\/strong>\uff0c\u4ece\u800c\u5b9a\u4e49\u4e00\u4e2a\u66f4\u9c81\u68d2\u7684\u5206\u5e03\u6d4b\u5ea6\uff1b<\/li>\n\n\n\n<li><strong>\u4f18\u5316\u5408\u6210\u6570\u636e\uff0c\u4ee5\u6700\u5c0f\u5316\u8be5\u5206\u5e03\u5dee\u5f02\u5ea6\u91cf<\/strong>\uff0c\u4f7f\u5f97\u5408\u6210\u6570\u636e\u66f4\u63a5\u8fd1\u771f\u5b9e\u6570\u636e\u3002<\/li>\n<\/ol>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>2. \u795e\u7ecf\u7279\u5f81\u51fd\u6570\u5339\u914d<\/strong><\/h6>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>\uff081\uff09\u795e\u7ecf\u7279\u5f81\u51fd\u6570\u5dee\u5f02<\/strong><\/h6>\n\n\n\n<p>\u7279\u5f81\u51fd\u6570\u80fd\u591f\u523b\u753b\u6570\u636e\u7684\u5b8c\u6574\u5206\u5e03\u4fe1\u606f\u3002\u57fa\u4e8e\u7279\u5f81\u51fd\u6570\uff0c\u672c\u6587\u5b9a\u4e49\u4e86\u4e00\u79cd\u65b0\u7684\u5206\u5e03\u6d4b\u5ea6\uff0c\u5373\u7279\u5f81\u51fd\u6570\u5dee\u5f02\uff0c\u8be5\u65b9\u6cd5\u80fd\u591f\u540c\u65f6\u8861\u91cf\u6570\u636e\u5728\u590d\u6570\u7a7a\u95f4\u4e2d\u7684\u5e45\u5ea6\u548c\u76f8\u4f4d\u5dee\u5f02\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5e45\u5ea6\u4fe1\u606f<\/strong>\uff1a\u63cf\u8ff0\u6570\u636e\u7684\u6574\u4f53\u5206\u5e03\u8303\u56f4\uff0c\u5f71\u54cd\u6570\u636e\u7684\u591a\u6837\u6027\uff1b<\/li>\n\n\n\n<li><strong>\u76f8\u4f4d\u4fe1\u606f<\/strong>\uff1a\u63cf\u8ff0\u6570\u636e\u7684\u7279\u5f81\u4e2d\u5fc3\uff0c\u5f71\u54cd\u6570\u636e\u7684\u771f\u5b9e\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>\uff082\uff09\u4f18\u5316\u91c7\u6837\u7b56\u7565<\/strong><\/h6>\n\n\n\n<p>\u672c\u6587\u901a\u8fc7\u4e00\u4e2a\u53c2\u6570\u5316\u7684\u91c7\u6837\u7f51\u7edc\u6765\u52a8\u6001\u4f18\u5316\u7279\u5f81\u51fd\u6570\u7684\u91c7\u6837\u7b56\u7565\uff0c\u4ee5\u786e\u4fdd\u5206\u5e03\u5339\u914d\u8fc7\u7a0b\u4e2d\u80fd\u66f4\u9ad8\u6548\u5730\u9009\u62e9\u5173\u952e\u7684\u9891\u7387\u5206\u91cf\u3002<\/p>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>\uff083\uff09\u57fa\u4e8e\u795e\u7ecf\u7279\u5f81\u51fd\u6570\u7684\u5206\u5e03\u5339\u914d<\/strong><\/h6>\n\n\n\n<p>\u6700\u7ec8\u7684\u4f18\u5316\u76ee\u6807\u662f\u901a\u8fc7\u6700\u5c0f\u5316\u7279\u5f81\u51fd\u6570\u5dee\u5f02\u6765\u5339\u914d\u5408\u6210\u6570\u636e\u548c\u771f\u5b9e\u6570\u636e\u7684\u5206\u5e03\uff0c\u540c\u65f6\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\u5b66\u4e60\u66f4\u6709\u6548\u7684\u6d4b\u5ea6\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>\u4e09\u3001\u5b9e\u9a8c<\/strong><\/h5>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>1. \u4e3b\u8981\u7ed3\u679c<\/strong><\/h6>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728CIFAR-100\u6570\u636e\u96c6\u4e0a\uff0c\u76f8\u8f83\u4e8e\u6700\u4f18\u57fa\u7ebf\u65b9\u6cd5\uff0c\u672c\u6587\u65b9\u6cd5\u63d0\u5347\u4e8620.5%\u7684\u51c6\u786e\u7387\u3002<\/li>\n\n\n\n<li>\u5728ImageSquawk\u6570\u636e\u96c6\u4e0a\uff0c\u8be5\u65b9\u6cd5\u6bd4\u6700\u5148\u8fdb\u65b9\u6cd5\u63d0\u9ad8\u4e8620.5%\u7684\u51c6\u786e\u7387\u3002<\/li>\n\n\n\n<li>\u5728GPU\u8ba1\u7b97\u65b9\u9762\uff0c\u8be5\u65b9\u6cd5\u6bd4\u73b0\u6709\u65b9\u6cd5\u8282\u7701300\u500d\u663e\u5b58\uff0c\u5e76\u63d0\u9ad820\u500d\u8ba1\u7b97\u901f\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<h6 class=\"wp-block-heading\"><strong>2. \u6d88\u878d\u5b9e\u9a8c<\/strong><\/h6>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u662f\u5426\u4f7f\u7528\u91c7\u6837\u7f51\u7edc<\/strong>\uff1a\u4f7f\u7528\u91c7\u6837\u7f51\u7edc\u53ef\u63d0\u5347\u7ea63%-10%\u7684\u51c6\u786e\u7387\u3002<\/li>\n\n\n\n<li><strong>\u5e45\u5ea6\u4e0e\u76f8\u4f4d\u7684\u5f71\u54cd<\/strong>\uff1a\u4e8c\u8005\u7ed3\u5408\u53ef\u8fbe\u6700\u4f18\u6027\u80fd\uff08\u5e45\u5ea6\u63d0\u4f9b\u591a\u6837\u6027\uff0c\u76f8\u4f4d\u589e\u5f3a\u771f\u5b9e\u6027\uff09\u3002<\/li>\n\n\n\n<li><strong>\u91c7\u6837\u9891\u7387\u53c2\u6570\u6570\u91cf<\/strong>\uff1a1024\u4e2a\u91c7\u6837\u53c2\u6570\u65f6\u6548\u679c\u6700\u4f73\uff0c\u8fc7\u591a\u91c7\u6837\u6536\u76ca\u9012\u51cf\u3002<\/li>\n<\/ul>\n\n\n\n<h5 class=\"wp-block-heading\"><strong>\u56db\u3001\u8ba8\u8bba<\/strong><\/h5>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bad\u7ec3\u7a33\u5b9a\u6027<\/strong>\uff1a\u76f8\u6bd4\u5176\u4ed6\u5bf9\u6297\u4f18\u5316\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u5728\u4f18\u5316\u8fc7\u7a0b\u4e2d\u66f4\u7a33\u5b9a\u3002<\/li>\n\n\n\n<li><strong>\u4e0e\u6700\u5927\u5747\u503c\u5dee\u7684\u5173\u7cfb<\/strong>\uff1a\u7279\u5f81\u51fd\u6570\u5dee\u5f02\u53ef\u89c6\u4e3a\u6700\u5927\u5747\u503c\u5dee\u7684\u7279\u6b8a\u60c5\u51b5\uff0c\u5177\u6709\u66f4\u597d\u7684\u5206\u5e03\u63cf\u8ff0\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>Neural Characteristic Function Matching\uff08NCFM\uff09on GitHub: <a href=\"https:\/\/github.com\/gszfwsb\/NCFM\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/gszfwsb\/NCFM<\/a><\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff08DNN\uff09\u5728\u5404\u79cd\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u5de8\u5927\u6210\u529f\uff0c\u5176\u4e2d\u4e00\u4e2a\u5173\u952e\u56e0\u7d20\u662f\u5927\u89c4\u6a21\u8bad\u7ec3\u6570\u636e\u7684\u53ef\u7528\u6027\u3002\u7136\u800c\uff0c\u5728\u5b58\u50a8\u53d7\u9650\u7684 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[8],"tags":[39,69,48,97],"class_list":["post-5754","post","type-post","status-publish","format-standard","hentry","category-tech","tag-ai","tag-engineering","tag-48","tag-distillation"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/nullthought.net\/?cat=8\" rel=\"category\">Tech<\/a>","rttpg_excerpt":"\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff08DNN\uff09\u5728\u5404\u79cd\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u5de8\u5927\u6210\u529f\uff0c\u5176\u4e2d\u4e00\u4e2a\u5173\u952e\u56e0\u7d20\u662f\u5927\u89c4\u6a21\u8bad\u7ec3\u6570\u636e\u7684\u53ef\u7528\u6027\u3002\u7136\u800c\uff0c\u5728\u5b58\u50a8\u53d7\u9650\u7684&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5754","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5754"}],"version-history":[{"count":4,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5754\/revisions"}],"predecessor-version":[{"id":5760,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5754\/revisions\/5760"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5754"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5754"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5754"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}