{"id":22301,"date":"2025-08-06T17:10:44","date_gmt":"2025-08-06T09:10:44","guid":{"rendered":"https:\/\/aicats.wiki\/?p=22301"},"modified":"2025-08-06T17:10:44","modified_gmt":"2025-08-06T09:10:44","slug":"mode-collapse%e6%98%af%e4%bb%80%e4%b9%88%ef%bc%9f%e5%a6%82%e4%bd%95%e6%9c%89%e6%95%88%e9%81%bf%e5%85%8d%e7%94%9f%e6%88%90%e5%bc%8fai%e4%b8%ad%e7%9a%84%e6%a8%a1%e5%bc%8f%e5%b4%a9%e6%ba%83%e9%97%ae","status":"publish","type":"post","link":"https:\/\/aicats.wiki\/tw\/2025\/08\/06\/22301.html","title":{"rendered":"mode collapse\u662f\u4ec0\u9ebc\uff1f\u5982\u4f55\u6709\u6548\u907f\u514d\u751f\u6210\u5f0fAI\u4e2d\u7684\u6a21\u5f0f\u5d29\u6f70\u554f\u984c\uff08\u542b\u5be6\u7528\u89e3\u6c7a\u65b9\u6cd5\uff09"},"content":{"rendered":"<p><strong><a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/tag\/mode-collapse\" title=\"\u67e5\u770b\u8207 mode collapse \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">mode collapse<\/a>\uff08\u6a21\u5f0f\u5d29\u6e83\uff09<\/strong>\u662f<a href=\"https:\/\/aicats.wiki\/tw\/2025\/06\/19\/2309.html\/\" title=\"\u751f\u6210\u5f0fAI\u662f\u4ec0\u9ebc\uff1f\u4e00\u6587\u5e36\u4f60\u5feb\u901f\u4e86\u89e3\u751f\u6210\u5f0fAI\u7684\u539f\u7406\u8207\u61c9\u7528\u5834\u666f\">\u751f\u6210\u5f0fAI<\/a>\u8bad\u7ec3\u4e2d\u5e38\u89c1\u4e14\u5f71\u54cd\u6df1\u8fdc\u7684\u95ee\u9898\uff0c\u8868\u73b0\u4e3a\u8f93\u51fa\u5185\u5bb9\u5355\u4e00\u3001\u7f3a\u4e4f\u591a\u6837\u6027\uff0c\u9057\u5fd8\u4e86\u6570\u636e\u5206\u5e03\u4e2d\u7684\u7a00\u6709\u6216\u72ec\u7279\u4fe1\u606f\u3002\u672c\u6587\u4e0d\u4ec5\u8be6\u7ec6\u89e3\u6790\u4e86mode collapse\u5f62\u6210\u7684\u539f\u56e0\uff0c\u8fd8\u603b\u7ed3\u4e86\u7cfb\u7edf\u6027\u89e3\u51b3\u65b9\u6848\uff0c\u5305\u62ec<strong>\u6570\u636e\u7ba1\u7406\u3001\u7b97\u6cd5\u4f18\u5316\u3001\u6a21\u578b\u76d1\u63a7\u3001\u5408\u6210\u6570\u636e\u4e0e\u539f\u521b\u6570\u636e\u7ed3\u5408\u7b49\u591a\u9879\u5b9e\u7528\u65b9\u6cd5<\/strong>\uff0c\u5e2e\u52a9<a class=\"external\" href=\"https:\/\/aicats.wiki\/tw\/tag\/ai\" title=\"\u67e5\u770b\u8207 AI \u76f8\u95dc\u7684\u6587\u7ae0\" target=\"_blank\">AI<\/a>\u5f00\u53d1\u4e0e\u8fd0\u8425\u56e2\u961f\u6709\u6548\u5e94\u5bf9\u6a21\u5f0f\u5d29\u6e83\u98ce\u9669\uff0c\u4fdd\u969c\u751f\u6210\u5f0fAI\u7684<strong>\u521b\u65b0\u6027\u4e0e\u591a\u6837\u6027<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/my_prefix_1754433371.png\" alt=\"mode collapse\u662f\u4ec0\u9ebc\uff1f\u5982\u4f55\u6709\u6548\u907f\u514d\u751f\u6210\u5f0fAI\u4e2d\u7684\u6a21\u5f0f\u5d29\u6f70\u554f\u984c\uff08\u542b\u5be6\u7528\u89e3\u6c7a\u65b9\u6cd5\uff09\" class=\"wp-image-51824\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">mode collapse\u73b0\u8c61\u89e3\u6790<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u4ec0\u4e48\u662fmode collapse\uff1f<\/h3>\n\n\n\n<p><strong>mode collapse\uff08\u6a21\u5f0f\u5d29\u6e83\uff09<\/strong>\u662f\u6307\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u6a21\u578b\uff0c\u5982GAN\uff08\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff09\u3001VAE\uff08\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff09\u3001\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7b49\u5728\u751f\u6210\u6570\u636e\u65f6\uff0c\u8f93\u51fa\u53d8\u5f97\u5355\u4e00\u3001\u7f3a\u4e4f\u591a\u6837\u6027\uff0c\u53ea\u96c6\u4e2d\u4e8e\u6570\u636e\u5206\u5e03\u4e2d\u7684\u5c11\u6570\u201c\u6a21\u5f0f\u201d\uff0c\u4ece\u800c\u9057\u5fd8\u4e86\u539f\u59cb\u6570\u636e\u4e2d\u66f4\u4e3a\u7a00\u6709\u3001\u591a\u6837\u7684\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u95ee\u9898\u6700\u65e9\u5728GAN\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u88ab\u53d1\u73b0\u3002\u4f8b\u5982\uff0cGAN\u751f\u6210\u5668\u4e00\u65e6\u5b66\u4f1a\u6b3a\u9a97\u5224\u522b\u5668\uff0c\u53ef\u80fd\u53ea\u8f93\u51fa\u5355\u4e00\u7c7b\u522b\uff08\u6bd4\u5982\u603b\u662f\u9ed1\u767d\u978b\uff09\uff0c\u65e0\u89c6\u5176\u4ed6\u5b58\u5728\u4e8e\u771f\u5b9e\u5206\u5e03\u4e2d\u7684\u6837\u672c\u7c7b\u578b\uff0c\u5bf9\u751f\u6210\u5185\u5bb9\u7684\u4e30\u5bcc\u6027\u548c\u5b9e\u9645\u5e94\u7528\u5f71\u54cd\u6781\u5927\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/my_prefix_1754433370.png\" alt=\"\u6a21\u5f0f\u5d29\u6e83\u793a\u610f\u56fe\" class=\"wp-image-51824\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a title=\"\" href=\"https:\/\/en.wikipedia.org\/wiki\/Mode_collapse#\/media\/File:GAN_mode_collapse.gif\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u6a21\u5f0f\u5d29\u6e83\u793a\u610f\u56fe<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">mode collapse\u5e26\u6765\u7684\u540e\u679c<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u751f\u6210\u5185\u5bb9\u591a\u6837\u6027\u5927\u5e45\u964d\u4f4e<\/strong>\uff1a\u8f93\u51fa\u7c7b\u578b\u4e0d\u518d\u8986\u76d6\u5168\u90e8\u6570\u636e\u5206\u5e03\u3002<\/li>\n\n\n\n<li><strong>\u7f55\u89c1\u4fe1\u606f\u3001\u957f\u5c3e\u77e5\u8bc6\u88ab\u9057\u5fd8<\/strong>\uff1aAI\u5ffd\u89c6\u5c11\u6570\u6a21\u5f0f\uff0c\u4ec5\u8bb0\u4f4f\u5e38\u89c1\u5185\u5bb9\u3002<\/li>\n\n\n\n<li>\u63a8\u8350\u7cfb\u7edf\u3001\u5bf9\u8bdd\u3001\u4e2a\u6027\u5316\u670d\u52a1\u663e\u8457\u4e0b\u964d\uff1a\u65e0\u6cd5\u6ee1\u8db3\u4e13\u4e1a\u4e0e\u4e2a\u6027\u5316\u9700\u6c42\u3002<\/li>\n\n\n\n<li>\u5f71\u54cd\u79d1\u5b66\u3001\u533b\u7597\u3001\u77e5\u8bc6\u9886\u57df\u7684\u516c\u5e73\u521b\u65b0\u53d1\u5c55\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u6a21\u578b\u985e\u578b<\/th><th>mode collapse\u8868\u73b0<\/th><th>\u5178\u578b\u5f71\u54cd<\/th><\/tr><tr><td>GAN\/\u56fe\u50cf\u751f\u6210<\/td><td>\u8f93\u51fa\u5916\u89c2\u6781\u5176\u76f8\u4f3c\u56fe\u7247<\/td><td>\u89c6\u89c9\u5143\u7d20\u521b\u9020\u529b\u4e27\u5931<\/td><\/tr><tr><td>LLM\/\u6587\u672c\u751f\u6210<\/td><td>\u53e5\u5f0f\u4e0e\u8bdd\u9898\u9ad8\u5ea6\u91cd\u590d<\/td><td>\u5bf9\u8bdd\u50f5\u786c\u7f3a\u4e4f\u7ec6\u8282<\/td><\/tr><tr><td>\u63a8\u8350\u7cfb\u7edf<\/td><td>\u53ea\u63a8\u4e3b\u6d41\u4ea7\u54c1\uff0c\u51b7\u95e8\u88ab\u5ffd\u89c6<\/td><td>\u7528\u6237\u4f53\u9a8c\u5355\u4e00\u3001\u6d41\u5931<\/td><\/tr><tr><td>\u533b\u7597AI<\/td><td>\u5ffd\u7565\u7f55\u89c1\u75c5\u4e0e\u7279\u6b8a\u6837\u672c<\/td><td>\u8bca\u65ad\u7247\u9762\uff0c\u751a\u81f3\u5371\u53ca\u751f\u547d<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e3a\u4ec0\u4e48\u4f1a\u51fa\u73b0\u6a21\u5f0f\u5d29\u6e83\uff1f\u539f\u56e0\u89e3\u6790<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u56e0\u7d20<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5224\u522b\u5668\u4e0e\u751f\u6210\u5668\u5e73\u8861\u5931\u8c03\uff08\u5982GAN\uff09<\/strong>\uff1a\u5bf9\u6297\u53cc\u65b9\u8bad\u7ec3\u8fdb\u5ea6\u5dee\u5f02\uff0c\u5bfc\u81f4\u751f\u6210\u5668\u53ea\u8f93\u51fa\u5c11\u6570\u6a21\u5f0f\u8ff7\u60d1\u5224\u522b\u5668\u3002<\/li>\n\n\n\n<li><strong>\u635f\u5931\u51fd\u6570\u8bbe\u8ba1\u4e0d\u8db3<\/strong>\uff1a\u5982Jensen-Shannon\u6563\u5ea6\u4e0d\u9f13\u52b1\u591a\u6837\u8f93\u51fa\uff0c\u96be\u4ee5\u6355\u6349\u957f\u5c3e\u3002<\/li>\n\n\n\n<li><strong>\u8bad\u7ec3\u96c6\u5206\u5e03\u72ed\u7a84\u6216\u4e0d\u5747\u8861<\/strong>\uff1a\u6709\u9650\u6570\u636e\u6216\u4ec5\u7528\u518d\u751f\u6210\u6570\u636e\u8bad\u7ec3\uff0c\u6a21\u578b\u9010\u6e10\u4e22\u5931\u591a\u5143\u6027\u3002<\/li>\n\n\n\n<li><strong>\u591a\u4ee3\u81ea\u6211\u5faa\u73af\u8bad\u7ec3<\/strong>\uff1a\u65b0\u6a21\u578b\u4ec5\u9488\u5bf9\u524d\u4e00\u4ee3AI\u6570\u636e\uff0c\u81ea\u8eab\u7f3a\u9677\u88ab\u653e\u5927\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u6570\u636e\u6765\u6e90\u4e0e\u5fae\u8c03\u73af\u8282\u9677\u9631<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5408\u6210\u6570\u636e\u6bd4\u4f8b\u8fc7\u9ad8<\/strong>\uff1a\u5185\u5bb9\u6709\u9650\uff0c\u7d2f\u79ef\u53cd\u9988\u540e\u771f\u5b9e\u591a\u6837\u6027\u4e27\u5931\u3002<\/li>\n\n\n\n<li><strong>\u4eba\u7c7b\u53cd\u9988\u5956\u52b1\u6a21\u578b\uff08RLHF\uff09\u7f3a\u9677<\/strong>\uff1a\u6a21\u578b\u53ea\u5b66\u4f1a\u8fce\u5408\u5956\u52b1\u6807\u51c6\uff0c\u800c\u975e\u771f\u5b9e\u591a\u6837\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u6a21\u578b\u673a\u5236\u76f8\u5173<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5224\u522b\u5668\u96be\u4ee5\u8bc6\u522b\u8f93\u51fa\u591a\u6837\u6027\u4f4e\u4e0b\u533a\u5206\u3002<\/li>\n\n\n\n<li>\u8fc7\u5ea6\u5f3a\u5316\u4e3b\u6d41\u3001\u9ad8\u9891\u7279\u5f81\uff0c\u5ffd\u7565\u957f\u5c3e\u5185\u5bb9\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1593\" height=\"914\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-196.png\" alt=\"\u8cc7\u6599\u7ba1\u7406\" class=\"wp-image-23006\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/www.ibm.com\/products\/watsonx-governance\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u8cc7\u6599\u7ba1\u7406<\/a><\/figcaption><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">mode collapse\u7684\u8bc6\u522b\u4e0e\u76d1\u63a7<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u751f\u6210\u6837\u672c\u666e\u904d\u76f8\u540c\u6216\u91cd\u590d<\/strong>\uff0c\u5982\u56fe\u7247\u51e0\u4e4e\u4e00\u6a21\u4e00\u6837\u3001\u6587\u672c\u8bed\u8a00\u9ad8\u5ea6\u673a\u68b0\u3002<\/li>\n\n\n\n<li><strong>\u5ffd\u89c6\u8fb9\u7f18\u7c7b\u522b\u6216\u51b7\u95e8\u4fe1\u606f<\/strong><\/li>\n\n\n\n<li>\u65b0\u9886\u57df\u4efb\u52a1\u4e0b\u9002\u5e94\u6027\u663e\u8457\u53d8\u5dee\u3002<\/li>\n\n\n\n<li>\u53ef\u7528\u79d1\u5b66\u7edf\u8ba1\u65b9\u6cd5\u68c0\u6d4b\uff1a\u5982\u6210\u5206\u71b5\u3001\u591a\u6837\u6027\u8986\u76d6\u7387\u3001\u76f8\u4f3c\u5ea6\u6307\u6570\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u6709\u6548\u907f\u514dmode collapse\u7684\u5b9e\u7528\u89e3\u51b3\u65b9\u6cd5<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u89e3\u51b3\u65b9\u6cd5\u7c7b\u578b<\/th><th>\u65b9\u6cd5\u7b80\u4ecb<\/th><th>\u63a8\u8350\u5de5\u5177\/\u6848\u4f8b<\/th><\/tr><tr><td>\u8cc7\u6599\u7ba1\u7406<\/td><td>\u4fdd\u7559\u3001\u8865\u5145\u771f\u5b9e\u539f\u521b\u6570\u636e<\/td><td><a href=\"https:\/\/www.ibm.com\/products\/watsonx-governance\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >IBM watsonx.governance\u2122<\/a><\/td><\/tr><tr><td>\u6570\u636e\u91c7\u96c6\u4e0e\u6eaf\u6e90<\/td><td>\u8ddf\u8e2a\u8bad\u7ec3\u6837\u672c\u6765\u6e90<\/td><td><a href=\"https:\/\/www.dataprovenance.org\/about\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Data Provenance Initiative<\/a><\/td><\/tr><tr><td>\u7b97\u6cd5\u5c42\u9762\u4f18\u5316<\/td><td>\u6539\u8fdb\u635f\u5931\u51fd\u6570\u3001\u6b63\u5219\u5316<\/td><td>Wasserstein GAN\u7b49<\/td><\/tr><tr><td>\u8bad\u7ec3\u6d41\u7a0b\u591a\u6837\u6027\u589e\u5f3a<\/td><td>batch discrimination\u6280\u672f<\/td><td><a href=\"https:\/\/openai.com\/research\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >OpenAI GAN \u6280\u672f\u767d\u76ae\u4e66<\/a><\/td><\/tr><tr><td>\u5408\u6210\u6570\u636e\u8d28\u91cf\u4fdd\u969c<\/td><td>\u4f18\u8d28\u5408\u6210+\u771f\u5b9e\u6570\u636e\u6df7\u5408<\/td><td><a href=\"https:\/\/www.synthesis.ai\/\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >Synthesis AI<\/a><\/td><\/tr><tr><td>IT\u6cbb\u7406\u76d1\u63a7<\/td><td>\u81ea\u52a8\u5316\u76d1\u6d4b\u4e0e\u53cd\u9988<\/td><td><a href=\"https:\/\/www.ibm.com\/products\/watsonx-governance\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >IBM watsonx.governance\u2122<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6570\u636e\u7b56\u7565\u4f18\u5316\u6cd5<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6301\u7eed\u5f15\u5165\u9ad8\u8d28\u91cf\u539f\u521b\u4eba\u7c7b\u6570\u636e<\/strong>\uff0c\u62d2\u7edd\u53ea\u4f9d\u9760\u5408\u6210\u5185\u5bb9\uff0c\u5b9a\u671f\u5237\u65b0\u6a21\u578b\u4ee5\u4fdd\u7559\u957f\u5c3e\u80fd\u529b\u3002<\/li>\n\n\n\n<li><strong>\u4e25\u683c\u6570\u636e\u6eaf\u6e90\u548c\u6807\u8bb0<\/strong>\uff0c\u8ffd\u8e2a\u91c7\u96c6\u6765\u6e90\u4e0e\u65f6\u95f4\uff0c\u4fbf\u4e8e\u540e\u7eed\u8fc7\u6ee4\u548c\u591a\u6837\u6027\u518d\u8bad\u7ec3\u3002<\/li>\n\n\n\n<li><strong>\u5206\u4ee3\u7d2f\u8ba1\u6df7\u5408\u8bad\u7ec3<\/strong>\uff0c\u7528\u771f\u5b9e+\u591a\u4ee3\u5408\u6210\u6570\u636e\u6df7\u5408\u8bad\u7ec3\u589e\u5f3a\u6cdb\u5316\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b97\u6cd5\u5de5\u7a0b\u4f18\u5316\u6cd5\uff08\u4ee5GAN\/\u56fe\u50cf\u4e3a\u4f8b\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>mini-batch discrimination<\/strong>\uff1a\u5224\u522b\u5668\u540c\u65f6\u8003\u5bdf\u4e00\u7ec4\u6837\u672c\u7684\u591a\u6837\u6027\u3002<\/li>\n\n\n\n<li><strong>Unrolled GAN\u3001\u4e24\u65f6\u5c3a\u5ea6\u66f4\u65b0<\/strong>\uff1a\u4f18\u5316\u751f\u6210\u5668\u5bf9\u5224\u522b\u5668\u7b56\u7565\u7684\u524d\u77bb\u6027\uff0c\u907f\u514d\u77ed\u89c6\u6536\u655b\u3002<\/li>\n\n\n\n<li><strong>Wasserstein GAN\/EM\u8ddd\u79bb<\/strong>\uff1a\u91c7\u7528\u66f4\u9c81\u68d2\u7684\u8ddd\u79bb\u6307\u6807\u589e\u5f3a\u591a\u6837\u6027\u3002<\/li>\n\n\n\n<li><strong>\u6269\u5927\u8bad\u7ec3\u96c6\u591a\u6837\u6027\u548c\u91c7\u6837\u8986\u76d6<\/strong><\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u8bed\u8a00\/\u5927\u6a21\u578b\u7c7b\u65b9\u6cd5<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u591a\u76ee\u6807\u4f18\u5316\u548c\u7ed3\u6784\u5316\u5956\u52b1<\/strong>\uff1a\u5728\u5f3a\u5316\u5b66\u4e60\u5fae\u8c03\uff08\u5982RLHF\uff09\u4e2d\u5f15\u5165\u591a\u6837\u6027\u5956\u52b1\u3002<\/li>\n\n\n\n<li><strong>\u9632\u6b62\u5fae\u8c03\u8fc7\u62df\u5408\uff0c\u5408\u7406\u51bb\u7ed3\u53c2\u6570<\/strong>\uff1a\u4fdd\u7559\u539f\u9884\u8bad\u7ec3\u65f6\u7684\u591a\u5143\u8868\u8fbe\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1593\" height=\"914\" src=\"https:\/\/aicats.wiki\/wp-content\/uploads\/2025\/08\/image-197.png\" alt=\"\u6570\u636e\u91c7\u96c6\u5de5\u5177\" class=\"wp-image-23009\"\/><figcaption class=\"wp-element-caption\">\u5716\uff0f<a href=\"https:\/\/www.dataprovenance.org\/about\" title=\"\" target=\"_blank\"  rel=\"nofollow noopener\"  class=\"external\" >\u6570\u636e\u91c7\u96c6\u5de5\u5177<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u6570\u636e\u6cbb\u7406\u4e0e\u76d1\u63a7\u5b9e\u8df5<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5f15\u5165AI\u6cbb\u7406\u5de5\u5177\uff08\u5982IBM watsonx.governance\u2122\uff09\uff0c\u81ea\u52a8\u76d1\u63a7\u4e0e\u53cd\u9988\u4fee\u6b63\u5f02\u5e38\u3002<\/li>\n\n\n\n<li>\u8bbe\u7acb\u957f\u671f\u79bb\u7ebf\u8bc4\u6d4b\u96c6\uff0c\u8003\u5bdf\u6a21\u578b\u5bf9\u5c0f\u4f17\u3001\u957f\u5c3e\u4efb\u52a1\u7684\u8868\u73b0\u53d8\u5316\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u5408\u6210\u6570\u636e\u4e0e\u4eba\u7c7b\u6570\u636e\u7ed3\u5408\u8bad\u7ec3<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63d0\u5347\u5408\u6210\u5185\u5bb9\u7b97\u6cd5\u8d28\u91cf\uff08\u533b\u5b66\u3001\u9065\u611f\u3001\u5de5\u4e1a\u7b49\u9886\u57df\u53ef\u91c7\u7b2c\u4e09\u65b9\u9ad8\u6807\u5408\u6210\u6570\u636e\u5e73\u53f0\uff09\u3002<\/li>\n\n\n\n<li>\u6309\u9700\u642d\u914d\u4eba\u7c7b\u539f\u521b\u4e0eAI\u6570\u636e\uff0c\u907f\u514d\u201c\u81ea\u6211\u5faa\u73af\u201d\u9677\u9631\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u672a\u6765\u5c55\u671b\u4e0e\u53d1\u5c55\u8d8b\u52bf<\/h2>\n\n\n\n<p><strong>\u968f\u7740AI\u751f\u6210\u5185\u5bb9\u9010\u6b65\u4e3b\u5bfc\u5185\u5bb9\u751f\u6001\uff0c\u6a21\u5f0f\u5d29\u6e83\u95ee\u9898\u4e5f\u66f4\u52a0\u7a81\u51fa\u3002<\/strong>\u672a\u6765\uff0cAI\u5f00\u53d1\u8005\u9700\u4ece\u6570\u636e\u3001\u7b97\u6cd5\u3001\u76d1\u7ba1\u4e09\u4f4d\u4e00\u4f53\u51fa\u53d1\uff0c\u6301\u7eed\u6295\u5165\u6570\u636e\u591a\u6837\u6027\u5efa\u8bbe\u3001\u4f18\u5316\u6a21\u578b\u673a\u5236\uff0c\u5f15\u5165\u53ef\u6301\u7eed\u6cbb\u7406\u7cfb\u7edf\uff0c\u624d\u80fd\u5207\u5b9e\u5b9e\u73b0AI\u7684\u521b\u65b0\u6027\u3001\u591a\u6837\u6027\u548c\u516c\u5e73\u6027\u3002\u53ea\u6709\u6b63\u89c6\u548c\u514b\u670dmode collapse\uff0c\u624d\u80fd\u4fdd\u8bc1\u751f\u6210\u5f0fAI\u6301\u7eed\u8d4b\u80fd\u79d1\u6280\u9769\u65b0\u4e0e\u793e\u4f1a\u8fdb\u6b65\uff01<\/p>","protected":false},"excerpt":{"rendered":"<p>mode collapse\uff08\u6a21\u5f0f\u5d29\u6e83\uff09\u662f\u751f\u6210\u5f0fAI\u8bad\u7ec3\u4e2d\u5e38\u89c1\u4e14\u5f71\u54cd\u6df1\u8fdc\u7684\u95ee\u9898\uff0c\u8868\u73b0\u4e3a\u8f93\u51fa\u5185\u5bb9\u5355\u4e00\u3001\u7f3a\u4e4f\u591a\u6837\u6027\uff0c [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_crsspst_to_aicatswiki":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[317,322],"tags":[247,869,868,870],"content_visibility":[262],"class_list":{"0":"post-22301","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"hentry","6":"category-ai-primers-tutorials","7":"category-glossary-terms","8":"tag-ai","11":"tag-mode-collapse"},"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/22301","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/comments?post=22301"}],"version-history":[{"count":1,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/22301\/revisions"}],"predecessor-version":[{"id":23014,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/posts\/22301\/revisions\/23014"}],"wp:attachment":[{"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/media?parent=22301"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/categories?post=22301"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/tags?post=22301"},{"taxonomy":"content_visibility","embeddable":true,"href":"https:\/\/aicats.wiki\/tw\/wp-json\/wp\/v2\/content_visibility?post=22301"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}