{"id":3189,"date":"2025-08-18T14:35:46","date_gmt":"2025-08-18T06:35:46","guid":{"rendered":"https:\/\/www.leexinghai.com\/aic\/?p=3189"},"modified":"2025-08-18T14:35:46","modified_gmt":"2025-08-18T06:35:46","slug":"3-1%e4%ba%ba%e5%b7%a5%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%ef%bc%88%e7%a5%9e%e7%bb%8f%e5%85%83%e7%9a%84%e6%95%b0%e5%ad%a6%e6%a8%a1%e5%9e%8b%ef%bc%89","status":"publish","type":"post","link":"https:\/\/www.leexinghai.com\/aic\/3-1%e4%ba%ba%e5%b7%a5%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%ef%bc%88%e7%a5%9e%e7%bb%8f%e5%85%83%e7%9a%84%e6%95%b0%e5%ad%a6%e6%a8%a1%e5%9e%8b%ef%bc%89\/","title":{"rendered":"3.1\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\uff08\u795e\u7ecf\u5143\u7684\u6570\u5b66\u6a21\u578b\uff09"},"content":{"rendered":"\n<p>\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u7684\u8def\u7ebf\u5927\u6982\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\ud83d\udc47\u7814\u7a76\u5927\u8111\u7684\u8ba4\u77e5\u673a\u7406<\/li>\n\n\n\n<li>\ud83d\udc47\u603b\u7ed3\u5927\u8111\u5904\u7406\u4fe1\u606f\u7684\u65b9\u5f0f<\/li>\n\n\n\n<li>\u26a0\u5b9e\u73b0\u4eba\u5de5\u667a\u80fd\u7684\u5148\u51b3\u6761\u4ef6<\/li>\n<\/ul>\n\n\n\n<p>MP\u6a21\u578b\uff08\u52a0\u6743\u6c42\u548c\uff0c\u518d\u52a0\u4e0a\u504f\u7f6e\uff09\uff0c\u5982\u56fe3.1-1\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"276\" src=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/08\/image-52-1024x276.png\" alt=\"\" class=\"wp-image-3190\" srcset=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/08\/image-52-1024x276.png 1024w, https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/08\/image-52-300x81.png 300w, https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/08\/image-52-768x207.png 768w, https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/08\/image-52.png 1532w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3.1-1 \u795e\u7ecf\u5143\u7684\u751f\u7406\u7ed3\u6784\u548c\u6570\u5b66\u6a21\u578b\u5bf9\u6bd4\u56fe<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"618\" height=\"399\" src=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/08\/image-53.png\" alt=\"\" class=\"wp-image-3191\" srcset=\"https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/08\/image-53.png 618w, https:\/\/www.leexinghai.com\/aic\/wp-content\/uploads\/2025\/08\/image-53-300x194.png 300w\" sizes=\"auto, (max-width: 618px) 100vw, 618px\" \/><figcaption class=\"wp-element-caption\">\u56fe3.1-2 \u5199\u6210\u5411\u91cf\u5f62\u5f0f<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u601d\u8003\uff1a\u4f60\u8ba4\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u6570\u7406\u5b66\u6d3e\u66f4\u6709\u9053\u7406\u8fd8\u662f\u4eff\u751f\u5b66\u6d3e\u66f4\u6709\u9053\u7406\uff1f\u4ed6\u4eec\u7684\u672a\u6765\u53d1\u5c55\u524d\u9014\u53c8\u662f\u5982\u4f55\uff1f<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u6570\u7406\u5b66\u6d3e vs \u4eff\u751f\u5b66\u6d3e\uff1a\u8c01\u66f4\u6709\u9053\u7406\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd37 \u6570\u7406\u5b66\u6d3e\uff08Symbolic AI \/ Logicism \/ \u89c4\u5219\u7cfb\u7edf\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u89c2\u70b9<\/strong>\uff1a\u667a\u80fd\u6765\u6e90\u4e8e\u5bf9\u77e5\u8bc6\u7684\u663e\u5f0f\u5efa\u6a21\uff08\u5982\u903b\u8f91\u89c4\u5219\u3001\u77e5\u8bc6\u56fe\u8c31\u7b49\uff09\u3002<\/li>\n\n\n\n<li><strong>\u65b9\u6cd5<\/strong>\uff1a\u4f7f\u7528\u5f62\u5f0f\u903b\u8f91\u3001\u6982\u7387\u8bba\u3001\u535a\u5f08\u8bba\u7b49\u6570\u7406\u5de5\u5177\u5efa\u7acb\u6e05\u6670\u53ef\u89e3\u91ca\u7684\u7cfb\u7edf\u3002<\/li>\n\n\n\n<li><strong>\u4f18\u70b9<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u53ef\u89e3\u91ca\u6027\u5f3a\uff08Explainability\uff09\uff1b<\/li>\n\n\n\n<li>\u5f88\u9002\u5408<strong>\u7ed3\u6784\u5316\u4efb\u52a1<\/strong>\uff08\u5982\u63a8\u7406\u3001\u89c4\u5212\u3001\u5b9a\u7406\u8bc1\u660e\u3001\u6570\u636e\u5e93\u67e5\u8be2\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7f3a\u70b9<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u7f3a\u4e4f\u7075\u6d3b\u6027\u548c\u5b66\u4e60\u80fd\u529b<\/strong>\uff1b<\/li>\n\n\n\n<li>\u65e0\u6cd5\u5f88\u597d\u5730\u5904\u7406\u6a21\u7cca\u3001\u975e\u7ed3\u6784\u5316\u7684\u611f\u77e5\u95ee\u9898\uff08\u5982\u56fe\u50cf\u8bc6\u522b\u3001\u81ea\u7136\u8bed\u8a00\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\ud83d\udd36 \u4eff\u751f\u5b66\u6d3e\uff08Connectionism \/ \u795e\u7ecf\u7f51\u7edc \/ \u6df1\u5ea6\u5b66\u4e60\uff09<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u89c2\u70b9<\/strong>\uff1a\u667a\u80fd\u6765\u6e90\u4e8e\u6a21\u62df\u4eba\u8111\u795e\u7ecf\u5143\u7f51\u7edc\u7684\u81ea\u7ec4\u7ec7\u548c\u5b66\u4e60\u673a\u5236\u3002<\/li>\n\n\n\n<li><strong>\u65b9\u6cd5<\/strong>\uff1a\u4f7f\u7528\u591a\u5c42\u795e\u7ecf\u7f51\u7edc\u3001\u68af\u5ea6\u4e0b\u964d\u3001\u53cd\u5411\u4f20\u64ad\u3001\u5927\u91cf\u6570\u636e\u8bad\u7ec3\u3002<\/li>\n\n\n\n<li><strong>\u4f18\u70b9<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u5f3a\u5927\u7684\u611f\u77e5\u548c\u6a21\u5f0f\u8bc6\u522b\u80fd\u529b<\/strong>\uff1b<\/li>\n\n\n\n<li>\u53ef\u7528\u4e8e\u8bed\u97f3\u8bc6\u522b\u3001\u56fe\u50cf\u7406\u89e3\u3001\u81ea\u7136\u8bed\u8a00\u751f\u6210\u7b49\u590d\u6742\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u7f3a\u70b9<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u53ef\u89e3\u91ca\u6027\u5f31\uff0c\u5bb9\u6613\u51fa\u73b0\u201c\u9ed1\u7bb1\u201d\u73b0\u8c61\uff1b<\/li>\n\n\n\n<li>\u5bf9\u6570\u636e\u548c\u8ba1\u7b97\u8d44\u6e90\u4f9d\u8d56\u975e\u5e38\u5927\uff1b<\/li>\n\n\n\n<li>\u903b\u8f91\u63a8\u7406\u548c\u957f\u671f\u89c4\u5212\u80fd\u529b\u8f83\u5f31\u3002<\/li>\n<\/ul>\n<\/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\">\u4e8c\u3001\u8c01\u66f4\u6709\u524d\u9014\uff1f<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u2705 <strong>\u672a\u6765\u7684\u53d1\u5c55\u8d8b\u52bf\u662f\u878d\u5408\uff1a\u795e\u7ecf\u7b26\u53f7 AI\uff08Neuro-Symbolic AI\uff09<\/strong><\/h3>\n\n\n\n<p>\u8d8a\u6765\u8d8a\u591a\u7814\u7a76\u8005\u8ba4\u4e3a\uff0c<strong>\u6570\u7406\u5b66\u6d3e\u4e0e\u4eff\u751f\u5b66\u6d3e\u4e0d\u662f\u654c\u5bf9\u5173\u7cfb\uff0c\u800c\u662f\u4e92\u8865\u7684<\/strong>\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u7c7b\u578b<\/th><th>\u4f18\u52bf<\/th><th>\u672a\u6765\u4f5c\u7528<\/th><\/tr><\/thead><tbody><tr><td>\u6570\u7406\u5b66\u6d3e<\/td><td>\u7406\u6027\u3001\u53ef\u89e3\u91ca\u3001\u89c4\u5219\u4e25\u8c28<\/td><td>\u9002\u5408\u9ad8\u98ce\u9669\u3001\u9ad8\u8981\u6c42\u7684\u7cfb\u7edf\uff08\u5982\u533b\u7597\u8bca\u65ad\u3001\u6cd5\u5f8b\u63a8\u7406\uff09<\/td><\/tr><tr><td>\u4eff\u751f\u5b66\u6d3e<\/td><td>\u611f\u77e5\u80fd\u529b\u5f3a\u3001\u6cdb\u5316\u6027\u597d<\/td><td>\u9002\u5408\u611f\u77e5\u3001\u8bed\u8a00\u3001\u6a21\u5f0f\u8bc6\u522b\u7b49\u5927\u6570\u636e\u573a\u666f<\/td><\/tr><tr><td><strong>\u795e\u7ecf\u7b26\u53f7\u878d\u5408<\/strong><\/td><td>\u517c\u5177\u5b66\u4e60\u80fd\u529b\u4e0e\u903b\u8f91\u63a8\u7406\u80fd\u529b<\/td><td>\u88ab\u8ba4\u4e3a\u662f\u5b9e\u73b0\u201c\u5f3a\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\u201d\u7684\u5173\u952e\u8def\u5f84<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>OpenAI \u7684 GPT \u7cfb\u5217\u867d\u7136\u6838\u5fc3\u662f\u795e\u7ecf\u7f51\u7edc\uff0c\u4f46\u4e5f\u878d\u5408\u4e86\u5f88\u591a\u5f62\u5f0f\u8bed\u4e49\u5b66\u548c\u7b26\u53f7\u6280\u672f\uff08\u5982 attention \u662f\u67d0\u79cd\u7b26\u53f7\u805a\u7126\u673a\u5236\uff09\u3002<\/li>\n\n\n\n<li>Google DeepMind \u7684 AlphaGo \u7ed3\u5408\u4e86<strong>\u6df1\u5ea6\u5b66\u4e60\uff08\u4eff\u751f\uff09+ \u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08\u6570\u7406\uff09<\/strong>\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\">\u4e09\u3001\u603b\u7ed3\u89c2\u70b9<\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u2705 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