{"id":21790,"date":"2024-08-14T11:57:43","date_gmt":"2024-08-14T03:57:43","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=21790"},"modified":"2024-08-14T11:57:43","modified_gmt":"2024-08-14T03:57:43","slug":"%e9%a6%96%e4%bd%8dai%e7%a7%91%e5%ad%a6%e5%ae%b6%e9%97%ae%e4%b8%96%ef%bc%81%e5%b7%b2%e7%8b%ac%e7%ab%8b%e7%94%9f%e6%88%9010%e7%af%87%e5%ad%a6%e6%9c%af%e8%ae%ba%e6%96%87%ef%bc%8c%e8%bf%98%e9%a1%ba","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2024\/08\/14\/21790\/","title":{"rendered":"\u9996\u4f4dAI\u79d1\u5b66\u5bb6\u95ee\u4e16\uff01\u5df2\u72ec\u7acb\u751f\u621010\u7bc7\u5b66\u672f\u8bba\u6587\uff0c\u8fd8\u987a\u624b\u641e\u4e86AI\u5ba1\u7a3f\u4eba"},"content":{"rendered":"<div><img data-dominant-color=\"bebbba\" data-has-transparency=\"false\" style=\"--dominant-color: #bebbba;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-21792\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/f541704693a988db599529dfab710bb0a7dbcc-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/f541704693a988db599529dfab710bb0a7dbcc-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2024\/08\/f541704693a988db599529dfab710bb0a7dbcc-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div class=\"article-desc\">\u4ece\u63d0\u51fa\u7814\u7a76\u60f3\u6cd5\u3001\u68c0\u67e5\u521b\u65b0\u6027\u3001\u8bbe\u8ba1\u5b9e\u9a8c\u3001\u7f16\u5199\u4ee3\u7801\uff0c\u5230\u5728GPU\u4e0a\u6267\u884c\u5b9e\u9a8c\u5e76\u6536\u96c6\u7ed3\u679c\uff0c\u6700\u540e\u5b8c\u6210\u8bba\u6587\u64b0\u5199\uff0c\u4e00\u6c14\u5475\u6210\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-1d7a5742=\"\" data-element=\"root\">\n<p>\u53f2\u4e0a<strong>\u9996\u4f4d\u201cAI\u79d1\u5b66\u5bb6\u201d<\/strong>\uff0c\u6a2a\u7a7a\u51fa\u4e16\uff01<\/p>\n<p class=\"js_darkmode__3\">\u4e00\u767b\u573a\u5c31\u4e00\u53e3\u6c14\u751f\u6210\u4e86<strong>\u5341\u7bc7\u5b8c\u6574\u5b66\u672f\u8bba\u6587<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__4\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202408\/13\/c3157ec85466e322f12275e09c966355259593.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><strong>\u25b3<\/strong>AI\u751f\u6210\u7684\u4e00\u7bc7\u6269\u6563\u6a21\u578b\u8bba\u6587<\/p>\n<p class=\"js_darkmode__5\">\u4ece\u63d0\u51fa\u7814\u7a76\u60f3\u6cd5\u3001\u68c0\u67e5\u521b\u65b0\u6027\u3001\u8bbe\u8ba1\u5b9e\u9a8c\u3001\u7f16\u5199\u4ee3\u7801\uff0c\u5230\u5728GPU\u4e0a\u6267\u884c\u5b9e\u9a8c\u5e76\u6536\u96c6\u7ed3\u679c\uff0c\u6700\u540e\u5b8c\u6210\u8bba\u6587\u64b0\u5199\uff0c\u4e00\u6c14\u5475\u6210\u3002<\/p>\n<p class=\"js_darkmode__6\">\u5168\u7531\u8fd9\u4f4d\u201cAI\u79d1\u5b66\u5bb6\u201d\u81ea\u52a8\u641e\u5b9a\u3002<\/p>\n<p class=\"js_darkmode__8\">\u6bcf\u7bc7\u8bba\u6587\u7684\u6210\u672c\u7ea6\u4e3a<strong>15\u7f8e\u5143<\/strong>\uff08\u7ea6107.62\u5143\uff09\u3002<\/p>\n<p class=\"js_darkmode__9\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202408\/13\/98fa5c2492ac1bb70f4826aeb345f00e22473e.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__10\">\u8fd9\u5c31\u662f\u7b2c\u4e00\u4e2a\u7528\u4e8e<strong>\u81ea\u52a8\u5316\u79d1\u5b66\u7814\u7a76<\/strong>\u548c\u5f00\u653e\u5f0f\u53d1\u73b0\u7684\u7efc\u5408AI\u7cfb\u7edf\uff0c<strong>The AI Scientist<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__11\">\u6765\u81eaTransformer\u4f5c\u8005\u4e4b\u4e00Llion Jones\u7684\u521b\u4e1a\u516c\u53f8\uff1a<strong>Sakana AI<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__12\">\u800c\u4e14\uff01<\/p>\n<p class=\"js_darkmode__13\">\u8fd9\u516c\u53f8\u641e\u7684\u4e8b\u60c5\u4e0d\u53ea\u662f\u505a\u51fa\u4e86\u4e00\u4f4dAI\u79d1\u5b66\u5bb6\uff0c<strong>\u8fd8\u989d\u5916\u641e\u51fa\u4e86\u4e2aAI\u5ba1\u7a3f\u4eba<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__14\">\u5ba1\u7a3f\u4eba\u80fd\u5bf9AI\u5199\u7684\u8bba\u6587\u8fdb\u884c\u8bc4\u5ba1\uff0c\u63d0\u4f9b\u6539\u8fdb\u610f\u89c1\u3002<\/p>\n<p class=\"js_darkmode__15\">\u6551\u547d\uff0c\u8fd9\u662f\u4ec0\u4e48\u4ee5\u6211\u4e4b\u77db\u653b\u6211\u4e4b\u76fe\u7684\u5957\u5a03\u5faa\u73af\u554a\uff01<\/p>\n<p class=\"js_darkmode__16\">\u4e00\u901a\u64cd\u4f5c\u4e0b\u6765\uff0c\u6bd4\u4eba\u7c7b\u5b66\u672f\u5708\u8fd8\u4eba\u7c7b\u5b66\u672f\u5708\uff08\u4e0d\u662f\uff09<\/p>\n<p class=\"js_darkmode__18\">\u518d\u6765\u4e2a\u800c\u4e14\uff01<\/p>\n<p class=\"js_darkmode__19\">\u4e0d\u7ba1\u662fAI\u79d1\u5b66\u5bb6\u548cAI\u5ba1\u7a3f\u4eba\uff0cSakana AI\u628a\u5b83\u4eec<strong>\u7edf\u7edf\u5f00\u6e90<\/strong>\u4e86\u3002<\/p>\n<p class=\"js_darkmode__20\">\u7f51\u53cb\u770b\u4e86\u76f4\u9f13\u638c\uff1b<\/p>\n<blockquote>\n<p class=\"js_darkmode__22\">Nice Nice\uff0c\u975e\u5e38\u6709\u8da3\u7684\u5de5\u4f5c\uff01<\/p>\n<\/blockquote>\n<p class=\"js_darkmode__23\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202408\/13\/f3f0a68920ba976a01b17164216cc6e05683ef.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__24\">\u4ee5\u53ca\u6709\u4eba\u5df2\u7ecf\u5f00\u59cb\u51fa\u201c\u998a\u4e3b\u610f\u201d\u4e86\u3002<\/p>\n<blockquote>\n<p class=\"js_darkmode__26\">\u8fd9\u8fb9\u5efa\u8bae\u628a\u5176\u4e2d\u4e00\u7bc7\u8bba\u6587\u63d0\u4ea4\u7ed9AI\u9876\u4f1a\u54c8\uff01<\/p>\n<\/blockquote>\n<p class=\"js_darkmode__27\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202408\/13\/f2858f803d6cda22301472475f49316ed48c08.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h2>AI\u72ec\u7acb\u5b8c\u6210\u5341\u7bc7\u673a\u5668\u5b66\u4e60\u8bba\u6587<\/h2>\n<p class=\"js_darkmode__29\">\u51e0\u5341\u5e74\u6765\uff0c\u6bcf\u6b21AI\u53d6\u5f97\u91cd\u5927\u8fdb\u5c55\u540e\uff0c\u7814\u7a76\u4eba\u5458\u7ecf\u5e38\u5f00\u73a9\u7b11\u8bf4\uff1a\u201c<strong>\u662f\u65f6\u5019\u7814\u7a76\u8ba9AI\u5e2e\u6211\u4eec\u5199\u8bba\u6587\u4e86<\/strong>\u201d\u3002<\/p>\n<p class=\"js_darkmode__30\">\u73b0\u5728\uff0c\u8fd9\u4e2a\u60f3\u6cd5\u7ec8\u4e8e\u4ece\u73a9\u7b11\u53d8\u6210\u73b0\u5b9e\u3002<\/p>\n<p class=\"js_darkmode__32\">\u5177\u4f53\u6765\u8bf4\uff0cAI\u79d1\u5b66\u5bb6\u751f\u6210\u4e86\u5341\u7bc7\u8bba\u6587\uff0c\u6bcf\u4e2a\u7814\u7a76\u65b9\u5411\u5404\u6311\u51fa\u4e00\u7bc7\u5f97\u5206\u8f83\u9ad8\u7684\u6765\u4ecb\u7ecd\u3002<\/p>\n<p class=\"js_darkmode__33\"><strong>\u7b2c\u4e00\u7bc7\uff0c\u6269\u6563\u6a21\u578b\u65b9\u5411<\/strong>\uff0c\u300a\u53cc\u5c3a\u5ea6\u6269\u6563\uff1a\u4f4e\u7ef4\u751f\u6210\u6a21\u578b\u7684\u81ea\u9002\u5e94\u7279\u5f81\u5e73\u8861\u300b<\/p>\n<p class=\"js_darkmode__34\">\u63d0\u51fa\u4e86\u4e00\u79cd\u81ea\u9002\u5e94\u53cc\u5c3a\u5ea6\u53bb\u566a\u65b9\u6cd5\uff0c\u6539\u8fdb\u73b0\u6709\u7684\u6269\u6563\u6a21\u578b\u5728\u4f4e\u7ef4\u7a7a\u95f4\u4e2d\u96be\u4ee5\u540c\u65f6\u6355\u6349\u5168\u5c40\u7ed3\u6784\u548c\u5c40\u90e8\u7ec6\u8282\u7684\u95ee\u9898\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/s7.51cto.com\/oss\/202408\/13\/14ef2ad64d578e210550153adc2c930069f355.webp\" data-type=\"block\" \/><\/p>\n<p class=\"js_darkmode__36\">\u65b9\u6cd5\uff1a<\/p>\n<ul data-id=\"u738a58b-UE0kc1hB\">\n<li data-id=\"l34939b2-UE1G5IR2\">\u8bbe\u8ba1\u53cc\u5c3a\u5ea6\u67b6\u6784\uff0c\u5305\u62ec\u5168\u5c40\u548c\u5c40\u90e8\u5206\u652f<\/li>\n<li data-id=\"l34939b2-KACeFSCF\">\u5f15\u5165\u53ef\u5b66\u4e60\u7684\u65f6\u95f4\u6b65\u6761\u4ef6\u52a0\u6743\u673a\u5236<\/li>\n<li data-id=\"l34939b2-N7VILA8C\">\u7ed3\u5408\u4e24\u4e2a\u5206\u652f\u7684\u8f93\u51fa\u8fdb\u884c\u53bb\u566a\u9884\u6d4b<\/li>\n<\/ul>\n<p class=\"js_darkmode__38\">\u5b9e\u9a8c\u7ed3\u679c\uff1a<\/p>\n<ul data-id=\"u738a58b-rcgzRq9z\">\n<li data-id=\"l34939b2-fAX01NCm\">KL divergence\u6307\u6807\u76f8\u6bd4\u57fa\u7ebf\u6a21\u578b\u964d\u4f4e\u4e862.5%\u523012.8%\uff08\u8d8a\u4f4e\u8d8a\u597d\uff09<\/li>\n<li data-id=\"l34939b2-gTVInHgF\">\u4f46\u8ba1\u7b97\u65f6\u95f4\u7ea6\u589e\u52a0\u4e86\u4e00\u500d\uff0c\u4e14\u5728\u590d\u6742\u6570\u636e\u5206\u5e03\uff08\u5982dino\u6570\u636e\u96c6\uff09\u4e0a\u8868\u73b0\u4e0d\u7a33\u5b9a<\/li>\n<\/ul>\n<p class=\"js_darkmode__40\">\u7b80\u5355\u626b\u4e00\u773c\u6b63\u6587\u90e8\u5206\uff0c\u6709\u516c\u5f0f\u3001\u6709\u56fe\u8868\uff0c\u770b\u8d77\u6765\u8fd8\u633a\u50cf\u6a21\u50cf\u6837\u7684\u3002<\/p>\n<p class=\"js_darkmode__41\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202408\/13\/83c21ce958c7a5fad649539de904b2c1606021.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__42\"><strong>\u7b2c\u4e8c\u7bc7\uff0c\u8bed\u8a00\u6a21\u578b\u65b9\u5411<\/strong>\uff0c\u300aStyleFusion\uff1a\u5b57\u7b26\u7ea7\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u81ea\u9002\u5e94\u591a\u6837\u5f0f\u751f\u6210\u300b\u3002<\/p>\n<p class=\"js_darkmode__43\">\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3aMulti-Style Adapter\u7684\u65b0\u65b9\u6cd5\uff0c\u901a\u8fc7\u5f15\u5165\u53ef\u5b66\u4e60\u7684\u98ce\u683c\u5d4c\u5165\u548c\u98ce\u683c\u5206\u7c7b\u5934\uff0c\u589e\u5f3a\u4e86\u5b57\u7b26\u7ea7\u8bed\u8a00\u6a21\u578b\u7684\u98ce\u683c\u610f\u8bc6\u548c\u4e00\u81f4\u6027\u3002<\/p>\n<p class=\"js_darkmode__44\">\u5728\u6240\u6709\u6570\u636e\u96c6\u4e0a\u8fbe\u5230\u4e86\u63a5\u8fd1\u5b8c\u7f8e\u7684\u98ce\u683c\u4e00\u81f4\u6027\u5206\u6570\uff08shakespeare_char\u4e3a0.9667\uff0cenwik8\u548ctext8\u4e3a1.0\uff09\uff0c\u9a8c\u8bc1\u635f\u5931\u4f18\u4e8e\u57fa\u7ebf\u6a21\u578b\uff0c\u4f46\u63a8\u7406\u901f\u5ea6\u7565\u6709\u4e0b\u964d\uff08\u7ea6400 tokens\/s vs. \u57fa\u7ebf670 tokens\/s\uff09<\/p>\n<p class=\"js_darkmode__45\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202408\/13\/150c7ec828b72263d65550e61ecee0da0eb728.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__46\"><strong>\u7b2c\u4e09\u7bc7\uff0cTransformer\u4e0e\u5f3a\u5316\u5b66\u4e60\u7ed3\u5408<\/strong>\uff0c\u300a\u901a\u8fc7Q-Learning\u5b9e\u73b0Transformers\u7684\u81ea\u9002\u5e94\u5b66\u4e60\u7387\u300b\u3002<\/p>\n<p class=\"js_darkmode__47\">\u672c\u7814\u7a76\u63a2\u7d22\u4e86\u5c06\u5f3a\u5316\u5b66\u4e60\u5e94\u7528\u4e8e\u52a8\u6001\u8c03\u6574transformer\u6a21\u578b\u8bad\u7ec3\u4e2d\u7684\u5b66\u4e60\u7387\uff0c\u4f7f\u7528\u9a8c\u8bc1\u635f\u5931\u548c\u5f53\u524d\u5b66\u4e60\u7387\u4f5c\u4e3a\u72b6\u6001\uff0c\u52a8\u6001\u8c03\u6574\u5b66\u4e60\u7387\u4ee5\u4f18\u5316\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/p>\n<p class=\"js_darkmode__48\">\u7ed3\u679c\u5728\u6240\u6709\u6570\u636e\u96c6\u4e0a\u90fd\u4f18\u4e8e\u57fa\u7ebf\u6a21\u578b\uff0c\u5728\u8bad\u7ec3\u65f6\u95f4\u4e0a\u4e5f\u8868\u73b0\u51fa\u4f18\u52bf\u3002<\/p>\n<p class=\"js_darkmode__49\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202408\/13\/926b4b9436c56e2113e768dc9636fc8672bc6b.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__50\"><strong>\u7b2c\u56db\u7bc7\uff0c\u7814\u7a76\u4e86\u8c37\u6b4c\u56e2\u961f\u63d0\u51fa\u5927\u6a21\u578b\u201c\u9886\u609f\u201d\uff08Grokking\uff09\u73b0\u8c61<\/strong>\uff0c\u300a\u89e3\u9501 Grokking\uff1aTransformer\u6a21\u578b\u4e2d\u6743\u91cd\u521d\u59cb\u5316\u7b56\u7565\u7684\u6bd4\u8f83\u7814\u7a76\u300b<\/p>\n<p class=\"js_darkmode__51\">\u672c\u6587\u9996\u6b21\u7cfb\u7edf\u7814\u7a76\u4e86\u6743\u91cd\u521d\u59cb\u5316\u5bf9grokking\u7684\u5f71\u54cd\uff0c\u6bd4\u8f83\u4e86\u4e94\u79cd\u6743\u91cd\u521d\u59cb\u5316\u7b56\u7565\uff0c\u4ee5\u4f18\u5316\u795e\u7ecf\u7f51\u7edc\u5b66\u4e60\u52a8\u6001\u3002<\/p>\n<p class=\"js_darkmode__52\">\u7ed3\u679c\u53d1\u73b0\uff1a<\/p>\n<ul data-id=\"u738a58b-DiJoVlP4\">\n<li data-id=\"l34939b2-PC1qM26E\">Xavier\u521d\u59cb\u5316\u5728\u591a\u6570\u4efb\u52a1\u4e2d\u8868\u73b0\u6700\u4f73\uff0c\u5c06\u8fbe\u523099%\u9a8c\u8bc1\u51c6\u786e\u7387\u7684\u6b65\u6570\u51cf\u5c11\u4e86\u6700\u591a63%<\/li>\n<li data-id=\"l34939b2-k0cF3mX6\">Orthogonal\u521d\u59cb\u5316\u5728\u67d0\u4e9b\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u5176\u4ed6\u4efb\u52a1\u4e2d\u6548\u679c\u8f83\u5dee\u3002<\/li>\n<\/ul>\n<p class=\"js_darkmode__54\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202408\/13\/f5244cf2787cea0ec19682205692bec6d98586.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__55\">\u8fd9\u51e0\u7bc7\u8bba\u6587\u914d\u5957\u7684\u4ee3\u7801\uff08\u4e5f\u662f\u7531AI\u751f\u6210\u7684\uff09\uff0c\u540c\u6837\u5f00\u6e90\u5728GitHub\u4e0a\uff0c\u7a81\u51fa\u4e00\u4e2a\u53ef\u590d\u73b0\u3002<\/p>\n<p class=\"js_darkmode__56\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202408\/13\/79cec8b6149fce0c0985791470059790578274.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__57\">\u53e6\u5916\uff0c\u56e2\u961f\u53d1\u73b0\u201cAI\u79d1\u5b66\u5bb6\u201d\u8fd8\u6709\u4e00\u4e9b<strong>\u6709\u8da3\u4f46\u53c8\u6709\u4e9b\u5371\u9669\u7684\u884c\u4e3a<\/strong>\uff1a<\/p>\n<p class=\"js_darkmode__58\">\u5728\u4e00\u6b21\u5b9e\u9a8c\u4e2d\uff0c\u5b83\u4e3a\u4e86\u5b8c\u6210\u7814\u7a76\u4fee\u6539\u81ea\u5df1\u7684\u4ee3\u7801\uff0c<strong>\u8ba9\u7cfb\u7edf\u8fed\u4ee3\u5f0f\u8c03\u7528\u81ea\u5df1<\/strong>\uff0c\u6700\u540e\u53d8\u6210\u4e86\u65e0\u9650\u5957\u5a03\u3002<\/p>\n<p class=\"js_darkmode__59\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202408\/13\/62cef0607ead771af8519193cdb7a4c87ecfbe.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__60\">\u53e6\u4e00\u6b21\uff0c\u9762\u5bf9\u4eba\u7c7b\u8bbe\u7f6e\u7684\u8fd0\u884c\u65f6\u95f4\u9650\u5236\uff0cAI\u5e76\u6ca1\u6709\u60f3\u529e\u6cd5\u52a0\u5feb\u6548\u7387\uff0c\u53cd\u800c\u7ed9\u81ea\u5df1\u653e\u5bbd\u8981\u6c42\uff0c<strong>\u628a\u65f6\u95f4\u9650\u5236\u4ece2\u5c0f\u65f6\u5ef6\u957f\u5230\u4e864\u5c0f\u65f6<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__61\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202408\/13\/a2ba0ba146ffb185fb7473dccbdadf1df29310.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h3>\u9996\u4e2a\u201cAI\u79d1\u5b66\u5bb6\u201d\u5982\u4f55\u70bc\u6210<\/h3>\n<p class=\"js_darkmode__63\">\u6574\u4e2a\u7814\u7a76\u60f3\u6cd5\u6765\u81eaSakana AI\u6210\u7acb\u4e4b\u540e\u51e0\u4e2a\u6210\u679c\u7684\u5ef6\u7eed\uff1a<\/p>\n<p class=\"js_darkmode__64\">\u9996\u5148\uff0c\u4ed6\u4eec\u5f00\u53d1\u4e86\u81ea\u52a8\u5408\u5e76\u591a\u4e2a\u5927\u6a21\u578b\u77e5\u8bc6\uff0c\u8fdb\u5316\u4ea7\u751f\u65b0\u6a21\u578b\u7684\u65b9\u6cd5\u3002\u5728\u6700\u8fd1\u7684\u5de5\u4f5c\u4e2d\uff0c\u4ed6\u4eec\u5229\u7528\u5927\u6a21\u578b\u53d1\u73b0\u65b0\u7684\u76ee\u6807\u51fd\u6570\u6765\u8c03\u6574\u5176\u4ed6\u6a21\u578b\u3002<\/p>\n<p class=\"js_darkmode__65\">\u5728\u8fd9\u4e9b\u9879\u76ee\u4e2d\uff0c\u56e2\u961f\u4e0d\u65ad\u5bf9\u5f53\u524d\u524d\u6cbf\u6a21\u578b\u7684\u521b\u9020\u529b\u611f\u5230\u60ca\u8bb6\uff0c\u8fdb\u800c\u6709\u4e86\u66f4\u5927\u7684\u68a6\u60f3\uff1a<strong>\u53ef\u4ee5\u4f7f\u7528\u5927\u6a21\u578b\u6765\u81ea\u52a8\u5316\u6574\u4e2a\u7814\u7a76\u8fc7\u7a0b\u5417\uff1f<\/strong><\/p>\n<p class=\"js_darkmode__66\">\u6700\u7ec8\u6210\u679c\u7531Sakana AI\u3001\u725b\u6d25\u5927\u5b66Foerster\u5b9e\u9a8c\u5ba4\u3001\u4e0d\u5217\u98a0\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66\u56e2\u961f\u5408\u4f5c\u5b8c\u6210\u3002<\/p>\n<p class=\"js_darkmode__67\">\u201cAI\u79d1\u5b66\u5bb6\u201d\u7cfb\u7edf\u7531\u56db\u4e2a\u90e8\u5206\u7ec4\u6210\u3002<\/p>\n<p class=\"js_darkmode__68\"><strong>\u60f3\u6cd5\u751f\u6210\uff1a<\/strong><\/p>\n<p class=\"js_darkmode__69\">\u7ed9\u5b9a\u4e00\u4e2a\u8d77\u59cb\u6a21\u677f\uff0cAI\u9996\u5148\u201c\u5934\u8111\u98ce\u66b4\u201d\u4e00\u7cfb\u5217\u4e0d\u540c\u7684\u65b0\u9896\u7814\u7a76\u65b9\u5411\uff0c\u5e76\u5728Semantic Scholar\u4e0a\u641c\u7d22\uff0c\u9a8c\u8bc1\u8fd9\u4e9b\u60f3\u6cd5\u662f\u5426\u6709\u524d\u4eba\u505a\u8fc7\u3002<\/p>\n<p class=\"js_darkmode__70\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202408\/13\/451936a907d202c4c5837635f0f99f16a840e9.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__71\"><strong>\u5b9e\u9a8c\u8fed\u4ee3\uff1a<\/strong><\/p>\n<p class=\"js_darkmode__72\">\u5bf9\u4e8e\u7b2c\u4e00\u90e8\u5206\u63d0\u51fa\u7684\u60f3\u6cd5\uff0c\u201cAI\u79d1\u5b66\u5bb6\u201d\u9996\u5148\u6267\u884c\u63d0\u8bae\u7684\u5b9e\u9a8c\uff0c\u7136\u540e\u751f\u6210\u56fe\u8868\u53ef\u89c6\u5316\u7ed3\u679c\u3002<\/p>\n<p class=\"js_darkmode__73\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202408\/13\/c39308479012f4ceb6d79307d8156b133425c2.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__74\"><strong>\u8bba\u6587\u5199\u4f5c\uff1a<\/strong><\/p>\n<p class=\"js_darkmode__75\">\u7528\u6807\u51c6\u673a\u5668\u5b66\u4e60\u4f1a\u8bae\u7684\u98ce\u683c\u7f16\u5199\u4e86\u4e00\u4efd\u7b80\u6d01\u4e14\u4fe1\u606f\u4e30\u5bcc\u7684LaTeX\u6587\u7ae0\uff0c\u540c\u6837\u4f7f\u7528Semantic Scholar\u81ea\u4e3b\u67e5\u627e\u76f8\u5173\u8bba\u6587\u8fdb\u884c\u5f15\u7528\u3002<\/p>\n<p class=\"js_darkmode__76\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202408\/13\/e5a34b0632c4d3f5003035e0303c466af7bb4d.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__77\"><strong>\u81ea\u52a8\u5316\u540c\u884c\u8bc4\u5ba1\uff1a<\/strong><\/p>\n<p class=\"js_darkmode__78\">\u5f00\u53d1\u4e86\u4e00\u4e2a\u81ea\u52a8\u5316\u7684\u201cAI\u5ba1\u7a3f\u4eba\u201d\uff0c\u80fd\u591f\u4ee5\u63a5\u8fd1\u4eba\u7c7b\u7684\u51c6\u786e\u6027\u8bc4\u4f30\u751f\u6210\u7684\u8bba\u6587\uff0c\u5b9e\u73b0\u4e86\u6301\u7eed\u7684\u53cd\u9988\u5faa\u73af\uff0c\u4f7f\u201cAI\u79d1\u5b66\u5bb6\u201d\u80fd\u591f\u8fed\u4ee3\u5730\u6539\u8fdb\u5176\u7814\u7a76\u6210\u679c\u3002<\/p>\n<p class=\"js_darkmode__79\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202408\/13\/691073e053869d39fc35863fb7faaf8d982e08.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__80\">\u603b\u5171\u751f\u6210\u4e8610\u7bc7\u8bba\u6587\u5982\u4e0b\uff1a<\/p>\n<p class=\"js_darkmode__81\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202408\/13\/34cfaba01e430a8c506704e6f0f417d06f76c1.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__82\">\u5728\u5b9e\u9a8c\u4e2d\uff0c\u56e2\u961f\u8fd8\u6bd4\u8f83\u4e86\u4e0d\u540c\u4e3b\u6d41\u5927\u6a21\u578b\u63a5\u5165\u6574\u4e2a\u7cfb\u7edf\u7684\u6548\u679c\uff0c\u5176\u4e2d\u5305\u62ecDeepSeek\u56e2\u961f\u7684\u56fd\u4ea7\u4ee3\u7801\u5927\u6a21\u578b\u3002<\/p>\n<p class=\"js_darkmode__83\">\u7ed3\u679c\u53d1\u73b0\uff0c<strong>Claude-Sonnet-3.5\u5728\u60f3\u6cd5\u521b\u65b0\u6027\u3001\u8bd5\u9a8c\u901a\u8fc7\u7387\u3001\u8bba\u6587\u5b8c\u6210\u8d28\u91cf\u4e0a\u8868\u73b0\u90fd\u6700\u597d\u3002<\/strong><\/p>\n<p class=\"js_darkmode__84\">GPT-4o\u548cDeepSeek Coder\u8868\u73b0\u76f8\u8fd1\uff0c\u4f46\u540e\u8005\u8981\u4fbf\u5b9c\u4e0a30\u500d\u3002<\/p>\n<p class=\"js_darkmode__85\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202408\/13\/86869b7125aeb6d9ac52165cb04842e0f41db8.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__86\">\u5f53\u7136\uff0c\u73b0\u9636\u6bb5AI\u72ec\u7acb\u5b8c\u6210\u7684\u8bba\u6587\u4e5f\u4e0d\u662f\u5c3d\u5584\u5c3d\u7f8e\uff0c\u4e5f\u4e0d\u662f\u76f4\u63a5\u5c31\u80fd\u53d1\u9876\u4f1a\u4e86\u3002<\/p>\n<p class=\"js_darkmode__87\">\u4eba\u7c7b\u7814\u7a76\u8005\u603b\u7ed3\u4e86\u51fa\u51e0\u70b9\u9650\u5236\u548c\u6311\u6218\uff1a<\/p>\n<ul data-id=\"u738a58b-tclP9XYS\">\n<li data-id=\"l34939b2-fpo0QLsU\">\u5f53\u524d\u201cAI\u79d1\u5b66\u5bb6\u201d\u7cfb\u7edf\u8fd8\u6ca1\u6709\u6574\u5408\u89c6\u89c9\u80fd\u529b\uff0c\u751f\u6210\u7684\u56fe\u8868\u6709\u65f6\u96be\u4ee5\u9605\u8bfb\uff0c\u8868\u683c\u6709\u65f6\u8d85\u51fa\u9875\u9762\u5bbd\u5ea6\uff0c\u9875\u9762\u6392\u7248\u4e0d\u597d\u3002<\/li>\n<li data-id=\"l34939b2-WHiaN55L\">AI\u79d1\u5b66\u5bb6\u53ef\u80fd\u60f3\u6cd5\u5bf9\u4e86\u4f46\u6267\u884c\u9519\u8bef\uff0c\u6216\u8005\u4e0e\u57fa\u7ebf\u8fdb\u884c\u4e0d\u516c\u5e73\u7684\u6bd4\u8f83\uff0c\u4ece\u800c\u4ea7\u751f\u8bef\u5bfc\u6027\u7684\u7ed3\u679c\u3002<\/li>\n<li data-id=\"l34939b2-2kNsBoZd\">AI\u79d1\u5b66\u5bb6\u5728\u5199\u4f5c\u548c\u8bc4\u4f30\u7ed3\u679c\u65f6\u5076\u5c14\u4f1a\u72af\u4e25\u91cd\u9519\u8bef\uff0c\u6bd4\u5982\u4ea7\u751f\u5e7b\u89c9\u3002<\/li>\n<\/ul>\n<h2>\u8fd8\u60f3\u9020\u533a\u57df\u4e3b\u5e2d\u548cAI\u65b0\u9876\u4f1a<\/h2>\n<p class=\"js_darkmode__90\">\u603b\u7ed3\u4e00\u4e0b\uff0c\u8fd9\u521d\u4ee3AI\u79d1\u5b66\u5bb6\u5199\u51fa\u6765\u7684\u8bba\u6587\u4ecd\u7136\u65f6\u4e0d\u65f6\u51fa\u73b0\u4e00\u4e9bbug\u3002<\/p>\n<p class=\"js_darkmode__91\">\u4f46\u8fd9\u4e2a\u9879\u76ee\u672c\u8eab\uff0c\u4ee5\u53ca15\u7f8e\u5143\/\u7bc7\u7684\u6210\u672c\uff0c\u88abSakana AI\u79f0\u4e3a\u201c\u5927\u6709\u524d\u666f\u201d\uff0c\u5b8c\u5168\u53ef\u4ee5\u7528\u6765\u5e2e\u52a9\u52a0\u901f\u79d1\u5b66\u8fdb\u6b65\u3002<\/p>\n<p class=\"js_darkmode__92\">Sakana AI\u540c\u65f6\u53d1\u5e03\u4e86\u4e00\u7bc7\u8bf4\u660e\u6587\u7ae0\uff0c\u8868\u793aAI\u79d1\u5b66\u5bb6\u7684\u6700\u7ec8\u8bbe\u60f3\uff0c\u662f\u4e00\u4e2a<strong>\u5b8c\u5168\u7531AI\u9a71\u52a8\u7684\u79d1\u5b66\u751f\u6001\u7cfb\u7edf<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__93\">\u7cfb\u7edf\u4e2d\u4e0d\u4ec5\u5305\u62ec\u5927\u6a21\u578b\u9a71\u52a8\u7684\u7814\u7a76\u4eba\u5458\uff0c\u8fd8\u6709\u5ba1\u7a3f\u4eba\u3001\u533a\u57df\u4e3b\u5e2d\u548c\u4e00\u4e2a\u65b0\u9876\u4f1a\u3002<\/p>\n<p class=\"js_darkmode__95\">\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cSakana AI\u8ba4\u4e3a\uff1a<\/p>\n<p class=\"js_darkmode__96\"><strong>\u4eba\u7c7b\u79d1\u5b66\u5bb6\u7684\u4f5c\u7528\uff0c\u5e76\u4e0d\u4f1a\u56e0\u4e3aAI\u79d1\u5b66\u5bb6\u7684\u51fa\u73b0\u800c\u51cf\u5f31\u3002<\/strong><\/p>\n<p class=\"js_darkmode__97\">\u5982\u679c\u975e\u8981\u8fdb\u884c\u5bf9\u6bd4\uff0c\u90a3\u5c31\u662f\u79d1\u5b66\u5bb6\u5f97\u9002\u5e94\u65b0\u6280\u672f\u7684\u51fa\u73b0\u548c\u8fd0\u7528\uff0c\u9002\u5e94\u89d2\u8272\u5b9a\u4f4d\u5c06\u51fa\u73b0\u7684\u53d8\u5316\uff0c\u201c\u5411\u98df\u7269\u94fe\u4e0a\u6e38\u79fb\u52a8\u201d\u3002<\/p>\n<p class=\"js_darkmode__98\">\u800c\u4e14\uff0cAI\u79d1\u5b66\u5bb6\u662f\u5426\u771f\u7684\u80fd\u63d0\u51fa\u771f\u6b63\u7684\u65b0\u8303\u5f0f\uff0c\u8fd8\u6709\u5f85\u89c2\u5bdf\u3002<\/p>\n<p class=\"js_darkmode__99\">\u6bd5\u7adf\u8fd9\u73a9\u610f\u513f\u73b0\u5728\u8fd8\u662f\u5efa\u7acb\u5728Transformer\u4e4b\u4e0a\u7684\u3002<\/p>\n<p class=\"js_darkmode__100\">\u5b83\u80fd\u63d0\u51fa\u8ddfTransformer\u6216Diffusion Model\u4e00\u6837\u5389\u5bb3\u7684\u4e1c\u897f\u5417\uff1f\u751a\u81f3\u662f\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u6216\u4fe1\u606f\u8bba\u8fd9\u6837\u7684\u7406\u8bba\u6982\u5ff5\uff1f<\/p>\n<p class=\"js_darkmode__101\">\u54b1\u4e5f\u4e0d\u77e5\u9053\uff0c\u54b1\u4e5f\u4e0d\u6562\u8bf4\u3002<\/p>\n<p class=\"js_darkmode__102\">Sakana AI\u8fd8\u5199\u4e0b\u8fd9\u6837\u4e00\u6bb5\u8bdd\uff1a<\/p>\n<blockquote>\n<p class=\"js_darkmode__104\">\u6211\u4eec\u76f8\u4fe1AI\u79d1\u5b66\u5bb6\u5c06\u6210\u4e3a\u4eba\u7c7b\u79d1\u5b66\u5bb6\u7684\u4f1f\u5927\u4f19\u4f34\u3002<\/p>\n<p class=\"js_darkmode__105\">\u4f46\u53ea\u6709\u65f6\u95f4\u624d\u80fd\u8bc1\u660e\uff0c\u4eba\u7c7b\u7684\u521b\u9020\u529b\u672c\u8d28\u548c\u5076\u7136\u521b\u65b0\u65f6\u523b\uff0c\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u53ef\u4ee5\u901a\u8fc7\u4eba\u5de5\u8fdb\u884c\u7684\u5f00\u653e\u5f0f\u53d1\u73b0\uff0c\u6765\u590d\u5236\u201c\u5947\u8ff9\u201d\u3002<\/p>\n<\/blockquote>\n<p class=\"js_darkmode__106\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202408\/13\/412957f25a8bc2de851716c27196582238917c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><strong>\u25b3<\/strong>Sakana AI\uff1a\u4e00\u6761\u5168\u81ea\u52a8AI\u5c0f\u9c7c\u513f\u6b63\u5728\u63a2\u7d22\u5b83\u7684\u4e16\u754c<\/p>\n<h2>\u6765\u81eaTransformer\u4f5c\u8005\u521b\u4e1a\u516c\u53f8<\/h2>\n<p class=\"js_darkmode__108\">\u8fd9\u6b21\u5b8c\u6210\u201c\u65b0\u9020\u7684\u4eba\u201d\u7684\u516c\u53f8\uff0cSakana AI\uff0c\u4e25\u683c\u610f\u4e49\u4e0a\u4e5f\u662f\u54b1\u4eec\u7684\u8001\u670b\u53cb\u4e86\u3002<\/p>\n<p class=\"js_darkmode__109\">\u7531Transformer\u8bba\u65878\u4f4d\u4f5c\u8005\u7684\u6700\u540e\u4e00\u4f4d<strong>Llion Jones<\/strong>\u521b\u4e1a\u6210\u7acb\uff0c\u76ee\u6807\u662f\u505a\u4e00\u5bb6\u201c\u4e16\u754c\u7ea7\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u5ba4\u201d\u3002<\/p>\n<p class=\"js_darkmode__110\">\u516c\u53f8base\u4e1c\u4eac\uff0c\u800csakana\u662f\u65e5\u8bed\u201c\u9b5a\u201d\uff08\u3055\u304b\u306a\uff09\u7684\u7f57\u9a6c\u8bfb\u97f3\u3002<\/p>\n<p class=\"js_darkmode__111\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202408\/13\/b2b449502da9912c3315089182513ceb0cb91f.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__112\">\u53ef\u80fd\u51fa\u4e8e\u516c\u53f8\u6587\u5316\u8003\u8651\uff0cLlion\u8fd8\u5728\u9886\u82f1\u4e0a\u6807\u660e\uff0c\u81ea\u5df1\u8d77\u4e86\u4e2a\u65e5\u8bed\u97f3\u8bd1\u540d\u5b57\uff1a\u30e9\u30a4\u30aa\u30f3\uff08\u4e5f\u5c31\u662fLion\u72ee\u5b50\u7684\u7247\u5047\u540d\uff1b\u4ee5\u4e0b\u4eb2\u5207\u7b80\u79f0\u4ed6\u72ee\u5b50\u54e5\uff09\u3002<\/p>\n<p class=\"js_darkmode__113\">\u53bb\u5e748\u6708\uff0c\u516c\u53f8\u5ba3\u5e03\u6210\u7acb\u3002<\/p>\n<p class=\"js_darkmode__114\">\u5f53\u65f6\u72ee\u5b50\u54e5\u6beb\u65e0\u907f\u8bb3\u5730\u8868\u793a\uff0c\u81ea\u4e2a\u513f\u5bf9\u8c37\u6b4c\u6ca1\u6709\u6076\u610f\uff0c\u4f46<strong>\u8c37\u6b4c\u786e\u5b9e\u8ba9\u4ed6\u6709\u201c\u88ab\u56f0\u4f4f\u7684\u611f\u89c9\u201d<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__115\">\u521b\u4e1a\u4e4b\u524d\uff0c\u72ee\u5b50\u54e5\u5728\u8c37\u6b4c\u5df2\u7ecf\u5e72\u4e868\u5e74\u3002<\/p>\n<p class=\"js_darkmode__116\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202408\/13\/a9f0c7687c3e7cddfac795a5d3e29d52c8c7f8.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h6>\u25b3\u731c\u731c\u6f0f\u4e86\u534a\u5f20\u8138\u7684\u662f\u8c01<\/h6>\n<p class=\"js_darkmode__118\">\u4ed6\u672c\u7855\u6bd5\u4e1a\u4e8e\u4f2f\u660e\u7ff0\u5927\u5b66\uff0c\u5728Delcam\u3001\u6cb9\u7ba1\u3001\u8c37\u6b4c\u90fd\u5de5\u4f5c\u8fc7\uff0c\u8c37\u6b4c\u662f\u4ed6\u5f85\u5f97\u6700\u4e45\u7684\u4e00\u5bb6\u516c\u53f8\u3002<\/p>\n<p class=\"js_darkmode__119\">\u636eFourWeekMBA\u4ecb\u7ecd\u79f0\uff0c\u5728\u4ed6\u4e4b\u524d\u7684\u5de5\u4f5c\u7ecf\u5386\u4e2d\uff0c<strong>\u201c\u66fe\u4e24\u5ea6\u4e0e\u8c37\u6b4c\u7684\u5de5\u4f5c\u64e6\u80a9\u800c\u8fc7\u201d<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__120\">\u7b2c\u4e00\u6b21\u662f\u4ed6\u521a\u6bd5\u4e1a\u627e\u5de5\u4f5c\u65f6\uff0c\u867d\u7136\u6295\u4e86\u8c37\u6b4c\u4f26\u6566\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u7684\u7b80\u5386\uff0c\u5e76\u901a\u8fc7\u4e86\u4e24\u8f6e\u7535\u8bdd\u9762\u8bd5\uff0c\u4f46\u6700\u7ec8\u76f8\u6bd4\u8c37\u6b4c\uff0c\u4ed6\u9009\u62e9\u4e86\u4f4d\u4e8e\u82f1\u56fd\u7684CAD\/CAM\u8f6f\u4ef6\u516c\u53f8Delcam\u3002<\/p>\n<p class=\"js_darkmode__121\">\u503c\u5f97\u4e00\u8bf4\u7684\u662f\uff0c\u5728\u62ff\u4e0b\u8c37\u6b4coffer\u524d\uff0c\u6070\u5de7\u9047\u4e0a2009\u5e74\u7684\u7ecf\u6d4e\u5371\u673a\uff0c\u72ee\u5b50\u54e5\u627e\u4e0d\u5230\u5de5\u4f5c\uff0c\u597d\u51e0\u4e2a\u6708\u90fd\u53ea\u80fd\u9760\u9886\u53d6\u6551\u6d4e\u91d1\u52c9\u5f3a\u5ea6\u65e5\u3002<\/p>\n<p class=\"js_darkmode__122\">\u7b2c\u4e8c\u6b21\u662f\u5de5\u4f5c18\u4e2a\u6708\u540e\uff0c\u4ed6\u53c8\u63a5\u5230\u4e86\u8c37\u6b4c\u7684\u62db\u8058\u7535\u8bdd\uff0c\u8be2\u95ee\u4ed6\u662f\u5426\u60f3\u91cd\u65b0\u7533\u8bf7\uff0c\u4f46\u4ed6\u4f9d\u65e7\u6ca1\u53bb\u8c37\u6b4c\uff0c\u800c\u662f\u968f\u540e\u52a0\u5165\u4e86YouTube\u3002<\/p>\n<p class=\"js_darkmode__123\">\u5728Youtube\u505a\u4e09\u5e74\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u671f\u95f4\uff0c\u4ed6\u5bf9\u4eba\u5de5\u667a\u80fd\u4ea7\u751f\u5174\u8da3\uff0c\u81ea\u5b66\u4e86Coursera\u7684\u673a\u5668\u5b66\u4e60\u8bfe\u7a0b\uff0c\u5e76\u7ec8\u4e8e\u57282015\u5e74\u7684\u65f6\u5019\u52a0\u5165\u8c37\u6b4c\u7814\u7a76\u9662\uff0c\u62c5\u4efb\u91cc\u9762\u7684\u9ad8\u7ea7\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u3002<\/p>\n<p class=\"js_darkmode__124\">\u4e5f\u6b63\u662f\u5728\u6b64\u671f\u95f4\uff0c\u4ed6\u4e0e\u5176\u4ed6\u4e03\u540d\u4f5c\u8005\u4e00\u8d77\u53d1\u8868\u4e86\u90a3\u7bc7\u8457\u540d\u7684Transformer\u8bba\u6587<strong>Attention Is All You Need<\/strong>\u3002<\/p>\n<p class=\"js_darkmode__125\">\u9664\u6b64\u4e4b\u5916\uff0c\u72ee\u5b50\u54e5\u4e5f\u5728\u8c37\u6b4c\u53c2\u4e0e\u4e86\u4e0d\u5c11\u7814\u7a76\uff0c\u5305\u62ecProtTrans\u3001Tensor2Tensor\u7b49\u3002<\/p>\n<p class=\"js_darkmode__126\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202408\/13\/71b51ad651ad24c4826036e75d8e16b0c2ec83.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__127\">\u4e4b\u6240\u4ee5\u9009\u62e9\u79bb\u5f00\u8c37\u6b4c\uff0c\u662f\u56e0\u4e3a\u516c\u53f8\u76ee\u524d\u5df2\u7ecf\u53d1\u5c55\u5230\u4e00\u79cd\u89c4\u6a21\uff0c\u4f7f\u5f97\u4ed6\u65e0\u6cd5\u7ee7\u7eed\u8fdb\u884c\u81ea\u5df1\u60f3\u505a\u7684\u5de5\u4f5c\u3002<\/p>\n<p class=\"js_darkmode__128\">\u9664\u4e86\u6bcf\u5929\u90fd\u5728\u6d6a\u8d39\u7cbe\u529b\u6392\u67e5\u5176\u4ed6\u4eba\u7684bug\uff0c\u4ed6\u8fd8\u9700\u8981\u82b1\u65f6\u95f4\u4ece\u8fd9\u5bb6\u516c\u53f8\u4e2d\u627e\u8d44\u6e90\uff0c\u8bd5\u56fe\u83b7\u5f97\u8bbf\u95ee\u67d0\u4e9b\u6570\u636e\u7684\u6743\u9650\u3002<\/p>\n<p class=\"js_darkmode__129\">\u521b\u4e1a\u8fc7\u540e\uff0cSakana AI\u7684\u5de5\u4f5c\u5728\u6709\u5e8f\u63a8\u8fdb\u3002<\/p>\n<p class=\"js_darkmode__130\">\u5728\u796d\u51faAI\u79d1\u5b66\u5bb6\u548cAI\u5ba1\u7a3f\u4eba\u4e4b\u524d\uff0c\u8fd8\u51fa\u8fc7\u5927\u6a21\u578b\u5408\u5e76\u8fdb\u5316\u7b97\u6cd5\uff0c\u4ee5\u53ca\u7814\u7a76Tranformer\u5185\u90e8\u4fe1\u606f\u6d41\u52a8\u3002<\/p>\n<p class=\"js_darkmode__131\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202408\/13\/f63336526e628d15a380118ae1e1afb4a9c695.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__132\">\u81f3\u4e8eAI\u79d1\u5b66\u5bb6\u3001AI\u5ba1\u7a3f\u4eba\u9879\u76ee\uff0c\u7531Sakana AI\u3001\u725b\u6d25\u3001UBC\u5408\u4f5c\u5b8c\u6210\u3002<\/p>\n<p class=\"js_darkmode__133\">\u4e09\u4f4d\u5171\u540c\u4e00\u4f5c\u5206\u522b\u662f\uff1a<\/p>\n<p class=\"js_darkmode__134\"><strong>Chris Lu<\/strong>\uff0cSakana AI\u7684\u5b9e\u4e60\u751f\uff0c\u4efb\u516c\u53f8\u7814\u7a76\u79d1\u5b66\u5bb6\u3002<\/p>\n<p class=\"js_darkmode__135\">\u4ed6\u672c\u79d1\u6bd5\u4e1a\u4e8eUC\u4f2f\u514b\u5229\uff0c\u76ee\u524d\u725b\u6d25\u5927\u5b66\u4e09\u5e74\u7ea7\u535a\u58eb\u5728\u8bfb\uff0c\u5bfc\u5e08\u662fJakob Foerster\u3002<\/p>\n<p class=\"js_darkmode__136\">Chris\u76ee\u524d\u7684\u91cd\u8981\u7814\u7a76\u65b9\u5411\uff0c\u662f\u5c06\u8fdb\u5316\u542f\u53d1\u7684\u6280\u672f\u5e94\u7528\u4e8e\u5143\u5b66\u4e60\u548c\u591a\u667a\u80fd\u4f53\u5f3a\u5316\u5b66\u4e60\u3002<\/p>\n<p class=\"js_darkmode__137\">2022\u5e74\u590f\u5929\uff0c\u4ed6\u66fe\u5728DeepMind\u4ee5\u7814\u7a76\u79d1\u5b66\u5bb6\u8eab\u4efd\u5b9e\u4e60\u8fc7\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202408\/13\/e42e97907d1b0f1ce844327224469c577ceb07.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__138\"><strong>Cong Lu<\/strong>\uff0cUBC\uff08\u4e0d\u5217\u98a0\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66\uff09\u535a\u58eb\u540e\u7814\u7a76\u5458\uff0c\u5bfc\u5e08\u662fJeff Clune\u3002<\/p>\n<p class=\"js_darkmode__139\">Cong\u66fe\u5728RGU\uff08\u7f57\u4f2f\u7279\u6208\u767b\u5927\u5b66\uff09\u5c31\u8bfb\uff0c2019\u5e74\u5728\u725b\u6d25\u5927\u5b66\u62ff\u4e0b\u535a\u58eb\u5b66\u4f4d\uff0c\u4ed6\u7684\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u662f\u5f00\u653e\u5f0f\u5f3a\u5316\u5b66\u4e60\u548cAI\u79d1\u5b66\u53d1\u73b0\u3002<\/p>\n<p class=\"js_darkmode__140\">\u6b64\u524d\uff0c\u4ed6\u66fe\u5728Waymo\u548c\u5fae\u8f6f\u5b9e\u4e60\u8fc7\u3002<\/p>\n<p class=\"js_darkmode__141\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202408\/13\/87056236702b7280c4b56514ceaf73e385ac41.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__142\"><strong>Robert Tjarko Lange<\/strong>\uff0cSakana AI\u7684\u521b\u59cb\u6210\u5458\u4e4b\u4e00\uff0c\u4e5f\u662f\u8be5\u516c\u53f8\u7684\u7814\u7a76\u79d1\u5b66\u5bb6\u3002<\/p>\n<p class=\"js_darkmode__143\">\u76ee\u524d\uff0c\u4ed6\u5728\u67cf\u6797\u5de5\u4e1a\u5927\u5b66\u5b8c\u6210\u81ea\u5df1\u7684\u535a\u58eb\u751f\u6700\u540e\u4e00\u5e74\u5b66\u4e1a\uff0c\u7814\u7a76\u65b9\u5411\u662f\u8fdb\u5316\u5143\u5b66\u4e60\u3002<\/p>\n<p class=\"js_darkmode__144\">\u8fd9\u4f4d\u5c0f\u54e5\u5728\u4f26\u6566\u5e1d\u56fd\u7406\u5de5\u5b66\u9662\u83b7\u5f97\u8ba1\u7b97\u673a\u7855\u58eb\u5b66\u4f4d\uff0c\u5728\u5e9e\u57f9\u6cd5\u5e03\u62c9\u5927\u5b66\u83b7\u5f97\u6570\u636e\u79d1\u5b66\u7855\u58eb\u5b66\u4f4d\uff0c\u5728\u79d1\u9686\u5927\u5b66\u83b7\u5f97\u4e86\u7ecf\u6d4e\u5b66\u672c\u79d1\u5b66\u4f4d\u3002<\/p>\n<p class=\"js_darkmode__145\">\u53bb\u5e74\uff0c\u4ed6\u5728Google DeepMind\u7684\u4e1c\u4eac\u56e2\u961f\u4e2d\u62c5\u4efb\u5168\u804c\u5b66\u751f\u7814\u7a76\u5458\u3002<\/p>\n<p class=\"js_darkmode__146\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202408\/13\/1181a6471517ba800ee5319a352009c2c73729.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p class=\"js_darkmode__147\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2408.06292<\/p>\n<p>\u6587\u7ae0\u6765\u81ea:51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_21790\" class=\"pvc_stats total_only  \" data-element-id=\"21790\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u4ece\u63d0\u51fa\u7814\u7a76\u60f3\u6cd5\u3001\u68c0\u67e5\u521b\u65b0\u6027\u3001\u8bbe\u8ba1\u5b9e\u9a8c\u3001\u7f16\u5199\u4ee3\u7801\uff0c\u5230\u5728GPU\u4e0a\u6267\u884c\u5b9e\u9a8c\u5e76\u6536\u96c6\u7ed3\u679c\uff0c\u6700\u540e\u5b8c\u6210\u8bba\u6587\u64b0\u5199\uff0c\u4e00\u6c14\u5475\u6210\u3002  [&hellip;]<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_21790\" class=\"pvc_stats total_only  \" data-element-id=\"21790\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"author":56,"featured_media":21792,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[23,20,80],"tags":[1263],"class_list":["post-21790","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-23","category-20","category-80","tag-ai-"],"_links":{"self":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/21790","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/users\/56"}],"replies":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/comments?post=21790"}],"version-history":[{"count":1,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/21790\/revisions"}],"predecessor-version":[{"id":21793,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/posts\/21790\/revisions\/21793"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media\/21792"}],"wp:attachment":[{"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/media?parent=21790"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/categories?post=21790"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aif.amtbbs.org\/index.php\/wp-json\/wp\/v2\/tags?post=21790"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}