{"id":3252,"date":"2024-10-17T18:00:00","date_gmt":"2024-10-18T01:00:00","guid":{"rendered":"https:\/\/meta-quantum.today\/?p=3252"},"modified":"2024-10-17T11:17:45","modified_gmt":"2024-10-17T18:17:45","slug":"%e3%80%90%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e3%80%91liquid-ai%e5%8f%91%e5%b8%83%e5%9f%ba%e4%ba%8e%e6%b5%81%e4%bd%93%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e7%9a%84%e5%a4%9a%e6%a8%a1%e6%80%81%e5%a4%a7","status":"publish","type":"post","link":"https:\/\/meta-quantum.today\/?p=3252","title":{"rendered":"\u3010\u4eba\u5de5\u667a\u80fd\u3011Liquid AI\u53d1\u5e03\u57fa\u4e8e\u6d41\u4f53\u795e\u7ecf\u7f51\u7edc\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b:"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u5f15\u8a00:<\/h2>\n\n\n\n<p>\u672c\u89c6\u9891\u6df1\u5165\u63a2\u8ba8\u4e86\u7531\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\uff08MIT CSAIL\uff09\u5b75\u5316\u7684\u65b0\u5174\u521b\u4e1a\u516c\u53f8Liquid AI\u6240\u63a8\u51fa\u7684\u9769\u547d\u6027\u591a\u6a21\u6001AI\u6a21\u578b\u2014\u2014LFM\uff08Liquid Foundation Models\uff09\u3002\u8fd9\u79cd\u521b\u65b0\u578b\u6a21\u578b\u4ee5\u6d41\u4f53\u795e\u7ecf\u7f51\u7edc\u4e3a\u57fa\u7840\uff0c\u5176\u8bbe\u8ba1\u7406\u5ff5\u548c\u67b6\u6784\u65e8\u5728\u7a81\u7834\u4f20\u7edfTransformer\u67b6\u6784\u7684\u5c40\u9650\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u9886\u57df\u5e26\u6765\u5168\u65b0\u7684\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n<p>LFM\u6a21\u578b\u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\u5176\u53d7\u751f\u7269\u542f\u53d1\u7684\u8bbe\u8ba1\uff0c\u7279\u522b\u662f\u501f\u9274\u4e86\u79c0\u4e3d\u9690\u6746\u7ebf\u866b\u7684\u795e\u7ecf\u7cfb\u7edf\u7ed3\u6784\u3002\u8fd9\u79cd\u57fa\u4e8e\u6d41\u4f53\u52a8\u529b\u5b66\u539f\u7406\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u4e0d\u4ec5\u5728\u7406\u8bba\u4e0a\u5177\u6709\u7a81\u7834\u6027\uff0c\u66f4\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u6027\u80fd\u548c\u6548\u7387\u3002Liquid AI\u7684\u7814\u53d1\u56e2\u961f\u901a\u8fc7\u878d\u5408\u52a8\u6001\u7cfb\u7edf\u7406\u8bba\u3001\u4fe1\u53f7\u5904\u7406\u548c\u9ad8\u7b49\u7ebf\u6027\u4ee3\u6570\uff0c\u6210\u529f\u6784\u5efa\u4e86\u4e00\u4e2a\u80fd\u591f\u9002\u5e94\u591a\u79cd\u6570\u636e\u6a21\u6001\u3001\u5177\u6709\u5f3a\u5927\u5904\u7406\u80fd\u529b\u7684AI\u7cfb\u7edf\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>MIT CSAIL \u548cLFM\uff08Liquid Foundation Models\uff09<\/strong><\/h2>\n\n\n\n<p><strong>MIT CSAIL<\/strong>\u662f\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\uff08Computer Science and Artificial Intelligence Laboratory\uff09\u7684\u7b80\u79f0\u3002\u5b83\u662f\u4e16\u754c\u4e0a\u6700\u9876\u5c16\u7684\u8ba1\u7b97\u673a\u79d1\u5b66\u7814\u7a76\u673a\u6784\u4e4b\u4e00\uff0c\u5728\u4eba\u5de5\u667a\u80fd\u3001\u673a\u5668\u5b66\u4e60\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u7b49\u9886\u57df\u62e5\u6709\u5353\u8d8a\u7684\u7814\u7a76\u6210\u679c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>LFM\uff08Liquid Foundation Models\uff09:<\/strong><\/h3>\n\n\n\n<p>\u662f\u4e00\u79cd\u65b0\u578b\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u7531MIT CSAIL\u7684\u7814\u7a76\u56e2\u961f\u5f00\u53d1\u3002\u4e0d\u540c\u4e8e\u4f20\u7edf\u7684\u9759\u6001\u8bed\u8a00\u6a21\u578b\uff0cLFM\u662f\u4e00\u79cd\u52a8\u6001\u3001\u53ef\u53d8\u7684\u6a21\u578b\uff0c\u80fd\u591f\u5728\u8fd0\u884c\u65f6\u6839\u636e\u4efb\u52a1\u548c\u8f93\u5165\u6570\u636e\u7684\u53d8\u5316\u8fdb\u884c\u81ea\u9002\u5e94\u8c03\u6574\u3002\u8fd9\u4f7f\u5f97LFM\u5728\u5904\u7406\u590d\u6742\u3001\u591a\u53d8\u7684\u81ea\u7136\u8bed\u8a00\u4efb\u52a1\u65f6\u5177\u6709\u66f4\u9ad8\u7684\u7075\u6d3b\u6027\u548c\u9002\u5e94\u6027\u3002<\/p>\n\n\n\n<p><strong>LFM\u7684\u5de5\u4f5c\u539f\u7406<\/strong>\u662f\u57fa\u4e8e\u4e00\u79cd\u79f0\u4e3a&#8221;\u6db2\u4f53\u795e\u7ecf\u7f51\u7edc&#8221;\uff08Liquid Neural Networks\uff09\u7684\u67b6\u6784\u3002\u8fd9\u79cd\u67b6\u6784\u5141\u8bb8\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b66\u4e60\u548c\u9002\u5e94\u4e0d\u540c\u7684\u8f93\u5165\u6570\u636e\u5206\u5e03\uff0c\u4ece\u800c\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002LFM\u8fd8\u91c7\u7528\u4e86\u81ea\u76d1\u7763\u5b66\u4e60\u7684\u65b9\u6cd5\uff0c\u80fd\u591f\u4ece\u5927\u91cf\u65e0\u6807\u6ce8\u7684\u6587\u672c\u6570\u636e\u4e2d\u5b66\u4e60\u5230\u8bed\u8a00\u7684\u89c4\u5f8b\u548c\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p><strong>LFM\u7684\u5e94\u7528<\/strong>\u975e\u5e38\u5e7f\u6cdb\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u81ea\u7136\u8bed\u8a00\u751f\u6210<\/strong>\uff1aLFM\u53ef\u4ee5\u7528\u4e8e\u751f\u6210\u5404\u79cd\u6587\u672c\u5185\u5bb9\uff0c\u5982\u65b0\u95fb\u62a5\u9053\u3001\u5c0f\u8bf4\u3001\u8bd7\u6b4c\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u673a\u5668\u7ffb\u8bd1<\/strong>\uff1aLFM\u53ef\u4ee5\u7528\u4e8e\u5c06\u4e00\u79cd\u8bed\u8a00\u7ffb\u8bd1\u6210\u53e6\u4e00\u79cd\u8bed\u8a00\uff0c\u5e76\u4e14\u5177\u6709\u66f4\u9ad8\u7684\u51c6\u786e\u6027\u548c\u6d41\u7545\u6027\u3002<\/li>\n\n\n\n<li><strong>\u6587\u672c\u6458\u8981<\/strong>\uff1aLFM\u53ef\u4ee5\u7528\u4e8e\u5c06\u957f\u7bc7\u6587\u672c\u603b\u7ed3\u6210\u7b80\u77ed\u7684\u6458\u8981\u3002<\/li>\n\n\n\n<li><strong>\u95ee\u7b54\u7cfb\u7edf<\/strong>\uff1aLFM\u53ef\u4ee5\u7528\u4e8e\u56de\u7b54\u7528\u6237\u7684\u5404\u79cd\u95ee\u9898\uff0c\u5e76\u63d0\u4f9b\u51c6\u786e\u3001\u6709\u7528\u7684\u4fe1\u606f\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u4e00\u4e2aLFM\u7684\u4f8b\u5b50<\/strong>\u662f\u7528\u4e8e\u751f\u6210\u65b0\u95fb\u62a5\u9053\u3002\u5f53\u7ed9\u5b9a\u4e00\u4e2a\u65b0\u95fb\u4e8b\u4ef6\u7684\u63cf\u8ff0\u65f6\uff0cLFM\u53ef\u4ee5\u751f\u6210\u4e00\u7bc7\u5b8c\u6574\u7684\u65b0\u95fb\u62a5\u9053\uff0c\u5305\u62ec\u6807\u9898\u3001\u6b63\u6587\u548c\u914d\u56fe\u3002LFM\u80fd\u591f\u6839\u636e\u4e8b\u4ef6\u7684\u6027\u8d28\u548c\u91cd\u8981\u6027\u9009\u62e9\u5408\u9002\u7684\u8bed\u8a00\u98ce\u683c\u548c\u8bcd\u6c47\uff0c\u4ece\u800c\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u65b0\u95fb\u62a5\u9053\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u89c6\u9891\u5173\u4e8e\u6d41\u4f53\u795e\u7ecf\u7f51\u7edc:<\/h2>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"\u3010\u4eba\u5de5\u667a\u80fd\u3011Liquid AI\u53d1\u5e03\u57fa\u4e8e\u6d41\u4f53\u795e\u7ecf\u7f51\u7edc\u7684\u591a\u6a21\u6001\u5927\u6a21\u578b | LFM | \u751f\u7269\u4eff\u751f\u5b66 | \u79c0\u4e3d\u9690\u6746\u7ebf\u866b | \u591a\u9879\u57fa\u51c6SOTA | MIT CSAIL\u5b9e\u9a8c\u5ba4\u5b75\u5316 | \u6db2\u6001\u65f6\u95f4\u5e38\u6570\u7f51\u7edc\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/1icWSp9lzyY?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u76f8\u5173\u7ae0\u8282:<\/h3>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<p><strong>LFM\u6a21\u578b\u6027\u80fd<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>LFM\u7cfb\u5217\u5305\u542b\u4e09\u79cd\u5c3a\u5bf8:LFM-1.3B\u3001LFM-3B\u548cLFM-40.3B MoE<\/li>\n\n\n\n<li>\u5728\u591a\u9879\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u6027\u80fd\u4f18\u4e8e\u540c\u7b49\u89c4\u6a21\u7684Transformer\u6a21\u578b<\/li>\n\n\n\n<li>\u5185\u5b58\u5360\u7528\u66f4\u5c11,\u9002\u5408\u8fb9\u7f18\u8bbe\u5907\u548c\u8d44\u6e90\u53d7\u9650\u73af\u5883<\/li>\n<\/ol>\n\n\n\n<p><strong>\u6db2\u4f53\u795e\u7ecf\u7f51\u7edc(LNN)\u67b6\u6784<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u53d7\u79c0\u4e3d\u9690\u6746\u7ebf\u866b\u795e\u7ecf\u7ed3\u6784\u542f\u53d1<\/li>\n\n\n\n<li>\u57fa\u4e8e\u52a8\u6001\u7cfb\u7edf\u7406\u8bba\u3001\u4fe1\u53f7\u5904\u7406\u548c\u7ebf\u6027\u4ee3\u6570<\/li>\n\n\n\n<li>\u4f7f\u7528\u5fae\u5206\u65b9\u7a0b\u63a7\u5236\u795e\u7ecf\u5143,\u65e0\u9700\u4f20\u7edf\u7684\u5c42\u72b6\u7ed3\u6784<\/li>\n<\/ol>\n\n\n\n<p><strong>LFM\u4f18\u52bf<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u66f4\u9ad8\u6548\u7684\u5185\u5b58\u4f7f\u7528<\/li>\n\n\n\n<li>\u66f4\u5f3a\u7684\u957f\u6587\u672c\u5904\u7406\u80fd\u529b<\/li>\n\n\n\n<li>\u9002\u7528\u4e8e\u591a\u79cd\u6570\u636e\u6a21\u6001<\/li>\n<\/ol>\n\n\n\n<p><strong>Liquid AI\u516c\u53f8\u80cc\u666f<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>2023\u5e743\u6708\u6210\u7acb,\u7531MIT CSAIL\u5b75\u5316<\/li>\n\n\n\n<li>\u56db\u4f4d\u8054\u5408\u521b\u59cb\u4eba\u5747\u6709\u6df1\u539a\u7684\u5b66\u672f\u80cc\u666f<\/li>\n\n\n\n<li>\u5df2\u83b73750\u4e07\u7f8e\u5143\u79cd\u5b50\u8f6e\u878d\u8d44<\/li>\n<\/ol>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>LFM\u5bf9\u4e1c\u5357\u4e9a\u7684\u5f71\u54cd\u548c\u5e02\u573a\u673a\u9047<\/strong><\/h2>\n\n\n\n<p><strong>LFM\uff08Liquid Foundation Models\uff09<\/strong>\u4f5c\u4e3a\u4e00\u79cd\u5148\u8fdb\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\uff0c\u5bf9\u4e1c\u5357\u4e9a\u5730\u533a\u7684\u5f71\u54cd\u548c\u5e02\u573a\u673a\u9047\u662f\u5de8\u5927\u7684\u3002\u4ee5\u4e0b\u662f\u51e0\u4e2a\u4e3b\u8981\u65b9\u9762\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u8bed\u8a00\u591a\u6837\u6027\u4e0e\u672c\u5730\u5316<\/strong><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8bed\u8a00\u969c\u788d\u7684\u7a81\u7834:<\/strong> \u4e1c\u5357\u4e9a\u62e5\u6709\u4e30\u5bcc\u7684\u8bed\u8a00\u591a\u6837\u6027\uff0c\u8fd9\u7ed9\u4f20\u7edf\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u5e26\u6765\u4e86\u6311\u6218\u3002LFM\u7684\u7075\u6d3b\u6027\u548c\u9002\u5e94\u6027\u53ef\u4ee5\u6709\u6548\u5730\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u5e2e\u52a9\u4e0d\u540c\u8bed\u8a00\u7684\u4f7f\u7528\u8005\u66f4\u597d\u5730\u4ea4\u6d41\u548c\u4e92\u52a8\u3002<\/li>\n\n\n\n<li><strong>\u672c\u5730\u5316\u5e94\u7528\u7684\u5f00\u53d1:<\/strong> LFM\u53ef\u4ee5\u88ab\u7528\u4e8e\u5f00\u53d1\u9488\u5bf9\u4e1c\u5357\u4e9a\u5730\u533a\u7279\u5b9a\u8bed\u8a00\u548c\u6587\u5316\u7684\u5e94\u7528\uff0c\u6ee1\u8db3\u672c\u5730\u7528\u6237\u7684\u9700\u6c42\u3002\u4f8b\u5982\uff0c\u5f00\u53d1\u80fd\u591f\u4f7f\u7528\u591a\u79cd\u4e1c\u5357\u4e9a\u8bed\u8a00\u8fdb\u884c\u5bf9\u8bdd\u7684\u667a\u80fd\u5ba2\u670d\u7cfb\u7edf\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7ecf\u6d4e\u53d1\u5c55\u4e0e\u521b\u65b0<\/strong><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u65b0\u4ea7\u4e1a\u7684\u5174\u8d77:<\/strong> LFM\u6280\u672f\u7684\u5e94\u7528\u53ef\u4ee5\u50ac\u751f\u65b0\u7684\u4ea7\u4e1a\uff0c\u5982\u667a\u80fd\u5ba2\u670d\u3001\u5185\u5bb9\u751f\u6210\u3001\u6559\u80b2\u8f85\u52a9\u7b49\u3002\u8fd9\u4e9b\u4ea7\u4e1a\u7684\u5174\u8d77\u5c06\u521b\u9020\u66f4\u591a\u7684\u5c31\u4e1a\u673a\u4f1a\u548c\u7ecf\u6d4e\u589e\u957f\u3002<\/li>\n\n\n\n<li><strong>\u521b\u65b0\u9a71\u52a8:<\/strong> LFM\u53ef\u4ee5\u4e3a\u4e1c\u5357\u4e9a\u4f01\u4e1a\u63d0\u4f9b\u65b0\u7684\u521b\u65b0\u5de5\u5177\u548c\u65b9\u6cd5\uff0c\u5e2e\u52a9\u4ed6\u4eec\u63d0\u9ad8\u6548\u7387\u3001\u964d\u4f4e\u6210\u672c\u5e76\u5f00\u53d1\u51fa\u5177\u6709\u7ade\u4e89\u529b\u7684\u4ea7\u54c1\u548c\u670d\u52a1\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u793e\u4f1a\u5f71\u54cd\u4e0e\u6587\u5316\u4f20\u627f<\/strong><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6559\u80b2\u7684\u9769\u65b0:<\/strong> LFM\u53ef\u4ee5\u7528\u4e8e\u4e2a\u6027\u5316\u7684\u6559\u80b2\uff0c\u6839\u636e\u5b66\u751f\u7684\u5b66\u4e60\u60c5\u51b5\u548c\u9700\u6c42\u63d0\u4f9b\u5b9a\u5236\u5316\u7684\u5b66\u4e60\u5185\u5bb9\u548c\u6307\u5bfc\u3002\u8fd9\u5c06\u6709\u52a9\u4e8e\u63d0\u9ad8\u6559\u80b2\u8d28\u91cf\u548c\u516c\u5e73\u6027\u3002<\/li>\n\n\n\n<li><strong>\u6587\u5316\u4fdd\u62a4:<\/strong> LFM\u53ef\u4ee5\u5e2e\u52a9\u4fdd\u62a4\u548c\u4f20\u627f\u4e1c\u5357\u4e9a\u5730\u533a\u7684\u8bed\u8a00\u548c\u6587\u5316\u9057\u4ea7\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u7ffb\u8bd1\u548c\u6570\u5b57\u5316\u4fdd\u5b58\u53e4\u8001\u7684\u6587\u672c\u548c\u6587\u732e\u3002<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u7ed3\u8bba\u4e0e\u8981\u70b9:<\/h2>\n\n\n\n<p>Liquid AI\u7684LFM\u6a21\u578b\u901a\u8fc7\u521b\u65b0\u7684\u6db2\u4f53\u795e\u7ecf\u7f51\u7edc\u67b6\u6784,\u5728\u6027\u80fd\u548c\u6548\u7387\u65b9\u9762\u4e3aAI\u9886\u57df\u5e26\u6765\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002\u5176\u4f4e\u5185\u5b58\u5360\u7528\u548c\u5f3a\u5927\u7684\u591a\u6a21\u6001\u80fd\u529b,\u4f7f\u5176\u5728\u91d1\u878d\u3001\u533b\u7597\u7b49\u9886\u57df\u5177\u6709\u5e7f\u9614\u7684\u5e94\u7528\u524d\u666f\u3002<\/p>\n\n\n\n<p><strong>LFM\u7684\u672a\u6765<\/strong>\u5145\u6ee1\u4e86\u6f5c\u529b\u3002\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\uff0cLFM\u6709\u671b\u5728\u66f4\u591a\u7684\u9886\u57df\u53d1\u6325\u91cd\u8981\u4f5c\u7528\u3002\u4f8b\u5982\uff0cLFM\u53ef\u4ee5\u7528\u4e8e\u8f85\u52a9\u533b\u7597\u8bca\u65ad\u3001\u6559\u80b2\u3001\u91d1\u878d\u7b49\u884c\u4e1a\u3002LFM\u7684\u51fa\u73b0\u6807\u5fd7\u7740\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u7684\u65b0\u7bc7\u7ae0\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u63d0\u4f9b\u4e86\u65b0\u7684\u52a8\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5e02\u573a\u673a\u9047<\/strong><\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8bed\u8a00\u670d\u52a1\u5e02\u573a\uff1a<\/strong>LFM\u4e3a\u7ffb\u8bd1\u3001\u672c\u5730\u5316\u548c\u8bed\u8a00\u5b66\u4e60\u7b49\u670d\u52a1\u63d0\u4f9b\u9ad8\u6548\u89e3\u51b3\u65b9\u6848\uff0c\u6709\u671b\u6269\u5927\u4e1c\u5357\u4e9a\u7684\u8bed\u8a00\u670d\u52a1\u5e02\u573a\u3002<\/li>\n\n\n\n<li><strong>\u667a\u80fd\u5ba2\u670d\u5e02\u573a\uff1a<\/strong>LFM\u53ef\u7528\u4e8e\u6784\u5efa\u667a\u80fd\u5ba2\u670d\u7cfb\u7edf\uff0c\u4e3a\u4f01\u4e1a\u63d0\u4f9b\u9ad8\u6548\u3001\u4e2a\u6027\u5316\u7684\u5ba2\u6237\u670d\u52a1\uff0c\u6ee1\u8db3\u65e5\u76ca\u589e\u957f\u7684\u5e02\u573a\u9700\u6c42\u3002<\/li>\n\n\n\n<li><strong>\u5185\u5bb9\u751f\u6210\u5e02\u573a\uff1a<\/strong>LFM\u80fd\u751f\u6210\u5404\u7c7b\u6587\u672c\u5185\u5bb9\uff0c\u5982\u65b0\u95fb\u62a5\u9053\u3001\u8425\u9500\u6587\u6848\u3001\u4ea7\u54c1\u63cf\u8ff0\u7b49\uff0c\u6ee1\u8db3\u591a\u9886\u57df\u7684\u5e02\u573a\u9700\u6c42\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u603b\u4e4b\uff0cLFM\u4e3a\u4e1c\u5357\u4e9a\u5730\u533a\u5e26\u6765\u5e7f\u9614\u7684\u5f71\u54cd\u548c\u5e02\u573a\u673a\u9047\u3002\u5145\u5206\u53d1\u6325LFM\u7684\u6f5c\u529b\uff0c\u4e1c\u5357\u4e9a\u6709\u671b\u5b9e\u73b0\u7ecf\u6d4e\u53d1\u5c55\u3001\u793e\u4f1a\u8fdb\u6b65\u548c\u6587\u5316\u4f20\u627f\u7684\u591a\u91cd\u76ee\u6807\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5173\u952etakeaway:<\/h3>\n\n\n\n<ol class=\"wp-block-list\">\n<li>LFM\u6a21\u578b\u5728\u591a\u9879\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8d85\u8d8a\u540c\u7b49\u89c4\u6a21Transformer\u6a21\u578b<\/li>\n\n\n\n<li>\u6db2\u4f53\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u53d7\u751f\u7269\u542f\u53d1,\u5177\u6709\u72ec\u7279\u4f18\u52bf<\/li>\n\n\n\n<li>LFM\u5728\u5185\u5b58\u4f7f\u7528\u548c\u957f\u6587\u672c\u5904\u7406\u65b9\u9762\u8868\u73b0\u51fa\u8272<\/li>\n\n\n\n<li>Liquid AI\u80cc\u9760MIT CSAIL,\u62e5\u6709\u5f3a\u5927\u7684\u7814\u53d1\u56e2\u961f\u548c\u8d44\u91d1\u652f\u6301<\/li>\n<\/ol>\n\n\n\n<p>\u76f8\u5173\u53c2\u8003:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.liquid.ai\/\" target=\"_blank\" rel=\"noopener\" title=\"\">Liquid AI\u5b98\u65b9\u7f51\u7ad9<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.vghtc.gov.tw\/UploadFiles\/WebFiles\/WebPagesFiles\/Files\/8088a016-91ab-4be6-bb70-b82e21b15119\/20220919-0923-%E5%8F%83%E8%A8%AA(%E7%9A%AE%E8%86%9A%E7%A7%91%E9%99%B3%E6%80%A1%E5%A6%82%E9%86%AB%E5%B8%AB)-%E5%BF%83%E5%BE%97%E5%A0%B1%E5%91%8A.pdf\" target=\"_blank\" rel=\"noopener\" title=\"\">MIT CSAIL\u5b9e\u9a8c\u5ba4\u7814\u7a76\u62a5\u544a<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/zgyxwlxzz.paperopen.com\/oa\/darticle.aspx?type=view&amp;id=202203018\" target=\"_blank\" rel=\"noopener\" title=\"\">\u79c0\u4e3d\u9690\u6746\u7ebf\u866b\u795e\u7ecf\u7cfb\u7edf\u7814\u7a76\u6587\u732e<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/blog.csdn.net\/2401_82426425\/article\/details\/135956948\" target=\"_blank\" rel=\"noopener\" title=\"\">Transformer\u67b6\u6784\u76f8\u5173\u8bba\u6587<\/a><\/li>\n<\/ol>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u63a2\u7d22 Liquid AI \u63a8\u51fa\u7684 MIT CSAIL \u9769\u547d\u6027\u591a\u6a21\u6001 AI \u6a21\u578b LFM\u3002\u8fd9\u4e00\u521b\u65b0\u6a21\u578b\u6253\u7834\u4e86\u4f20\u7edfTransformer\u67b6\u6784\u7684\u9650\u5236\uff0c\u4e3aAI\u5e26\u6765\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002<\/p>\n","protected":false},"author":1,"featured_media":3253,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[15,18,13,1],"tags":[],"class_list":["post-3252","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-education","category-quantum-and-u","category-uncategorized"],"aioseo_notices":[],"featured_image_src":"https:\/\/meta-quantum.today\/wp-content\/uploads\/2024\/10\/\u6d41\u4f53\u795e\u7ecf\u7f51\u7edc.jpg","featured_image_src_square":"https:\/\/meta-quantum.today\/wp-content\/uploads\/2024\/10\/\u6d41\u4f53\u795e\u7ecf\u7f51\u7edc.jpg","author_info":{"display_name":"coffee","author_link":"https:\/\/meta-quantum.today\/?author=1"},"rbea_author_info":{"display_name":"coffee","author_link":"https:\/\/meta-quantum.today\/?author=1"},"rbea_excerpt_info":"\u63a2\u7d22 Liquid AI \u63a8\u51fa\u7684 MIT CSAIL \u9769\u547d\u6027\u591a\u6a21\u6001 AI \u6a21\u578b LFM\u3002\u8fd9\u4e00\u521b\u65b0\u6a21\u578b\u6253\u7834\u4e86\u4f20\u7edfTransformer\u67b6\u6784\u7684\u9650\u5236\uff0c\u4e3aAI\u5e26\u6765\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002","category_list":"<a href=\"https:\/\/meta-quantum.today\/?cat=15\" rel=\"category\">AI<\/a>, <a href=\"https:\/\/meta-quantum.today\/?cat=18\" rel=\"category\">Education<\/a>, <a href=\"https:\/\/meta-quantum.today\/?cat=13\" rel=\"category\">Quantum and U<\/a>, <a href=\"https:\/\/meta-quantum.today\/?cat=1\" rel=\"category\">Uncategorized<\/a>","comments_num":"0 comments","_links":{"self":[{"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/posts\/3252","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3252"}],"version-history":[{"count":3,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/posts\/3252\/revisions"}],"predecessor-version":[{"id":3257,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/posts\/3252\/revisions\/3257"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=\/wp\/v2\/media\/3253"}],"wp:attachment":[{"href":"https:\/\/meta-quantum.today\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3252"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3252"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/meta-quantum.today\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3252"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}