{"id":35860,"date":"2025-01-02T06:00:30","date_gmt":"2025-01-01T22:00:30","guid":{"rendered":"https:\/\/17aitech.com\/?p=35860"},"modified":"2025-01-02T06:00:30","modified_gmt":"2025-01-01T22:00:30","slug":"%e7%bb%99%e6%9c%ba%e5%99%a8%e4%ba%ba%e8%a3%85%e4%b8%8a%e3%80%8c%e8%99%ab%e8%84%91%e3%80%8d%ef%bc%9f%e9%9d%9etransformer%e6%b6%b2%e6%80%81%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e7%bb%88%e4%ba%8e%e6%9d%a5","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35860","title":{"rendered":"\u7ed9\u673a\u5668\u4eba\u88c5\u4e0a\u300c\u866b\u8111\u300d\uff1f\u975eTransformer\u6db2\u6001\u795e\u7ecf\u7f51\u7edc\u7ec8\u4e8e\u6765\u4e86\uff01MIT CSAIL\u8d1f\u8d23\u4eba\u521b\u4e1a\u6210\u679c"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-01\" target=\"_blank\">\u7ed9\u673a\u5668\u4eba\u88c5\u4e0a\u300c\u866b\u8111\u300d\uff1f\u975eTransformer\u6db2\u6001\u795e\u7ecf\u7f51\u7edc\u7ec8\u4e8e\u6765\u4e86\uff01MIT CSAIL\u8d1f\u8d23\u4eba\u521b\u4e1a\u6210\u679c<\/a><\/p>\n<p>\u5728\u5927\u6a21\u578b\u65f6\u4ee3\uff0c\u8c37\u6b4c 2017 \u5e74\u5f00\u521b\u6027\u8bba\u6587\u300aAttention Is All You Need\u300b\u4e2d\u63d0\u51fa\u7684 Transformer \u5df2\u7ecf\u6210\u4e3a\u4e3b\u6d41\u67b6\u6784\u3002<\/p>\n<p>\u7136\u800c\uff0c\u521a\u521a\u4e00\u5bb6\u7531 MIT \u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4 (CSAIL) \u524d\u7814\u7a76\u4eba\u5458\u5171\u540c\u521b\u7acb\u7684\u521d\u521b\u516c\u53f8 Liquid AI \u5374\u8d70\u51fa\u4e86\u4e0d\u4e00\u6837\u7684\u8def\u7ebf\u3002<\/p>\n<p>Liquid AI \u8868\u793a\u4ed6\u4eec\u7684\u76ee\u6807\u662f\u300c\u63a2\u7d22\u6784\u5efa\u8d85\u8d8a\u751f\u6210\u5f0f\u9884\u8bad\u7ec3 Transformer (GPT) \u57fa\u7840\u6a21\u578b\u7684\u65b9\u6cd5\u300d\u3002<\/p>\n<p>\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0cLiquid AI \u63a8\u51fa\u4e86\u5176\u9996\u6279\u591a\u6a21\u6001 AI \u6a21\u578b\uff1aLiquid Foundation Models\uff08LFM\uff09\u3002\u8fd9\u662f\u57fa\u4e8e\u7b2c\u4e00\u539f\u7406\u6784\u5efa\u7684\u65b0\u4e00\u4ee3\u751f\u6210\u5f0f AI \u6a21\u578b\uff0c\u5176 1B\u30013B \u548c 40B LFM \u5728\u5404\u4e2a\u89c4\u6a21\u4e0a\u5747\u80fd\u5b9e\u73b0 SOTA \u6027\u80fd\uff0c\u540c\u65f6\u4fdd\u6301\u66f4\u5c0f\u7684\u5185\u5b58\u5360\u7528\u548c\u66f4\u9ad8\u6548\u7684\u63a8\u7406\u3002<\/p>\n<p>Liquid AI \u540e\u8bad\u7ec3\u4e3b\u7ba1 Maxime Labonne \u5728 X \u4e0a\u8868\u793a\uff0cLFM \u662f\u4ed6\u804c\u4e1a\u751f\u6daf\u4e2d\u6700\u81ea\u8c6a\u7684\u7248\u672c \uff0cLFM \u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u5b83\u4eec\u80fd\u591f\u80dc\u8fc7\u57fa\u4e8e Transformer \u7684\u6a21\u578b\uff0c\u540c\u65f6\u5360\u7528\u66f4\u5c11\u7684\u5185\u5b58\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c312d87c8daa6dd9bf1c14c88a2c1ae2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c312d87c8daa6dd9bf1c14c88a2c1ae2.png\"><\/a><\/p>\n<p>\u6709\u4eba\u8868\u793a\uff0cLFM \u662f Transformer \u7684\u7ec8\u7ed3\u8005\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-452586695f03c2c4f155542bffed75cf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-452586695f03c2c4f155542bffed75cf.png\"><\/a><\/p>\n<p>\u8fd8\u6709\u7f51\u53cb\u76db\u8d5e LFM \u662f\u6e38\u620f\u89c4\u5219\u7684\u6539\u53d8\u8005\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0e5dc42f944777125c3fbe9d77c4415d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0e5dc42f944777125c3fbe9d77c4415d.png\"><\/a><\/p>\n<p>\u66f4\u6709\u7f51\u53cb\u8ba4\u4e3a\u300c\u53ef\u80fd\u662f\u65f6\u5019\u653e\u5f03 Transformers \u4e86\uff0c\u8fd9\u79cd\u65b0\u67b6\u6784\u770b\u8d77\u6765\u5f88\u6709\u524d\u9014\u3002\u300d<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d0eaf9efe9cac44ab5544850651988bd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d0eaf9efe9cac44ab5544850651988bd.png\"><\/a><\/p>\n<p><strong>Liquid AI \u53d1\u5e03\u4e09\u6b3e\u6a21\u578b<\/strong><\/p>\n<p>LFM \u7cfb\u5217\u62e5\u6709\u4e09\u79cd\u4e0d\u540c\u7684\u5c3a\u5bf8\u548c\u53d8\u4f53\uff1a<\/p>\n<ul>\n<li>\u5bc6\u96c6\u578b LFM 1.3B\uff08\u6700\u5c0f\uff09\uff0c\u975e\u5e38\u9002\u5408\u8d44\u6e90\u9ad8\u5ea6\u53d7\u9650\u7684\u73af\u5883\u3002<\/li>\n<li>\u5bc6\u96c6\u578b LFM 3B\uff0c\u9002\u5408\u5728\u8fb9\u7f18\u90e8\u7f72\u4f18\u5316\u3002<\/li>\n<li>LFM 40.3B MoE \u6a21\u578b\uff08\u6700\u5927\uff0c\u7c7b\u4f3c\u4e8e Mistral \u7684\u4e13\u5bb6\u6df7\u5408\u6a21\u578b\uff09\uff0c\u4e13\u4e3a\u5904\u7406\u66f4\u590d\u6742\u7684\u4efb\u52a1\u800c\u8bbe\u8ba1\u3002<\/li>\n<\/ul>\n<p><strong>SOTA \u6027\u80fd<\/strong><\/p>\n<p>LFM-1B \u4e0e\u540c\u7b49\u89c4\u6a21\u6a21\u578b\u7684\u6bd4\u8f83\u3002LFM-1B \u5728\u5404\u9879\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5747\u53d6\u5f97\u6700\u9ad8\u5206\uff0c\u6210\u4e3a\u8be5\u89c4\u6a21\u4e0b\u6700\u5148\u8fdb\u7684\u6a21\u578b\u3002\u8fd9\u662f\u975e GPT \u67b6\u6784\u9996\u6b21\u663e\u8457\u4f18\u4e8e\u57fa\u4e8e Transformer \u7684\u6a21\u578b\u3002\u4e3e\u4f8b\u6765\u8bf4\uff0cLFM 1.3B \u5728\u7b2c\u4e09\u65b9\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4f18\u4e8e Meta \u7684 Llama 3.2-1.2B \u548c\u5fae\u8f6f\u7684 Phi-1.5\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-52ba11589c102270cb9ada2af0cdf84c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-52ba11589c102270cb9ada2af0cdf84c.png\"><\/a><\/p>\n<p>LFM-3B \u5b9e\u73b0\u4e86\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u6027\u80fd\uff0c\u5728\u4e0e 3B transformer \u6a21\u578b\u3001\u6df7\u5408\u6a21\u578b\u548c RNN \u6a21\u578b\u7684\u6bd4\u8f83\u4e2d\u540d\u5217\u7b2c\u4e00\u3002\u5728\u591a\u4e2a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4e5f\u4e0e Phi-3.5-mini \u76f8\u5f53\uff0c\u540c\u65f6\u89c4\u6a21\u5c0f\u4e86 18.4%\u3002\u53ef\u4ee5\u770b\u51fa LFM-3B \u662f\u79fb\u52a8\u548c\u5176\u4ed6\u8fb9\u7f18\u6587\u672c\u5e94\u7528\u7684\u7406\u60f3\u9009\u62e9\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aef0e98f21b8354a04bd650c210981f1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-aef0e98f21b8354a04bd650c210981f1.png\"><\/a><\/p>\n<p>LFM-40B \u5728\u6a21\u578b\u5927\u5c0f\u548c\u8f93\u51fa\u8d28\u91cf\u4e4b\u95f4\u5b9e\u73b0\u4e86\u65b0\u7684\u5e73\u8861\u3002\u5b83\u5728\u8fd0\u884c\u65f6\u53ef\u4ee5\u6fc0\u6d3b 12B \u53c2\u6570\uff0c\u5176\u6027\u80fd\u5ab2\u7f8e\u66f4\u5927\u7684\u6a21\u578b\uff0c\u800c MoE \u67b6\u6784\u53ef\u5b9e\u73b0\u66f4\u9ad8\u7684\u541e\u5410\u91cf\uff0c\u5e76\u53ef\u5728\u66f4\u5177\u6210\u672c\u6548\u76ca\u7684\u786c\u4ef6\u4e0a\u8fdb\u884c\u90e8\u7f72\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-133e3cbbfae639099bd8e91e65add9ad.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-133e3cbbfae639099bd8e91e65add9ad.png\"><\/a><\/p>\n<p><strong>\u5185\u5b58\u9ad8\u6548<\/strong><\/p>\n<p>\u4e0e Transformer \u67b6\u6784\u76f8\u6bd4\uff0cLFM \u5360\u7528\u7684\u5185\u5b58\u66f4\u5c11\u3002\u5bf9\u4e8e\u957f\u8f93\u5165\u5c24\u5176\u5982\u6b64\uff0c\u56e0\u4e3a\u57fa\u4e8e Transformer \u7684 LLM \u4e2d\u7684 KV \u7f13\u5b58\u4f1a\u968f\u7740\u5e8f\u5217\u957f\u5ea6\u7ebf\u6027\u589e\u957f\u3002\u901a\u8fc7\u9ad8\u6548\u538b\u7f29\u8f93\u5165\uff0cLFM \u53ef\u4ee5\u5728\u76f8\u540c\u786c\u4ef6\u4e0a\u5904\u7406\u66f4\u957f\u7684\u5e8f\u5217\u3002\u4e0e\u5176\u4ed6 3B \u7c7b\u6a21\u578b\u76f8\u6bd4\uff0cLFM \u5360\u7528\u7684\u5185\u5b58\u6700\u5c11\u3002\u4e3e\u4f8b\u6765\u8bf4\uff0cLFM-3B \u4ec5\u9700\u8981 16 GB \u5185\u5b58\uff0c\u800c Meta \u7684 Llama-3.2-3B \u5219\u9700\u8981\u8d85\u8fc7 48 GB \u5185\u5b58\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6011245d3c36d79a23fc47245f8947b1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-6011245d3c36d79a23fc47245f8947b1.png\"><\/a><\/p>\n<p><strong>LFM \u771f\u6b63\u5229\u7528\u4e86\u4e0a\u4e0b\u6587\u957f\u5ea6<\/strong><\/p>\n<p>\u00a0\u4e0b\u8868\u6bd4\u8f83\u4e86\u51e0\u79cd\u6a21\u578b\u5728\u4e0d\u540c\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e0b\u7684\u8868\u73b0\u3002\u00a0<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b383b2c67ab868cda832890d48d21550.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-b383b2c67ab868cda832890d48d21550.png\"><\/a><\/p>\n<p>\u8fd9\u79cd\u9ad8\u6548\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u9996\u6b21\u5728\u8fb9\u7f18\u8bbe\u5907\u4e0a\u5b9e\u73b0\u4e86\u957f\u4e0a\u4e0b\u6587\u4efb\u52a1\u3002\u5bf9\u4e8e\u5f00\u53d1\u8005\u6765\u8bf4\uff0c\u5b83\u89e3\u9501\u4e86\u65b0\u7684\u5e94\u7528\uff0c\u5305\u62ec\u6587\u6863\u5206\u6790\u548c\u6458\u8981\u3001\u4e0e\u4e0a\u4e0b\u6587\u611f\u77e5\u804a\u5929\u673a\u5668\u4eba\u8fdb\u884c\u66f4\u6709\u610f\u4e49\u7684\u4ea4\u4e92\uff0c\u4ee5\u53ca\u6539\u8fdb\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210 (RAG) \u6027\u80fd\u3002<\/p>\n<p>\u8fd9\u4e9b\u6a21\u578b\u4e0d\u4ec5\u5728\u539f\u59cb\u6027\u80fd\u57fa\u51c6\u65b9\u9762\u5177\u6709\u7ade\u4e89\u529b\uff0c\u800c\u4e14\u5728\u8fd0\u8425\u6548\u7387\u65b9\u9762\u4e5f\u5177\u6709\u7ade\u4e89\u529b\uff0c\u4f7f\u5176\u6210\u4e3a\u5404\u79cd\u7528\u4f8b\u7684\u7406\u60f3\u9009\u62e9\uff0c\u4ece\u91d1\u878d\u670d\u52a1\u3001\u751f\u7269\u6280\u672f\u548c\u6d88\u8d39\u7535\u5b50\u4ea7\u54c1\u9886\u57df\u7684\u4f01\u4e1a\u7ea7\u5e94\u7528\u7a0b\u5e8f\u5230\u8fb9\u7f18\u8bbe\u5907\u7684\u90e8\u7f72\u3002<\/p>\n<p>\u7528\u6237\u53ef\u4ee5\u901a\u8fc7 Lambda Chat \u6216 Perplexity AI \u7b49\u8bbf\u95ee\u3002<\/p>\n<p><strong>Liquid \u5982\u4f55\u8d85\u8d8a\u751f\u6210\u5f0f\u9884\u8bad\u7ec3 Transformer (GPT)<\/strong><\/p>\n<p>\u00a0Liquid \u4f7f\u7528\u4e86\u4e00\u79cd\u6df7\u5408\u7684\u8ba1\u7b97\u5355\u5143\uff0c\u8fd9\u4e9b\u8ba1\u7b97\u5355\u5143\u6df1\u6df1\u690d\u6839\u4e8e\u52a8\u6001\u7cfb\u7edf\u7406\u8bba\u3001\u4fe1\u53f7\u5904\u7406\u548c\u6570\u503c\u7ebf\u6027\u4ee3\u6570\u7684\u7406\u8bba\u4e2d\u3002\u7ed3\u679c\u5c31\u662f\u5f00\u53d1\u51fa\u4e86\u901a\u7528\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff0c\u8fd9\u4e9b\u6a21\u578b\u80fd\u591f\u7528\u6765\u6a21\u62df\u4efb\u4f55\u7c7b\u578b\u7684\u5e8f\u5217\u6570\u636e\uff0c\u5305\u62ec\u89c6\u9891\u3001\u97f3\u9891\u3001\u6587\u672c\u3001\u65f6\u95f4\u5e8f\u5217\u548c\u4fe1\u53f7\uff0c\u4ee5\u6b64\u6765\u8bad\u7ec3\u5176\u65b0\u7684 LFM\u3002\u00a0<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0c73de75aadf7625a85e1c8e01daa889.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0c73de75aadf7625a85e1c8e01daa889.png\"><\/a><\/p>\n<p>\u65e9\u5728\u53bb\u5e74\uff0cLiquid AI \u5c31\u4f7f\u7528\u4e86\u4e00\u79cd\u540d\u4e3a LNN\uff08Liquid Neural Networks\uff09\u7684\u65b9\u6cd5\uff0c\u4e0e\u9700\u8981\u6570\u5343\u4e2a\u795e\u7ecf\u5143\u6765\u6267\u884c\u590d\u6742\u4efb\u52a1\u7684\u4f20\u7edf\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e0d\u540c\uff0cLNN \u8868\u660e\uff0c\u66f4\u5c11\u7684\u795e\u7ecf\u5143\uff08\u7ed3\u5408\u521b\u65b0\u7684\u6570\u5b66\u516c\u5f0f\uff09\u53ef\u4ee5\u5b9e\u73b0\u76f8\u540c\u7684\u7ed3\u679c\u3002<\/p>\n<p>Liquid AI \u7684\u65b0\u6a21\u578b\u4fdd\u7559\u4e86\u8fd9\u79cd\u9002\u5e94\u6027\u7684\u6838\u5fc3\u4f18\u52bf\uff0c\u5141\u8bb8\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u5b9e\u65f6\u8c03\u6574\uff0c \u800c\u4e0d\u4f1a\u5e26\u6765\u4f20\u7edf\u6a21\u578b\u76f8\u5173\u7684\u8ba1\u7b97\u5f00\u9500\u3002\u53ef\u4ee5\u9ad8\u6548\u5904\u7406\u591a\u8fbe 100 \u4e07\u4e2a token\uff0c\u540c\u65f6\u5c06\u5185\u5b58\u4f7f\u7528\u91cf\u964d\u81f3\u6700\u4f4e\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u5728\u63a8\u7406\u5185\u5b58\u5360\u7528\u65b9\u9762\uff0cLFM-3B \u6a21\u578b\u7684\u8868\u73b0\u4f18\u4e8e Google \u7684 Gemma-2\u3001Microsoft \u7684 Phi-3 \u548c Meta \u7684 Llama-3.2 \u7b49\u6d41\u884c\u6a21\u578b\uff0c\u5c24\u5176\u662f\u5728 token \u957f\u5ea6\u6269\u5c55\u7684\u60c5\u51b5\u4e0b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ae80e9103ffb6e631ea04881f72f1a53.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-ae80e9103ffb6e631ea04881f72f1a53.png\"><\/a><\/p>\n<p>\u867d\u7136\u5176\u4ed6\u6a21\u578b\u5728\u5904\u7406\u957f\u4e0a\u4e0b\u6587\u65f6\u5185\u5b58\u4f7f\u7528\u91cf\u4f1a\u6025\u5267\u589e\u52a0\uff0c\u4f46 LFM-3B \u5360\u7528\u7684\u7a7a\u95f4\u5374\u5c0f\u5f97\u591a\uff0c\u56e0\u6b64\u975e\u5e38\u9002\u5408\u9700\u8981\u5927\u91cf\u987a\u5e8f\u6570\u636e\u5904\u7406\u7684\u5e94\u7528\u7a0b\u5e8f\uff0c\u4f8b\u5982\u6587\u6863\u5206\u6790\u6216\u804a\u5929\u673a\u5668\u4eba\u3002<\/p>\n<p>Liquid AI \u5df2\u5c06\u5176\u57fa\u7840\u6a21\u578b\u6784\u5efa\u4e3a\u8de8\u591a\u79cd\u6570\u636e\u6a21\u6001\uff08\u5305\u62ec\u97f3\u9891\u3001\u89c6\u9891\u548c\u6587\u672c\uff09\u7684\u901a\u7528\u6a21\u578b\u3002<\/p>\n<p>\u51ed\u501f\u8fd9\u79cd\u591a\u6a21\u6001\u80fd\u529b\uff0cLiquid \u65e8\u5728\u89e3\u51b3\u4ece\u91d1\u878d\u670d\u52a1\u5230\u751f\u7269\u6280\u672f\u548c\u6d88\u8d39\u7535\u5b50\u4ea7\u54c1\u7b49\u5404\u79cd\u884c\u4e1a\u7279\u5b9a\u6311\u6218\u3002<\/p>\n<p>Liquid AI \u6b63\u5728\u4e3a\u591a\u5bb6\u786c\u4ef6\u5236\u9020\u5546\u7684\u4ea7\u54c1\u4f18\u5316\u5176\u6a21\u578b\uff0c\u5305\u62ec NVIDIA\u3001AMD\u3001Apple\u3001Qualcomm \u548c Cerebras\u3002<\/p>\n<p>Liquid AI \u6b63\u5728\u9080\u8bf7\u65e9\u671f\u7528\u6237\u548c\u5f00\u53d1\u8005\u6d4b\u8bd5\u4ed6\u4eec\u7684\u65b0\u6a21\u578b\u5e76\u63d0\u4f9b\u53cd\u9988\u3002\u867d\u7136\u76ee\u524d\u6a21\u578b\u8fd8\u4e0d\u5b8c\u7f8e\uff0c\u4f46\u516c\u53f8\u8ba1\u5212\u5229\u7528\u8fd9\u4e9b\u53cd\u9988\u6765\u6539\u8fdb\u4ea7\u54c1\u3002\u4ed6\u4eec\u5c06\u4e8e 2024 \u5e74 10 \u6708 23 \u65e5\u5728\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u4e3e\u884c\u6b63\u5f0f\u53d1\u5e03\u4f1a\u3002<\/p>\n<p>\u4e3a\u4e86\u4fdd\u6301\u900f\u660e\u5ea6\u548c\u63a8\u52a8\u79d1\u5b66\u8fdb\u6b65\uff0c\u516c\u53f8\u8ba1\u5212\u5728\u53d1\u5e03\u4f1a\u524d\u53d1\u8868\u4e00\u7cfb\u5217\u6280\u672f\u535a\u5ba2\u6587\u7ae0\u3002\u4ed6\u4eec\u8fd8\u9f13\u52b1\u7528\u6237\u8fdb\u884c\u7ea2\u961f\u6d4b\u8bd5\uff0c\u63a2\u7d22\u6a21\u578b\u7684\u6781\u9650\uff0c\u4ee5\u5e2e\u52a9\u6539\u8fdb\u672a\u6765\u7248\u672c\u3002<\/p>\n<p>Liquid AI \u63a8\u51fa\u7684 LFM \u7ed3\u5408\u4e86\u9ad8\u6027\u80fd\u548c\u9ad8\u6548\u7684\u5185\u5b58\u4f7f\u7528\uff0c\u4e3a\u4f20\u7edf\u7684\u57fa\u4e8e Transformer \u7684\u6a21\u578b\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6709\u529b\u7684\u66ff\u4ee3\u9009\u62e9\u3002\u8fd9\u4f7f\u5f97 Liquid AI \u6709\u671b\u6210\u4e3a\u57fa\u7840\u6a21\u578b\u9886\u57df\u7684\u91cd\u8981\u73a9\u5bb6\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f9a87ef9d2999f25967758d575888492.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-f9a87ef9d2999f25967758d575888492.png\"><\/a><\/p>\n<p><strong>Liquid AI \uff1a\u4ece\u4e00\u6761\u5c0f\u866b\u5b50\u5f00\u59cb<\/strong><\/p>\n<p>\u8fd9\u5bb6\u516c\u5f00\u4e0e OpenAI \u548c\u5176\u4ed6\u5927\u8bed\u8a00\u6a21\u578b\u516c\u53f8\u7ade\u4e89\u7684\u521b\u4e1a\u516c\u53f8\uff0c\u7531 MIT \u8ba1\u7b97\u673a\u79d1\u5b66\u548c\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4 CSAIL \u5b75\u5316\uff0c\u6210\u7acb\u4e8e 2023 \u5e74 3 \u6708\u3002<\/p>\n<p>2023 \u5e74 12 \u6708\uff0c\u516c\u53f8\u62ff\u5230\u79cd\u5b50\u8f6e\u878d\u8d44 3750 \u4e07\u7f8e\u5143\uff0c\u4f30\u503c\u8fbe\u5230 3 \u4e2a\u4ebf\u3002<\/p>\n<p>\u6295\u8d44\u4eba\u5305\u62ec GitHub \u8054\u5408\u521b\u59cb\u4eba Tom Preston Werner\u3001Shopify \u8054\u5408\u521b\u59cb\u4eba Tobias L\u00fctke \u3001 Red Hat \u8054\u5408\u521b\u59cb\u4eba Bob Young\uff0c\u7b49\u3002<\/p>\n<p>MIT CSAIL \u4e3b\u4efb Daniela Rus \u662f\u516c\u53f8\u521b\u59cb\u4eba\u4e4b\u4e00\uff0c\u8fd9\u4f4d\u8457\u540d\u7684\u673a\u5668\u4eba\u5b66\u5bb6\u548c\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u4e5f\u662f\u8be5\u5b9e\u9a8c\u5ba4\u7684\u9996\u4f4d\u5973\u6027\u4e3b\u7ba1\u3002<\/p>\n<p>\u9664\u4e86 Daniela Rus\uff0cLiquid AI \u53e6\u4e09\u4f4d\u8054\u5408\u521b\u59cb\u4eba\u90fd\u66fe\u662f MIT CSAIL \u535a\u58eb\u540e\u7814\u7a76\u4eba\u5458\u3002<\/p>\n<p>\u8054\u5408\u521b\u59cb\u4eba\u517c CEO Ramin Hasani \u5728 MIT CSAIL \u4ece\u4e8b\u535a\u58eb\u540e\u7814\u7a76\u4e4b\u524d\uff0c\u66fe\u662f\u7f8e\u56fd\u6700\u5927\u7684\u57fa\u91d1\u7ba1\u7406\u516c\u53f8\u4e4b\u4e00\u5148\u950b\u96c6\u56e2\uff08 Vanguard \uff09\u7684\u9996\u5e2d\u4eba\u5de5\u667a\u80fd\u79d1\u5b66\u5bb6\u3002<\/p>\n<p>\u8054\u5408\u521b\u59cb\u4eba\u517c CTO Mathias Lechner \u65e9\u5728\u7ef4\u4e5f\u7eb3\u5de5\u4e1a\u5927\u5b66\u8bfb\u4e66\u65f6\uff0c\u5c31\u548c Hasani \u4e00\u8d77\u7814\u7a76\u8fc7\u7ebf\u866b\u7684\u795e\u7ecf\u7ed3\u6784\u3002<\/p>\n<p>\u8054\u5408\u521b\u59cb\u4eba\u517c\u9996\u5e2d\u79d1\u5b66\u5b98 Alexander Amini \u66fe\u662f Daniela Rus \u7684\u535a\u58eb\u751f\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-036ffd6a78586298aba31dd13ae3fd8a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-036ffd6a78586298aba31dd13ae3fd8a.png\"><\/a><\/p>\n<p><em>\u56db\u4f4d\u521b\u59cb\u4eba\uff08\u4ece\u5de6\u5230\u53f3\uff09CEO Ramin Hasani\uff0cDaniela Rus\uff0c\u9996\u5e2d\u79d1\u5b66\u5b98 Alexander Amini \u548c CTO Mathias Lechner<\/em><\/p>\n<p>2017 \u5e74\uff0cDaniela Rus \u5c06 Hasani \u548c Lechner \u300c\u6316\u5230 \u300dMIT CSAIL\uff0cRus \u548c\u5979\u7684\u535a\u58eb\u751f Amini \u4e5f\u52a0\u5165\u5230\u6db2\u6001\u795e\u7ecf\u7f51\u7edc\u7684\u7814\u7a76\u4e2d\u3002<\/p>\n<p>Daniela Rus \u6307\u51fa\uff0c\u751f\u6210\u5f0f AI \u5728\u5b89\u5168\u3001\u53ef\u89e3\u91ca\u6027\u4ee5\u53ca\u7b97\u529b\u7b49\u65b9\u9762\u5b58\u5728\u660e\u663e\u5c40\u9650\u6027\uff0c\u5f88\u96be\u88ab\u7528\u4e8e\u89e3\u51b3\u673a\u5668\u4eba\u95ee\u9898\uff0c\u7279\u522b\u662f\u79fb\u52a8\u673a\u5668\u4eba\u3002<\/p>\n<p>\u53d7\u79d1\u7814\u754c\u7684\u300c\u5e38\u5ba2\u300d\u79c0\u4e3d\u9690\u6746\u7ebf\u866b\u7684\u795e\u7ecf\u7ed3\u6784\u542f\u53d1\uff0cDaniela Rus \u548c\u5979\u7684\u5b9e\u9a8c\u5ba4\u535a\u58eb\u540e\u4eba\u5458\u7814\u53d1\u51fa\u4e00\u79cd\u65b0\u578b\u7684\u7075\u6d3b\u795e\u7ecf\u7f51\u7edc\uff0c\u4e5f\u88ab\u6210\u4e3a\u6db2\u6001\u795e\u7ecf\u7f51\u7edc\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c2201e16ef31a91bc2720e2c8362f691.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-c2201e16ef31a91bc2720e2c8362f691.png\"><\/a><\/p>\n<p><em>\u79c0\u4e3d\u9690\u6746\u7ebf\u866b\u4e5f\u662f\u552f\u4e00\u5b8c\u6210\u8fde\u63a5\u7ec4\uff08connectome\uff09\u6d4b\u5b9a\u7684\u751f\u7269\u4f53\uff08\u622a\u81f3 2019 \u5e74\uff09\u3002\u867d\u7136\u5927\u8111\u7b80\u5355\uff0c\u4f46\u5728\u5b66\u4e60\u548c\u9002\u5e94\u73af\u5883\u65b9\u9762\u4e5f\u6bd4\u5f53\u4e0b\u4efb\u4f55\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u90fd\u8981\u597d\u5f97\u591a\u3002<\/em><\/p>\n<p>\u79c0\u4e3d\u9690\u6746\u7ebf\u866b\u4f53\u957f\u4ec5 1 \u6beb\u7c73\u3001\u53ea\u6709 302 \u4e2a\u795e\u7ecf\u5143\u300196 \u5757\u808c\u8089\uff0c\u4f46\u5374\u5177\u5907\u611f\u77e5\u3001\u9003\u9038\u3001\u89c5\u98df\u3001\u4ea4\u914d\u7b49\u590d\u6742\u667a\u80fd\u884c\u4e3a\u3002<\/p>\n<p>\u5b83\u662f\u6700\u7b80\u5355\u7684\u751f\u547d\u667a\u80fd\u4f53\uff0c\u4e5f\u662f\u901a\u8fc7\u751f\u7269\u795e\u7ecf\u673a\u7406\u6a21\u62df\u5b9e\u73b0\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u6700\u5c0f\u8f7d\u4f53\u3002<\/p>\n<p>\u8fd1\u51e0\u5e74\u6765\uff0c\u79d1\u7814\u4eba\u5458\u4e5f\u5728\u5229\u7528\u7ebf\u866b\u795e\u7ecf\u7684\u7814\u7a76\u6210\u679c\u8fdb\u884c\u8ba1\u7b97\u673a\u751f\u7269\u4eff\u771f\u3002\u901a\u8fc7\u7814\u7a76\u7ebf\u866b\u5927\u8111\u5982\u4f55\u5de5\u4f5c\uff0cDaniela Rus \u7b49\u4eba\u8bbe\u8ba1\u51fa\u4e00\u79cd\u300c\u6db2\u6001\u65f6\u95f4\u5e38\u6570\u7f51\u7edc\u300d( Liquid Time-constant Networks\uff09\uff1a<\/p>\n<p>\u4e00\u4e2a\u8fde\u7eed\u65f6\u95f4\u6a21\u578b\uff0c\u7531\u591a\u4e2a\u7b80\u5355\u7684\u52a8\u6001\u7cfb\u7edf\u7ec4\u6210\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u901a\u8fc7\u975e\u7ebf\u6027\u95e8\u76f8\u4e92\u8c03\u8282\u3002<\/p>\n<p>\u5982\u679c\u8bf4\uff0c\u6807\u51c6\u7684\u795e\u7ecf\u7f51\u7edc\u72b9\u5982\u4e00\u5c42\u5c42\u95f4\u9694\u5747\u5300\u7684\u6c34\u575d\uff0c\u6bcf\u5c42\u6c34\u575d\u4e0a\u5b89\u88c5\u4e86\u8bb8\u591a\u9600\u95e8\uff08\u6743\u91cd\uff09\uff0c\u8ba1\u7b97\u7684\u6d2a\u6d41\u6bcf\u6d41\u7ecf\u4e00\u5c42\u6c34\u575d\uff0c\u90fd\u8981\u900f\u8fc7\u8fd9\u4e9b\u9600\u95e8\uff0c\u6c47\u603b\u540e\u518d\u5954\u5411\u4e0b\u4e00\u5c42\u3002<\/p>\n<p>\u90a3\u4e48\uff0c\u6db2\u6001\u795e\u7ecf\u7f51\u7edc\u4e0d\u9700\u8981\u6c34\u575d\uff0c\u56e0\u4e3a\uff0c\u6bcf\u4e2a\u795e\u7ecf\u5143\u90fd\u7531\u5fae\u5206\u65b9\u7a0b 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\u66fe\u8868\u793a\uff0c\u76ee\u524d Liquid AI \u6ca1\u6709\u8ba1\u5212\u4e3a\u6d88\u8d39\u8005\u5f00\u53d1\u50cf ChatGPT \u8fd9\u6837\u7684\u5e94\u7528\u7a0b\u5e8f\u3002\u516c\u53f8\u9996\u5148\u5173\u6ce8\u5e0c\u671b\u4e3a\u91d1\u878d\u548c\u533b\u5b66\u7814\u7a76\u5efa\u6a21\u7684\u4f01\u4e1a\u5ba2\u6237\u3002<\/p>\n<p><em>\u53c2\u8003\u94fe\u63a5\uff1a<\/em><\/p>\n<p><em>https:\/\/venturebeat.com\/ai\/the-tireless-teammate-how-agentic-ai-is-reshaping-development-teams\/<\/em><\/p>\n<p><em>https:\/\/arxiv.org\/abs\/2106.13898<\/em><\/p>\n<p><em>https:\/\/arxiv.org\/abs\/2006.04439<\/em><\/p>\n<p><em>https:\/\/www.jiqizhixin.com\/articles\/2023-12-12?from=synced&amp;keyword=Liquid%20AI<\/em><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-01\" target=\"_blank\">\u7ed9\u673a\u5668\u4eba\u88c5\u4e0a\u300c\u866b\u8111\u300d\uff1f\u975eTransformer\u6db2\u6001\u795e\u7ecf\u7f51\u7edc\u7ec8\u4e8e\u6765\u4e86\uff01MIT 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