{"id":40012,"date":"2025-04-10T02:03:30","date_gmt":"2025-04-09T18:03:30","guid":{"rendered":"https:\/\/17aitech.com\/?p=40012"},"modified":"2025-04-10T02:03:30","modified_gmt":"2025-04-09T18:03:30","slug":"ai%e5%b0%81%e7%a5%9e%e4%ba%86%ef%bc%81%e6%97%a0%e5%89%aa%e8%be%91%e4%b8%80%e6%ac%a1%e7%9b%b4%e5%87%ba60%e7%a7%92%e3%80%8a%e7%8c%ab%e5%92%8c%e8%80%81%e9%bc%a0%e3%80%8b%e7%89%87%e6%ae%b5%ef%bc%8c","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40012","title":{"rendered":"AI\u5c01\u795e\u4e86\uff01\u65e0\u526a\u8f91\u4e00\u6b21\u76f4\u51fa60\u79d2\u300a\u732b\u548c\u8001\u9f20\u300b\u7247\u6bb5\uff0c\u5168\u7f51\u767e\u4e07\u4eba\u56f4\u89c2"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-09-7\" target=\"_blank\">AI\u5c01\u795e\u4e86\uff01\u65e0\u526a\u8f91\u4e00\u6b21\u76f4\u51fa60\u79d2\u300a\u732b\u548c\u8001\u9f20\u300b\u7247\u6bb5\uff0c\u5168\u7f51\u767e\u4e07\u4eba\u56f4\u89c2<\/a><\/p>\n<blockquote>\n<p>AI \u5708\u6c38\u8fdc\u4e0d\u7f3a\u300c\u65b0\u6d3b\u300d\u3002<\/p>\n<\/blockquote>\n<p>\u8fd9\u4e24\u5929\uff0c\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u3001\u65af\u5766\u798f\u5927\u5b66\u3001\u82f1\u4f1f\u8fbe\u7b49\u673a\u6784\u8054\u5408\u5236\u4f5c\u7684\u300a\u732b\u548c\u8001\u9f20\u300bAI\u77ed\u7247\u706b\u4e86\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-fac8fbf28287988b3ac32efef7f0f0f4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-fac8fbf28287988b3ac32efef7f0f0f4.png\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8bba\u6587\u5171\u540c\u4e00\u4f5c Karan Dalal \u7684\u5e16\u5b50\u6536\u83b7\u767e\u4e07\u89c2\u770b\u3002<\/sup><\/p>\n<p>\u6211\u4eec\u5148\u6765\u6b23\u8d4f\u4e0b\u9762\u4e24\u6bb5\u89c6\u9891\uff0c\u91cd\u6e29\u513f\u65f6\u7684\u5feb\u4e50\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/5KvV8gyxLUa2ssYJzHDzxQ\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b55f7227d37d697884f7a3d26a6c9dd3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b55f7227d37d697884f7a3d26a6c9dd3.png\"><\/a><\/a><sup>\u6545\u4e8b\u6897\u6982\uff1aIn an underwater adventure, Jerry locates a treasure map and searches for the treasure while evading Tom in a chase through coral reefs and kelp forests. Jerry triumphantly discovers treasure inside a shipwreck, blissfully celebrating while Tom&#8217;s pursuit leads him into trouble with a hungry shark. \uff08\u5728\u4e00\u6b21\u6c34\u4e0b\u63a2\u9669\u4e2d\uff0cJerry \u627e\u5230\u4e86\u85cf\u5b9d\u56fe\uff0c\u5e76\u5728\u8eb2\u907f Tom \u8ffd\u6355\u7684\u540c\u65f6\u5bfb\u627e\u5b9d\u85cf\uff0c\u9014\u4e2d\u7a7f\u8fc7\u73ca\u745a\u7901\u548c\u6d77\u85fb\u68ee\u6797\u3002Jerry \u5728\u4e00\u8258\u6c89\u8239\u4e2d\u53d1\u73b0\u4e86\u5b9d\u85cf\uff0c\u6b23\u559c\u82e5\u72c2\u5730\u5e86\u795d\u7740\uff0c\u800c Tom \u7684\u8ffd\u6355\u5374\u8ba9\u4ed6\u9677\u5165\u4e86\u9965\u997f\u9ca8\u9c7c\u7684\u56f0\u5883\u3002\uff09\u00a0<\/sup><a href=\"https:\/\/mp.weixin.qq.com\/s\/5KvV8gyxLUa2ssYJzHDzxQ\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3783e3ba99c485d975f05e8d722de144.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3783e3ba99c485d975f05e8d722de144.png\"><\/a><\/a><\/p>\n<p><sup>\u6545\u4e8b\u6897\u6982\uff1aTom is happily eating an apple pie at the kitchen table. Jerry looks longingly wishing he had some. Jerry goes outside the front door of the house and rings the doorbell. While Tom comes to open the door, Jerry runs around the back to the kitchen. Jerry steals Tom&#8217;s apple pie. Jerry runs to his mousehole carrying the pie, while Tom is chasing him. Just as Tom is about to catch Jerry, he makes it through the mouse hole and Tom slams into the wall.\uff08Tom \u5728\u53a8\u623f\u9910\u684c\u4e0a\u5f00\u5fc3\u5730\u5403\u7740\u82f9\u679c\u6d3e\u3002Jerry \u770b\u8d77\u6765\u6e34\u671b\u5730\u60f3\u8981\u5403\u4e00\u4e9b\u3002Jerry \u8d70\u5230\u5c4b\u524d\u95e8\u5916\u6309\u95e8\u94c3\u3002Tom \u6765\u5f00\u95e8\u65f6\uff0cJerry \u7ed5\u5230\u540e\u9762\u7684\u53a8\u623f\u3002Jerry \u5077\u8d70\u4e86 Tom \u7684\u82f9\u679c\u6d3e\u3002Jerry \u62ff\u7740\u82f9\u679c\u6d3e\u8dd1\u5230\u4ed6\u7684\u8001\u9f20\u6d1e\u91cc\uff0c\u800c Tom \u6b63\u5728\u8ffd\u8d76\u4ed6\u3002\u5c31\u5728 Tom \u5373\u5c06\u6293\u4f4f Jerry \u65f6\uff0c\u4ed6\u4ece\u8001\u9f20\u6d1e\u91cc\u9003\u4e86\u51fa\u6765\uff0cTom \u649e\u5230\u4e86\u5899\u4e0a\u3002\uff09<\/sup><\/p>\n<p>\u7c7b\u4f3c\u7684\u300a\u732b\u548c\u8001\u9f20\u300b\u77ed\u7247\u5171\u4e94\u96c6\uff0c\u6bcf\u96c6\u90fd\u662f\u5168\u65b0\u7684\u6545\u4e8b\u3002\u5927\u5bb6\u53ef\u4ee5\u5728\u9879\u76ee\u4e3b\u9875\u67e5\u770b\u5bf9\u5e94\u7684\u6545\u4e8b\u6897\u6982\u548c\u5b8c\u6574\u7684\u63d0\u793a\u8bcd\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-21a335d527a93fd9555e0c65f4078a6b.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-21a335d527a93fd9555e0c65f4078a6b.gif\"><\/a><\/section>\n<p>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/test-time-training.github.io\/video-dit\/<\/p>\n<p>\u6548\u679c\u600e\u4e48\u6837\uff1f\u5982\u679c\u4e0d\u63d0\u524d\u544a\u77e5\uff0c\u4f60\u80fd\u5206\u8fa8\u51fa\u5b83\u4eec\u662f AI \u751f\u6210\u7684\u5417\uff1f<\/p>\n<p>\u636e\u8bba\u6587\u53e6\u4e00\u4f4d\u5171\u540c\u4e00\u4f5c Gashon Hussein \u4ecb\u7ecd\uff0c\u4e3a\u4e86\u5b9e\u73b0\u903c\u771f\u7684\u52a8\u753b\u6548\u679c\uff0c\u4ed6\u4eec\u5229\u7528 TTT\uff08Test-time Training\uff0c\u6d4b\u8bd5\u65f6\u8bad\u7ec3\uff09\u5c42\u6765\u589e\u5f3a\u9884\u8bad\u7ec3 Transformer\uff0c\u5e76\u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u4ece\u800c\u751f\u6210\u4e86\u65f6\u95f4\u548c\u7a7a\u95f4\u4e0a\u8fde\u8d2f\u6027\u5f88\u5f3a\u7684\u300a\u732b\u548c\u8001\u9f20\u300b\u4e00\u5206\u949f\u77ed\u7247\u3002<\/p>\n<p>\u5c24\u5176\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c<strong>\u6240\u6709\u89c6\u9891\u90fd\u662f\u7531\u6a21\u578b\u4e00\u6b21\u6027\u76f4\u63a5\u751f\u6210\uff0c\u6ca1\u6709\u8fdb\u884c\u4efb\u4f55\u4e8c\u6b21\u7f16\u8f91\u3001\u62fc\u63a5\u6216\u540e\u671f\u5904\u7406\u3002<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5d91a511c2e7a6f84459136c7800286b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5d91a511c2e7a6f84459136c7800286b.png\"><\/a><\/section>\n<p>Gashon Hussein \u8fdb\u4e00\u6b65\u89e3\u91ca\u4e86\u80cc\u540e\u7684\u6280\u672f\u539f\u7406\u3002<\/p>\n<p>TTT \u5c42\u662f\u4e13\u95e8\u7684 RNN \u5c42\uff0c\u5176\u4e2d\u6bcf\u4e2a\u9690\u85cf\u72b6\u6001\u4ee3\u8868\u4e86\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u6b64\u5916\uff0c\u8fd9\u4e9b\u5c42\u5185\u7684\u66f4\u65b0\u4f7f\u7528\u68af\u5ea6\u4e0b\u964d\u6765\u5b8c\u6210\u3002\u672c\u6587\u5c06 TTT \u5c42\u96c6\u6210\u5230\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684 Diffusion Transformer \u4e2d\uff0c\u968f\u540e\u4f7f\u7528\u6587\u672c\u6807\u6ce8\u5bf9\u957f\u65f6\u95f4\u89c6\u9891\u8fdb\u884c\u5fae\u8c03\u3002\u5e76\u4e14\uff0c\u4e3a\u4e86\u7ba1\u7406\u8ba1\u7b97\u590d\u6742\u5ea6\uff0c\u81ea\u6ce8\u610f\u529b\u88ab\u9650\u5236\u5728\u5c40\u90e8\u7247\u6bb5\uff0c\u800c TTT \u5c42\u4ee5\u7ebf\u6027\u590d\u6742\u5ea6\u6765\u9ad8\u6548\u5730\u5904\u7406\u5168\u5c40\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u4e3a\u4e86\u9ad8\u6548\u5730\u5b9e\u73b0 TTT-MLP \u5185\u6838\uff0c\u672c\u6587\u5f00\u53d1\u4e86\u4e00\u79cd\u300c\u7247\u4e0a\u5f20\u91cf\u5e76\u884c\u300d\uff08On-chip Tensor Parallel\uff09\u7b97\u6cd5\uff0c\u5177\u4f53\u5305\u62ec\u4ee5\u4e0b\u4e24\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<ul>\n<li>\n<p>\u5728 GPU \u6d41\u591a\u5904\u7406\u5668\uff08Sreaming Multiprocessor\uff0cSM\uff09\u4e4b\u95f4\u5212\u5206\u9690\u85cf\u72b6\u6001\u6a21\u578b\u7684\u6743\u91cd\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5229\u7528 Hopper GPU \u7684 DSMEM \u529f\u80fd\u5728 SM \u4e4b\u95f4\u6267\u884c\u9ad8\u6548\u7684 AllReduce \u64cd\u4f5c\uff0c\u663e\u8457\u964d\u4f4e\u5168\u5c40\u5185\u5b58\uff08HBM\uff09\u548c\u5171\u4eab\u5185\u5b58\uff08SMEM\uff09\u4e4b\u95f4\u7684\u6570\u636e\u4f20\u8f93\uff0c\u786e\u4fdd\u5927\u91cf\u9690\u85cf\u72b6\u6001\u5728 SMEM \u5185\u53ef\u4ee5\u6709\u6548\u8bbf\u95ee\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4e0b\u56fe 3 \u4e3a\u65b9\u6cd5\u6982\u89c8\uff0c\u5176\u4e2d\uff08\u5de6\uff09\u4e3a\u672c\u6587\u4fee\u6539\u540e\u7684\u67b6\u6784\u5728\u6bcf\u4e2a\u6ce8\u610f\u529b\u5c42\u540e\u6dfb\u52a0\u4e00\u4e2a\u5e26\u6709\u53ef\u5b66\u4e60\u95e8\u7684 TTT \u5c42\uff0c\uff08\u53f3\uff09\u4e3a\u6574\u4f53 pipeline \u521b\u5efa\u4e86\u7531 3 \u79d2\u7247\u6bb5\u7ec4\u6210\u7684\u8f93\u5165\u5e8f\u5217\uff0c\u8fd9\u79cd\u7ed3\u6784\u5141\u8bb8\u5728\u7247\u6bb5\u4e0a\u5c40\u90e8\u5e94\u7528\u81ea\u6ce8\u610f\u529b\u5c42\uff0c\u5728\u6574\u4e2a\u5e8f\u5217\u4e0a\u5168\u5c40\u5e94\u7528 TTT \u5c42\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-0c8b5ffd99e6d77fae19196f9b4d7336.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-0c8b5ffd99e6d77fae19196f9b4d7336.png\"><\/a><\/section>\n<p>\u5177\u4f53\u5b9e\u73b0\u8fc7\u7a0b\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n<p>\u672c\u6587\u7814\u7a76\u8005\u4ece\u4e00\u4e2a\u9884\u8bad\u7ec3\u597d\u7684 DiT\uff08CogVideo-X 5B\uff09\u5f00\u59cb\uff0c\u5b83\u53ea\u80fd\u4ee5 16 \u5e27 \/ \u79d2\u7684\u901f\u5ea6\u751f\u6210 3 \u79d2\u949f\u7684\u77ed\u7247\uff08\u6216\u4ee5 8 \u5e27 \/ \u79d2\u7684\u901f\u5ea6\u751f\u6210 6 \u79d2\u949f\u7684\u77ed\u7247\uff09\u3002\u7136\u540e\u6dfb\u52a0\u4e86\u4ece\u96f6\u5f00\u59cb\u521d\u59cb\u5316\u7684 TTT \u5c42\uff0c\u5e76\u5bf9\u8be5\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u4fbf\u4ece\u6587\u672c\u6545\u4e8b\u677f\u751f\u6210\u4e00\u5206\u949f\u7684\u89c6\u9891\u3002\u7814\u7a76\u8005\u5c06\u81ea\u6ce8\u610f\u529b\u5c42\u9650\u5236\u5728 3 \u79d2\u949f\u7684\u7247\u6bb5\u5185\uff0c\u4f7f\u5176\u6210\u672c\u4fdd\u6301\u5728\u53ef\u63a7\u8303\u56f4\u5185\u3002\u4ec5\u901a\u8fc7\u521d\u6b65\u7684\u7cfb\u7edf\u4f18\u5316\uff0c<strong>\u8bad\u7ec3\u8fd0\u884c\u5c31\u76f8\u5f53\u4e8e\u5728 256 \u53f0 H100 \u4e0a\u82b1\u8d39\u4e86 50 \u4e2a\u5c0f\u65f6\u3002<\/strong><\/p>\n<p>\u8fd9\u9879\u7814\u7a76\u535a\u5f97\u4e86\u8bc4\u8bba\u533a\u4e00\u4f17\u7f51\u53cb\u7684\u60ca\u547c\u4e0e\u8d5e\u8bb8\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6a4ba24da4229d7810e8c9c90a4195d4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6a4ba24da4229d7810e8c9c90a4195d4.png\"><\/a><\/section>\n<p><strong>\u7814\u7a76\u7ec6\u8282<\/strong><\/p>\n<p>\u5728\u8bba\u6587\u300aOne-Minute Video Generation with Test-Time Training\u300b\u4e2d\uff0c\u82f1\u4f1f\u8fbe\u3001\u65af\u5766\u798f\u7b49\u673a\u6784\u7684\u7814\u7a76\u8005\u4ecb\u7ecd\u4e86\u300a\u732b\u548c\u8001\u9f20\u300b\u77ed\u7247\u80cc\u540e\u7684\u66f4\u591a\u751f\u6210\u6280\u672f\u7ec6\u8282\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5ead33bccb2c84c6d90596725cbf7ca5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-5ead33bccb2c84c6d90596725cbf7ca5.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aOne-Minute Video Generation with Test-Time Training\u00a0<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2504.05298<\/p>\n<\/li>\n<\/ul>\n<p>\u6b64\u524d\u89c6\u9891\u751f\u6210\u6280\u672f\u9650\u5236\u80cc\u540e\u7684\u6839\u672c\u6311\u6218\u662f\u957f\u4e0a\u4e0b\u6587\uff0c\u56e0\u4e3a Transformers \u4e2d\u81ea\u6ce8\u610f\u529b\u5c42\u7684\u6210\u672c\u968f\u7740\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u589e\u52a0\u800c\u5448\u4e8c\u6b21\u66f2\u7ebf\u589e\u52a0\u3002\u8fd9\u4e00\u6311\u6218\u5728\u751f\u6210\u52a8\u6001\u89c6\u9891\u65f6\u5c24\u4e3a\u7a81\u51fa\uff0c\u56e0\u4e3a\u52a8\u6001\u89c6\u9891\u7684\u4e0a\u4e0b\u6587\u4e0d\u5bb9\u6613\u88ab tokenizer \u538b\u7f29\u3002\u4f7f\u7528\u6807\u51c6 tokenizer\uff0c\u6bcf\u6bb5\u4e00\u5206\u949f\u7684\u89c6\u9891\u90fd\u9700\u8981 30 \u591a\u4e07\u4e2a\u4e0a\u4e0b\u6587 token\u3002\u57fa\u4e8e\u81ea\u6ce8\u610f\u529b\uff0c\u751f\u6210\u4e00\u5206\u949f\u89c6\u9891\u6240\u9700\u7684\u65f6\u95f4\u8981\u6bd4\u751f\u6210 20 \u6bb5\u6bcf\u6bb5 3 \u79d2\u949f\u7684\u89c6\u9891\u589e\u52a0 11 \u500d\uff0c\u800c\u8bad\u7ec3\u6240\u9700\u7684\u65f6\u95f4\u4e5f\u8981\u589e\u52a0 12 \u500d\u3002<\/p>\n<p>\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u6700\u8fd1\u6709\u5173\u89c6\u9891\u751f\u6210\u7684\u7814\u7a76\u5c06 RNN \u5c42\u4f5c\u4e3a\u81ea\u6ce8\u610f\u529b\u7684\u6709\u6548\u66ff\u4ee3\u65b9\u6cd5\uff0c\u56e0\u4e3a RNN \u5c42\u7684\u6210\u672c\u968f\u4e0a\u4e0b\u6587\u957f\u5ea6\u5448\u7ebf\u6027\u589e\u957f\u3002\u73b0\u4ee3 RNN \u5c42\uff0c\u5c24\u5176\u662f\u7ebf\u6027\u6ce8\u610f\u529b\u7684\u53d8\u4f53\uff08\u5982 Mamba \u548c DeltaNet\uff09\uff0c\u5728\u81ea\u7136\u8bed\u8a00\u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u6210\u679c\u3002\u7136\u800c\uff0c\u6211\u4eec\u8fd8\u6ca1\u6709\u770b\u5230\u7531 RNN \u751f\u6210\u7684\u5177\u6709\u590d\u6742\u6545\u4e8b\u6216\u52a8\u6001\u52a8\u4f5c\u7684\u957f\u89c6\u9891\u3002<\/p>\n<p>\u672c\u6587\u7814\u7a76\u8005\u8ba4\u4e3a\uff0c\u8fd9\u4e9b RNN \u5c42\u751f\u6210\u7684\u89c6\u9891\u590d\u6742\u5ea6\u8f83\u4f4e\uff0c\u56e0\u4e3a\u5b83\u4eec\u7684\u9690\u85cf\u72b6\u6001\u8868\u73b0\u529b\u8f83\u5dee\u3002RNN \u5c42\u53ea\u80fd\u5c06\u8fc7\u53bb\u7684 token \u5b58\u50a8\u5230\u56fa\u5b9a\u5927\u5c0f\u7684\u9690\u85cf\u72b6\u6001\u4e2d\uff0c\u800c\u5bf9\u4e8e Mamba \u548c DeltaNet \u7b49\u7ebf\u6027\u6ce8\u610f\u529b\u53d8\u4f53\u6765\u8bf4\uff0c\u9690\u85cf\u72b6\u6001\u53ea\u80fd\u662f\u4e00\u4e2a\u77e9\u9635\u3002\u8981\u5c06\u6210\u767e\u4e0a\u5343\u4e2a\u5411\u91cf\u538b\u7f29\u5230\u4e00\u4e2a\u53ea\u6709\u6570\u5343\u7ea7\u7684\u77e9\u9635\u4e2d\uff0c\u8fd9\u672c\u8eab\u5c31\u662f\u4e00\u9879\u6311\u6218\u3002\u56e0\u6b64\uff0c\u8fd9\u4e9b RNN \u5c42\u5f88\u96be\u8bb0\u4f4f\u8fdc\u5904 token \u4e4b\u95f4\u7684\u6df1\u5c42\u5173\u7cfb\u3002<\/p>\n<p>\u56e0\u6b64\u7814\u7a76\u8005\u5c1d\u8bd5\u4f7f\u7528\u53e6\u4e00\u79cd RNN \u5c42\uff0c\u5176\u9690\u85cf\u72b6\u6001\u672c\u8eab\u4e5f\u53ef\u4ee5\u662f\u795e\u7ecf\u7f51\u7edc\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u7814\u7a76\u8005\u4f7f\u7528\u4e24\u5c42 MLP\uff0c\u5176\u9690\u85cf\u5355\u5143\u6bd4\u7ebf\u6027\u6ce8\u610f\u529b\u53d8\u4f53\u4e2d\u7684\u7ebf\u6027\uff08\u77e9\u9635\uff09\u9690\u85cf\u72b6\u6001\u591a 2 \u500d\uff0c\u975e\u7ebf\u6027\u4e5f\u66f4\u4e30\u5bcc\u3002\u5373\u4f7f\u5728\u6d4b\u8bd5\u5e8f\u5217\u4e0a\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u9690\u85cf\u72b6\u6001\u4e5f\u4f1a\u901a\u8fc7\u8bad\u7ec3\u8fdb\u884c\u66f4\u65b0\uff0c\u8fd9\u4e9b\u65b0\u5c42\u88ab\u79f0\u4e3a\u6d4b\u8bd5\u65f6\u95f4\u8bad\u7ec3\u5c42\uff08TTT\uff09\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ee758cc8d67a6b16c4077ad9073d424e.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-ee758cc8d67a6b16c4077ad9073d424e.gif\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5c40\u90e8\u6ce8\u610f\u529b\u673a\u5236\u5728\u6c64\u59c6\u7684\u989c\u8272\u3001\u6770\u745e\u7684\u9f20\u6d1e\u4e4b\u95f4\u4fdd\u6301\u4e86\u4e00\u81f4\u6027\uff0c\u5e76\u4e14\u626d\u66f2\u4e86\u6c64\u59c6\u7684\u8eab\u4f53\u3002<\/sup><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-65855a34e60df809faa54fa72afa7cd1.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-65855a34e60df809faa54fa72afa7cd1.gif\"><\/a><\/section>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0TTT-MLP \u5728\u6574\u4e2a\u89c6\u9891\u65f6\u957f\u4e2d\u8868\u73b0\u51fa\u5f3a\u5927\u7684\u7279\u6027\u548c\u65f6\u95f4\u4e00\u81f4\u6027\u3002<\/sup><\/p>\n<p>\u7814\u7a76\u8005\u7b56\u5212\u4e86\u4e00\u4e2a\u6587\u672c\u5230\u89c6\u9891\u7684\u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u57fa\u4e8e\u5927\u7ea6 7 \u5c0f\u65f6\u7684\u300a\u732b\u548c\u8001\u9f20\u300b\u52a8\u753b\u7247\uff0c\u5e76\u9644\u6709\u4eba\u7c7b\u6ce8\u91ca\u7684\u6545\u4e8b\u677f\u3002\u4ed6\u4eec\u6709\u610f\u5c06\u8303\u56f4\u9650\u5236\u5728\u8fd9\u4e00\u7279\u5b9a\u9886\u57df\uff0c\u4ee5\u4fbf\u5feb\u901f\u8fdb\u884c\u7814\u7a76\u8fed\u4ee3\u3002\u4f5c\u4e3a\u6982\u5ff5\u9a8c\u8bc1\uff0c\u8be5\u6570\u636e\u96c6\u5f3a\u8c03\u590d\u6742\u3001\u591a\u573a\u666f\u548c\u5177\u6709\u52a8\u6001\u8fd0\u52a8\u7684\u957f\u7bc7\u6545\u4e8b\uff0c\u6b64\u524d\u7684\u6a21\u578b\u5728\u8fd9\u4e9b\u65b9\u9762\u4ecd\u9700\u53d6\u5f97\u8fdb\u5c55\uff1b\u800c\u5bf9\u89c6\u89c9\u548c\u7269\u7406\u903c\u771f\u5ea6\u7684\u5f3a\u8c03\u8f83\u5c11\uff0c\u56e0\u4e3a\u6b64\u524d\u7684\u6a21\u578b\u5728\u8fd9\u4e9b\u65b9\u9762\u5df2\u7ecf\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\u3002\u7814\u7a76\u8005\u8ba4\u4e3a\uff0c\u5c3d\u7ba1\u672c\u6587\u662f\u9762\u5411\u8fd9\u4e00\u7279\u5b9a\u9886\u57df\u7684\u957f\u4e0a\u4e0b\u6587\u80fd\u529b\u6539\u8fdb\uff0c\u4f46\u4e5f\u4f1a\u8f6c\u79fb\u5230\u901a\u7528\u89c6\u9891\u751f\u6210\u4e0a\u3002<\/p>\n<p><strong>\u751f\u6210\u8d28\u91cf\u8bc4\u4f30<\/strong><\/p>\n<p>\u5728\u6d4b\u8bc4\u4e2d\uff0c\u4e0e Mamba 2\u3001Gated DeltaNet \u548c\u6ed1\u52a8\u7a97\u53e3\u6ce8\u610f\u529b\u5c42\u7b49\u5f3a\u5927\u7684\u57fa\u7ebf\u76f8\u6bd4\uff0cTTT \u5c42\u751f\u6210\u7684\u89c6\u9891\u66f4\u8fde\u8d2f\uff0c\u80fd\u8bb2\u8ff0\u590d\u6742\u7684\u52a8\u6001\u6545\u4e8b\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-7f8c466bfe5674f20da31e2f3953c5dc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-7f8c466bfe5674f20da31e2f3953c5dc.png\"><\/a><\/section>\n<p>\u5728 LMSys Chatbot Arena \u4e2d\uff0cGPT-4o \u6bd4 GPT-4 Turbo \u9ad8\u51fa 29 \u4e2a Elo \u5206\u6570\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-db960e2cff3265ca68468d8238248bf6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-db960e2cff3265ca68468d8238248bf6.png\"><\/a><\/section>\n<p>\u5177\u4f53\u5bf9\u6bd4\u53c2\u8003\u4e0b\u5217 demo\uff1a<a href=\"https:\/\/mp.weixin.qq.com\/s\/5KvV8gyxLUa2ssYJzHDzxQ\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1a621fcebfdbe3b51022f04c89b8d5ab.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-1a621fcebfdbe3b51022f04c89b8d5ab.png\"><\/a><\/a>\u5f53\u6c64\u59c6\u5486\u54ee\u5e76\u8ffd\u9010\u6770\u745e\u65f6\uff0cMamba 2 \u626d\u66f2\u4e86\u6c64\u59c6\u7684\u5916\u8c8c\u3002 <a href=\"https:\/\/mp.weixin.qq.com\/s\/5KvV8gyxLUa2ssYJzHDzxQ\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-47952720d26b1cb8238217b1df923cdb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-47952720d26b1cb8238217b1df923cdb.png\"><\/a><\/a>Gated DeltaNet \u5728\u6c64\u59c6\u7684\u4e0d\u540c\u89d2\u5ea6\u4e0a\u7f3a\u4e4f\u65f6\u95f4\u4e00\u81f4\u6027\u3002 <a href=\"https:\/\/mp.weixin.qq.com\/s\/5KvV8gyxLUa2ssYJzHDzxQ\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-969291974de8dcf312c29cdc6cd91d17.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-969291974de8dcf312c29cdc6cd91d17.png\"><\/a><\/a><\/p>\n<p>\u6ed1\u52a8\u7a97\u53e3\u6ce8\u610f\u529b\u6539\u53d8\u4e86\u53a8\u623f\u73af\u5883\u5e76\u91cd\u590d\u4e86\u6770\u745e\u5077\u9985\u997c\u7684\u573a\u666f\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u5728\u751f\u6210\u5185\u5bb9\u4e2d\uff0c\u6211\u4eec\u4e5f\u80fd\u53d1\u73b0 TTT-MLP \u4e00\u4e9b\u660e\u663e\u7684\u7455\u75b5\u3002<\/p>\n<p>1\u3001\u65f6\u95f4\u4e00\u81f4\u6027\uff1a\u76d2\u5b50\u5728\u540c\u4e00\u573a\u666f\u7684 3 \u79d2\u7247\u6bb5\u4e4b\u95f4\u53d8\u5f62\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-9e69cd0ae746e4f53f844a1f2cc7fe4b.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-9e69cd0ae746e4f53f844a1f2cc7fe4b.gif\"><\/a><\/section>\n<p>2\u3001\u8fd0\u52a8\u81ea\u7136\u6027\uff1a\u5976\u916a\u60ac\u505c\u5728\u534a\u7a7a\u4e2d\uff0c\u800c\u4e0d\u662f\u81ea\u7136\u5730\u843d\u5230\u5730\u4e0a\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-471af3ccd77941e83c08ec929792ad2d.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-471af3ccd77941e83c08ec929792ad2d.gif\"><\/a><\/section>\n<p>3\u3001\u7f8e\u5b66\uff1a\u5f53\u6c64\u59c6\u8f6c\u8eab\u65f6\uff0c\u53a8\u623f\u91cc\u7684\u706f\u5149\u53d8\u5f97\u66f4\u52a0\u660e\u4eae\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6784268a61a2d1d22c8616d8d3a70f01.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6784268a61a2d1d22c8616d8d3a70f01.gif\"><\/a><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-09-7\" target=\"_blank\">AI\u5c01\u795e\u4e86\uff01\u65e0\u526a\u8f91\u4e00\u6b21\u76f4\u51fa60\u79d2\u300a\u732b\u548c\u8001\u9f20\u300b\u7247\u6bb5\uff0c\u5168\u7f51\u767e\u4e07\u4eba\u56f4\u89c2<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:AI\u5c01\u795e\u4e86\uff01\u65e0\u526a\u8f91\u4e00\u6b21 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