{"id":2850,"date":"2026-01-23T02:39:03","date_gmt":"2026-01-23T02:39:03","guid":{"rendered":"https:\/\/umaax.com\/qiantaoxuexinestedlearningshishenmeaibaikezhishi\/"},"modified":"2026-01-23T02:39:03","modified_gmt":"2026-01-23T02:39:03","slug":"qiantaoxuexinestedlearningshishenmeaibaikezhishi","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/qiantaoxuexinestedlearningshishenmeaibaikezhishi\/","title":{"rendered":"\u5d4c\u5957\u5b66\u4e60\uff08Nested Learning\uff09\u662f\u4ec0\u4e48\uff1f \u2013 AI\u767e\u79d1\u77e5\u8bc6"},"content":{"rendered":"<p>Nested Learning\uff08\u5d4c\u5957\u5b66\u4e60\uff09\u662f\u8c37\u6b4c\u63a8\u51fa\u7684\u65b0\u578b\u673a\u5668\u5b66\u4e60\u8303\u5f0f\uff0c\u80fd\u89e3\u51b3\u4f20\u7edf\u5927\u8bed\u8a00\u6a21\u578b\u5728\u6301\u7eed\u5b66\u4e60\u4e2d\u9762\u4e34\u7684\u201c\u707e\u96be\u6027\u9057\u5fd8\u201d\u95ee\u9898\u3002Nested Learning\u5c06\u590d\u6742\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u89c6\u4e3a\u591a\u5c42\u7ea7\u3001\u5d4c\u5957\u7684\u4f18\u5316\u95ee\u9898\u7cfb\u7edf\uff0c\u6bcf\u4e2a\u5c42\u7ea7\u90fd\u6709\u72ec\u7acb\u7684\u4e0a\u4e0b\u6587\u6d41\u548c\u66f4\u65b0\u9891\u7387\u3002\u8fd9\u79cd\u8bbe\u8ba1\u7075\u611f\u6765\u6e90\u4e8e\u4eba\u8111\u7684\u8bb0\u5fc6\u548c\u5b66\u4e60\u673a\u5236\uff0c\u901a\u8fc7\u5206\u5c42\u534f\u4f5c\u5b9e\u73b0\u4fe1\u606f\u7684\u9ad8\u6548\u5904\u7406\u4e0e\u5b58\u50a8\u3002\u57fa\u4e8eNested Learning\u7684\u6a21\u578b\uff08\u5982Hope\uff09\u5728\u8bed\u8a00\u5efa\u6a21\u3001\u957f\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u7ba1\u7406\u7b49\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u4e8e\u4f20\u7edfTransformer\u67b6\u6784\uff0c\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u52a8\u6001\u5b66\u4e60\u80fd\u529b\u548c\u957f\u65f6\u8bb0\u5fc6\u7ba1\u7406\u80fd\u529b\u3002Nested Learning\u6838\u5fc3\u521b\u65b0\u5305\u62ec\u6df1\u5ea6\u4f18\u5316\u5668\u3001\u81ea\u6211\u4fee\u6539\u6a21\u578b\u548c\u8fde\u7eed\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u4e3aAI\u7684\u6301\u7eed\u5b66\u4e60\u548c\u52a8\u6001\u77e5\u8bc6\u79ef\u7d2f\u63d0\u4f9b\u65b0\u601d\u8def\uff0c\u6709\u671b\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u4ece\u9759\u6001\u6a21\u578b\u5411\u52a8\u6001\u3001\u81ea\u9002\u5e94\u7684\u667a\u80fd\u7cfb\u7edf\u8f6c\u53d8\u3002<\/p>\n<h2>Nested Learning\u662f\u4ec0\u4e48<\/h2>\n<p>Nested Learning \u662f\u8c37\u6b4c\u63a8\u51fa\u7684\u65b0\u578b\u673a\u5668\u5b66\u4e60\u8303\u5f0f\uff0c\u5c06\u6a21\u578b\u89c6\u4e3a\u591a\u5c42\u7ea7\u3001\u5d4c\u5957\u7684\u4f18\u5316\u95ee\u9898\uff0c\u6bcf\u4e2a\u5c42\u7ea7\u62e5\u6709\u72ec\u7acb\u7684\u4e0a\u4e0b\u6587\u6d41\u548c\u66f4\u65b0\u9891\u7387\u3002Nested Learning \u501f\u9274\u4eba\u8111\u7684\u8bb0\u5fc6\u673a\u5236\uff0c\u6709\u6548\u7f13\u89e3\u4f20\u7edf\u6a21\u578b\u5728\u6301\u7eed\u5b66\u4e60\u4e2d\u7684\u201c\u707e\u96be\u6027\u9057\u5fd8\u201d\u95ee\u9898\u3002<\/p>\n<h2>Nested Learning\u7684\u6280\u672f\u539f\u7406<\/h2>\n<ul>\n<li>\n<div class=\"paragraph\"><strong>\u591a\u5c42\u7ea7\u4f18\u5316\u7cfb\u7edf<\/strong>\uff1a<\/div>\n<ul>\n<li>\n<div class=\"paragraph\"><strong>\u5d4c\u5957\u4f18\u5316\u95ee\u9898<\/strong>\uff1a\u5c06\u6a21\u578b\u89c6\u4e3a\u4e00\u4e2a\u7531\u591a\u4e2a\u4f18\u5316\u95ee\u9898\u7ec4\u6210\u7684\u7cfb\u7edf\uff0c\u6bcf\u4e2a\u4f18\u5316\u95ee\u9898\u5bf9\u5e94\u6a21\u578b\u4e2d\u7684\u4e00\u4e2a\u5c42\u7ea7\u3002\u5c42\u7ea7\u53ef\u4ee5\u662f\u5e76\u884c\u7684\uff0c\u6216\u662f\u5d4c\u5957\u7684\uff0c\u6bcf\u4e2a\u5c42\u7ea7\u90fd\u6709\u81ea\u5df1\u7684\u4f18\u5316\u76ee\u6807\u548c\u66f4\u65b0\u9891\u7387\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u4e0a\u4e0b\u6587\u6d41\uff08Context Flow\uff09<\/strong>\uff1a\u6bcf\u4e2a\u4f18\u5316\u95ee\u9898\u90fd\u6709\u81ea\u5df1\u7684\u4e0a\u4e0b\u6587\u6d41\uff0c\u5373\u5c42\u7ea7\u6240\u4f9d\u8d56\u7684\u4fe1\u606f\u96c6\u5408\u3002\u4e0d\u540c\u5c42\u7ea7\u7684\u4e0a\u4e0b\u6587\u6d41\u80fd\u72ec\u7acb\u66f4\u65b0\uff0c\u5b9e\u73b0\u591a\u65f6\u95f4\u5c3a\u5ea6\u7684\u5b66\u4e60\u3002<\/div>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u6df1\u5ea6\u4f18\u5316\u5668\uff08Deep Optimizers\uff09<\/strong>\uff1a<span style=\"font-size: 0.875rem;\">\u4f20\u7edf\u4f18\u5316\u5668\uff08\u5982Adam\u3001SGD\uff09\u57fa\u4e8e\u7b80\u5355\u7684\u68af\u5ea6\u66f4\u65b0\u89c4\u5219\uff0c\u7f3a\u4e4f\u5bf9\u68af\u5ea6\u53d8\u5316\u7684\u8bb0\u5fc6\u548c\u9884\u5224\u80fd\u529b\u3002Nested Learning\u5f15\u5165\u6df1\u5ea6\u4f18\u5316\u5668\uff0c\u901a\u8fc7\u9884\u5904\u7406\u673a\u5236\u548cMLP\u795e\u7ecf\u7f51\u7edc\u5b58\u50a8\u548c\u9884\u6d4b\u68af\u5ea6\u53d8\u5316\uff0c\u80fd\u66f4\u7075\u6d3b\u5730\u8c03\u6574\u53c2\u6570\u3002<\/span><\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u8fde\u7eed\u8bb0\u5fc6\u7cfb\u7edf\uff08Continuum Memory System, CMS\uff09<\/strong>\uff1a<span style=\"font-size: 0.875rem;\">\u5c06\u4f20\u7edf\u7684\u77ed\u671f\/\u957f\u671f\u8bb0\u5fc6\u4e8c\u5143\u7ed3\u6784\u6269\u5c55\u4e3a\u591a\u5c3a\u5ea6\u8bb0\u5fc6\u94fe\uff0c\u4e0d\u540c\u5c42\u7ea7\u7684MLP\u6a21\u5757\u6309\u4e0d\u540c\u9891\u7387\u66f4\u65b0\u3002\u4f8b\u5982\uff0c\u9ad8\u9891\u66f4\u65b0\u7684\u6a21\u5757\u8d1f\u8d23\u77ed\u671f\u8bb0\u5fc6\uff0c\u4f4e\u9891\u66f4\u65b0\u7684\u6a21\u5757\u8d1f\u8d23\u957f\u671f\u8bb0\u5fc6\uff0c\u5b9e\u73b0\u7c7b\u4f3c\u4eba\u7c7b\u7684\u5206\u5c42\u8bb0\u5fc6\u7ba1\u7406\u3002<\/span><\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u81ea\u6211\u4fee\u6539\u6a21\u578b\uff08Self-Modifying Models\uff09<\/strong>\uff1a<span style=\"font-size: 0.875rem;\">\u6a21\u578b\u80fd\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u81ea\u4e3b\u5b66\u4e60\u201c\u5982\u4f55\u8c03\u6574\u81ea\u8eab\u53c2\u6570\u201d\uff0c\u6446\u8131\u56fa\u5b9a\u66f4\u65b0\u89c4\u5219\u7684\u675f\u7f1a\u3002\u81ea\u9002\u5e94\u80fd\u529b\u4f7f\u6a21\u578b\u5728\u9762\u5bf9\u65b0\u9886\u57df\u6570\u636e\u65f6\u80fd\u7075\u6d3b\u9002\u914d\uff0c\u65e0\u9700\u4eba\u5de5\u5e72\u9884\u4fee\u6539\u67b6\u6784\u3002<\/span><\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>Transformer\u7684\u91cd\u65b0\u89e3\u8bfb<\/strong>\uff1a<span style=\"font-size: 0.875rem;\">Nested Learning\u8ba4\u4e3a\uff0c\u5e38\u89c1\u7684Transformer\u67b6\u6784\u5b9e\u9645\u4e0a\u662fNested Learning\u7684\u7b80\u5316\u7248\u672c\u3002Transformer\u7684\u7ebf\u6027\u5c42\u7ed3\u6784\u5ffd\u7565\u591a\u5c42\u7ea7\u534f\u540c\u7684\u6838\u5fc3\u4f18\u52bf\uff0cNested Learning\u901a\u8fc7\u591a\u5c42\u7ea7\u4f18\u5316\u548c\u8bb0\u5fc6\u7ba1\u7406\uff0c\u80fd\u66f4\u5145\u5206\u5730\u91ca\u653e\u6a21\u578b\u7684\u6f5c\u529b\u3002<\/span><\/div>\n<\/li>\n<\/ul>\n<h2>Nested Learning\u7684\u4e3b\u8981\u5e94\u7528<\/h2>\n<ul>\n<li>\n<div class=\"paragraph\"><strong>\u8bed\u8a00\u5efa\u6a21\u4e0e\u751f\u6210<\/strong>\uff1aNested Learning\u901a\u8fc7\u5176\u591a\u5c42\u7ea7\u4f18\u5316\u548c\u6df1\u5ea6\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u80fd\u66f4\u9ad8\u6548\u5730\u5904\u7406\u957f\u6587\u672c\u5e8f\u5217\uff0c\u63d0\u5347\u8bed\u8a00\u6a21\u578b\u7684\u9884\u6d4b\u80fd\u529b\u548c\u4e0a\u4e0b\u6587\u7406\u89e3\u80fd\u529b\uff0c\u964d\u4f4e\u56f0\u60d1\u5ea6\uff0c\u9002\u7528\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u81ea\u7136\u8bed\u8a00\u6587\u672c\uff0c\u5982\u667a\u80fd\u5199\u4f5c\u52a9\u624b\u3001\u5185\u5bb9\u751f\u6210\u7b49\u573a\u666f\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u5e38\u8bc6\u63a8\u7406\u4e0e\u95ee\u7b54<\/strong>\uff1a\u57fa\u4e8e\u8fde\u7eed\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u6a21\u578b\u80fd\u66f4\u597d\u5730\u7ba1\u7406\u957f\u671f\u77e5\u8bc6\u548c\u77ed\u671f\u4fe1\u606f\uff0c\u5728\u5e38\u8bc6\u63a8\u7406\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u66f4\u9ad8\u7684\u51c6\u786e\u7387\uff0c\u66f4\u7cbe\u51c6\u5730\u5904\u7406\u590d\u6742\u7684\u63a8\u7406\u95ee\u9898\uff0c\u9002\u7528\u667a\u80fd\u95ee\u7b54\u7cfb\u7edf\u3001\u77e5\u8bc6\u56fe\u8c31\u95ee\u7b54\u7b49\u573a\u666f\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u6301\u7eed\u5b66\u4e60\u4e0e\u81ea\u9002\u5e94<\/strong>\uff1aNested Learning\u89e3\u51b3\u4e86\u4f20\u7edf\u6a21\u578b\u5728\u5b66\u4e60\u65b0\u4efb\u52a1\u65f6\u5bb9\u6613\u9057\u5fd8\u65e7\u4efb\u52a1\u7684\u95ee\u9898\uff0c\u9002\u7528\u9700\u8981\u6a21\u578b\u4e0d\u65ad\u66f4\u65b0\u77e5\u8bc6\u7684\u573a\u666f\uff0c\u5982\u5728\u7ebf\u6559\u80b2\u3001\u5b9e\u65f6\u4fe1\u606f\u5904\u7406\u3001\u52a8\u6001\u77e5\u8bc6\u66f4\u65b0\u7b49\uff0c\u80fd\u5b9e\u73b0\u6a21\u578b\u7684\u6301\u7eed\u4f18\u5316\u548c\u81ea\u9002\u5e94\u5b66\u4e60\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u957f\u4e0a\u4e0b\u6587\u4efb\u52a1<\/strong>\uff1a\u5728\u5904\u7406\u957f\u5e8f\u5217\u4fe1\u606f\uff08\u5982\u957f\u6587\u672c\u3001\u957f\u97f3\u9891\u7b49\uff09\u65f6\uff0cNested Learning\u7684\u5206\u5c42\u8bb0\u5fc6\u7ba1\u7406\u673a\u5236\u80fd\u6709\u6548\u63d0\u5347\u6a21\u578b\u5bf9\u957f\u4e0a\u4e0b\u6587\u7684\u5904\u7406\u80fd\u529b\uff0c\u9002\u7528\u9700\u8981\u957f\u65f6\u8bb0\u5fc6\u7684\u4efb\u52a1\uff0c\u5982\u957f\u6587\u672c\u6458\u8981\u3001\u957f\u97f3\u9891\u8bc6\u522b\u7b49\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u591a\u9886\u57df\u9002\u5e94\u4e0e\u8fc1\u79fb\u5b66\u4e60<\/strong>\uff1a\u81ea\u6211\u4fee\u6539\u6a21\u578b\u7684\u7279\u6027\u4f7fNested Learning\u80fd\u6839\u636e\u4e0d\u540c\u7684\u9886\u57df\u6570\u636e\u52a8\u6001\u8c03\u6574\u81ea\u8eab\u53c2\u6570\uff0c\u65e0\u9700\u4eba\u5de5\u5e72\u9884\uff0c\u9002\u7528\u8de8\u9886\u57df\u5b66\u4e60\u548c\u8fc1\u79fb\u5b66\u4e60\u573a\u666f\uff0c\u5982\u591a\u8bed\u8a00\u7ffb\u8bd1\u3001\u8de8\u9886\u57df\u63a8\u8350\u7cfb\u7edf\u7b49\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong>\u667a\u80fd\u5bf9\u8bdd\u7cfb\u7edf<\/strong>\uff1a\u901a\u8fc7\u591a\u5c42\u7ea7\u4f18\u5316\u548c\u52a8\u6001\u8c03\u6574\u80fd\u529b\uff0cNested Learning\u80fd\u63d0\u5347\u5bf9\u8bdd\u7cfb\u7edf\u7684\u4e0a\u4e0b\u6587\u8fde\u8d2f\u6027\u548c\u54cd\u5e94\u8d28\u91cf\uff0c\u66f4\u597d\u5730\u7406\u89e3\u548c\u751f\u6210\u81ea\u7136\u8bed\u8a00\u5bf9\u8bdd\uff0c\u9002\u7528\u667a\u80fd\u5ba2\u670d\u3001\u865a\u62df\u52a9\u624b\u7b49\u573a\u666f\u3002<\/div>\n<\/li>\n<li>\n<div class=\"paragraph\"><strong class=\"\">\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3a<\/strong>\uff1aNested Learning\u80fd\u66f4\u9ad8\u6548\u5730\u6574\u5408\u548c\u66f4\u65b0\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u4fe1\u606f\uff0c\u63d0\u5347\u6a21\u578b\u5bf9\u590d\u6742\u77e5\u8bc6\u4f53\u7cfb\u7684\u7406\u89e3\u548c\u63a8\u7406\u80fd\u529b\uff0c\u9002\u7528\u77e5\u8bc6\u56fe\u8c31\u9a71\u52a8\u7684\u5e94\u7528\u573a\u666f\uff0c\u5982\u667a\u80fd\u63a8\u8350\u3001\u77e5\u8bc6\u7ba1\u7406\u7b49\u3002<\/div>\n<\/li>\n<\/ul>\n<h2>Nested Learning\u9762\u4e34\u7684\u6311\u6218<\/h2>\n<ul>\n<li><strong class=\"\">\u8ba1\u7b97\u590d\u6742\u5ea6\u548c\u8d44\u6e90\u9700\u6c42<\/strong>\uff1aNested Learning \u91c7\u7528\u591a\u5c42\u7ea7\u4f18\u5316\u548c\u590d\u6742\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u5bfc\u81f4\u8ba1\u7b97\u590d\u6742\u5ea6\u663e\u8457\u589e\u52a0\uff0c\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u9700\u8981\u6d88\u8017\u66f4\u591a\u8ba1\u7b97\u8d44\u6e90\u3002\u9ad8\u8ba1\u7b97\u9700\u6c42\u9650\u5236\u4e86\u5728\u8d44\u6e90\u6709\u9650\u7684\u8bbe\u5907\u6216\u573a\u666f\u4e2d\u7684\u5e94\u7528\uff0c\u9700\u8981\u66f4\u5f3a\u5927\u7684\u786c\u4ef6\u652f\u6301\u5b9e\u73b0\u9ad8\u6548\u8fd0\u884c\u3002<\/li>\n<li><strong>\u6a21\u578b\u8bad\u7ec3\u548c\u8c03\u4f18\u96be\u5ea6<\/strong>\uff1a\u591a\u5c42\u7ea7\u4f18\u5316\u95ee\u9898\u4f7f\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u590d\u6742\uff0c\u53c2\u6570\u66f4\u65b0\u548c\u6536\u655b\u96be\u5ea6\u589e\u52a0\uff0c\u5bb9\u6613\u51fa\u73b0\u8bad\u7ec3\u4e0d\u7a33\u5b9a\u6216\u96be\u6536\u655b\u7684\u60c5\u51b5\u3002\u540c\u65f6\uff0c\u6a21\u578b\u6d89\u53ca\u7684\u8d85\u53c2\u6570\u6570\u91cf\u589e\u591a\uff0c\u8c03\u4f18\u8fc7\u7a0b\u66f4\u52a0\u590d\u6742\uff0c\u9700\u8981\u5927\u91cf\u5b9e\u9a8c\u548c\u7ecf\u9a8c\u627e\u5230\u6700\u4f18\u914d\u7f6e\u3002<\/li>\n<li><strong class=\"\">\u53ef\u89e3\u91ca\u6027\u548c\u900f\u660e\u5ea6<\/strong>\uff1aNested Learning \u7684\u591a\u5c42\u7ea7\u7ed3\u6784\u548c\u52a8\u6001\u8c03\u6574\u673a\u5236\u589e\u52a0\u4e86\u6a21\u578b\u7684\u590d\u6742\u6027\uff0c\u4f7f\u7406\u89e3\u5185\u90e8\u5de5\u4f5c\u539f\u7406\u548c\u51b3\u7b56\u8fc7\u7a0b\u53d8\u5f97\u66f4\u52a0\u56f0\u96be\u3002<\/li>\n<li><strong>\u6cdb\u5316\u80fd\u529b<\/strong>\uff1a\u7531\u4e8e\u6a21\u578b\u7ed3\u6784\u590d\u6742\u4e14\u53c2\u6570\u4f17\u591a\uff0cNested Learning \u66f4\u5bb9\u6613\u8fc7\u62df\u5408\uff0c\u5bfc\u81f4\u5728\u65b0\u6570\u636e\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\u4e0d\u8db3\u3002\u9a8c\u8bc1\u6a21\u578b\u5728\u4e0d\u540c\u6570\u636e\u5206\u5e03\u548c\u4efb\u52a1\u4e0a\u7684\u6cdb\u5316\u80fd\u529b\u9700\u8981\u66f4\u591a\u7684\u5b9e\u9a8c\u548c\u9a8c\u8bc1\uff0c\u589e\u52a0\u4e86\u7814\u7a76\u548c\u5f00\u53d1\u7684\u96be\u5ea6\u3002<\/li>\n<li>\u00a0<strong class=\"\">\u5b9e\u9645\u5e94\u7528\u573a\u666f\u7684\u9002\u914d<\/strong>\uff1a\u5728\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u4e0d\u540c\u884c\u4e1a\u5bf9\u6a21\u578b\u7684\u6027\u80fd\u3001\u7a33\u5b9a\u6027\u548c\u5b89\u5168\u6027\u6709\u4e0d\u540c\u7684\u8981\u6c42\uff0cNested Learning \u9700\u8981\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u5176\u5728\u5e94\u7528\u573a\u666f\u4e2d\u7684\u6709\u6548\u6027\u548c\u53ef\u9760\u6027\u3002<\/li>\n<\/ul>\n<h2>Nested Learning\u7684\u53d1\u5c55\u524d\u666f<\/h2>\n<p>Nested Learning\uff08\u5d4c\u5957\u5b66\u4e60\uff09\u4f5c\u4e3a\u521b\u65b0\u7684\u673a\u5668\u5b66\u4e60\u8303\u5f0f\uff0c\u5177\u6709\u5e7f\u9614\u7684\u53d1\u5c55\u524d\u666f\u3002\u901a\u8fc7\u591a\u5c42\u7ea7\u4f18\u5316\u548c\u5206\u5c42\u8bb0\u5fc6\u7ba1\u7406\u673a\u5236\uff0c\u6709\u6548\u89e3\u51b3\u4e86\u4f20\u7edf\u5927\u8bed\u8a00\u6a21\u578b\u7684\u201c\u707e\u96be\u6027\u9057\u5fd8\u201d\u95ee\u9898\uff0c\u663e\u8457\u63d0\u5347\u6a21\u578b\u5728\u957f\u4e0a\u4e0b\u6587\u4efb\u52a1\u548c\u6301\u7eed\u5b66\u4e60\u573a\u666f\u4e2d\u7684\u8868\u73b0\u3002\u8fd9\u79cd\u8303\u5f0f\u5728\u7406\u8bba\u7814\u7a76\u4e2d\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u6f5c\u529b\uff0c\u5728\u8bed\u8a00\u5efa\u6a21\u3001\u5e38\u8bc6\u63a8\u7406\u3001\u591a\u9886\u57df\u9002\u5e94\u7b49\u5b9e\u9645\u5e94\u7528\u4e2d\u53d6\u5f97\u7a81\u7834\u6027\u8fdb\u5c55\u3002\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u6210\u719f\uff0cNested Learning\u6709\u671b\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u4ece\u9759\u6001\u6a21\u578b\u5411\u52a8\u6001\u3001\u81ea\u9002\u5e94\u7684\u667a\u80fd\u7cfb\u7edf\u8f6c\u53d8\uff0c\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u7684\u7ec8\u8eab\u5b66\u4e60\u3001\u590d\u6742\u63a8\u7406\u7b49\u5173\u952e\u96be\u9898\u63d0\u4f9b\u5168\u65b0\u89e3\u51b3\u65b9\u6848\u3002Nested Learning\u5728\u591a\u6a21\u6001\u878d\u5408\u3001\u8de8\u9886\u57df\u5e94\u7528\u53ca\u5bf9\u590d\u6742\u7cfb\u7edf\u7684\u5efa\u6a21\u80fd\u529b\uff0c\u4f7f\u5176\u5728\u667a\u80fd\u5bf9\u8bdd\u3001\u77e5\u8bc6\u56fe\u8c31\u3001\u6559\u80b2\u7b49\u9886\u57df\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\u6f5c\u529b\u3002\u76ee\u524d\u5c81\u9762\u4e34\u8ba1\u7b97\u590d\u6742\u5ea6\u3001\u6a21\u578b\u8bad\u7ec3\u96be\u5ea6\u3001\u53ef\u89e3\u91ca\u6027\u7b49\u6311\u6218\uff0c\u968f\u7740\u786c\u4ef6\u6280\u672f\u7684\u8fdb\u6b65\u3001\u7b97\u6cd5\u7684\u4f18\u5316\u53ca\u8de8\u5b66\u79d1\u7814\u7a76\u7684\u6df1\u5165\uff0cNested Learning\u6709\u671b\u5728\u672a\u6765\u51e0\u5e74\u5185\u5b9e\u73b0\u66f4\u5e7f\u6cdb\u7684\u5e94\u7528\u548c\u66f4\u5927\u7684\u6280\u672f\u7a81\u7834\uff0c\u6210\u4e3a\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u5173\u952e\u529b\u91cf\u4e4b\u4e00\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>Nested Learning\uff08\u5d4c\u5957\u5b66\u4e60\uff09\u662f\u8c37\u6b4c\u63a8\u51fa\u7684\u65b0\u578b\u673a\u5668\u5b66\u4e60\u8303\u5f0f\uff0c\u80fd\u89e3\u51b3\u4f20\u7edf\u5927\u8bed\u8a00\u6a21\u578b\u5728\u6301\u7eed\u5b66\u4e60\u4e2d\u9762\u4e34\u7684\u201c\u707e\u96be\u6027\u9057\u5fd8\u201d\u95ee\u9898\u3002Nested Learning\u5c06\u590d\u6742\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u89c6\u4e3a\u591a\u5c42\u7ea7\u3001\u5d4c\u5957\u7684\u4f18\u5316\u95ee\u9898\u7cfb\u7edf\uff0c\u6bcf\u4e2a\u5c42\u7ea7\u90fd\u6709\u72ec\u7acb\u7684\u4e0a\u4e0b\u6587\u6d41\u548c\u66f4\u65b0\u9891\u7387\u3002\u8fd9\u79cd\u8bbe\u8ba1\u7075\u611f\u6765\u6e90\u4e8e\u4eba\u8111\u7684\u8bb0\u5fc6\u548c\u5b66\u4e60\u673a\u5236\uff0c\u901a\u8fc7\u5206\u5c42\u534f\u4f5c\u5b9e\u73b0\u4fe1\u606f\u7684\u9ad8\u6548\u5904\u7406\u4e0e\u5b58\u50a8\u3002\u57fa\u4e8eNested Learning\u7684\u6a21\u578b\uff08\u5982Hope\uff09\u5728\u8bed\u8a00\u5efa\u6a21\u3001\u957f\u4e0a\u4e0b\u6587\u8bb0\u5fc6\u7ba1\u7406\u7b49\u4efb\u52a1\u4e2d\u8868\u73b0\u4f18\u4e8e\u4f20\u7edfTransformer\u67b6\u6784\uff0c\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u52a8\u6001\u5b66\u4e60\u80fd\u529b\u548c\u957f\u65f6\u8bb0\u5fc6\u7ba1\u7406\u80fd\u529b\u3002Nested Learning\u6838\u5fc3\u521b\u65b0\u5305\u62ec\u6df1\u5ea6\u4f18\u5316\u5668\u3001\u81ea\u6211\u4fee\u6539\u6a21\u578b\u548c\u8fde\u7eed\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u4e3aAI\u7684\u6301\u7eed\u5b66\u4e60\u548c\u52a8\u6001\u77e5\u8bc6\u79ef\u7d2f\u63d0\u4f9b\u65b0\u601d\u8def\uff0c\u6709\u671b\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u4ece\u9759\u6001\u6a21\u578b\u5411\u52a8\u6001\u3001\u81ea\u9002\u5e94\u7684\u667a\u80fd\u7cfb\u7edf\u8f6c\u53d8\u3002 Nested Learning\u662f\u4ec0\u4e48 Nested Learning \u662f\u8c37\u6b4c\u63a8\u51fa\u7684\u65b0\u578b\u673a\u5668\u5b66\u4e60\u8303\u5f0f\uff0c\u5c06\u6a21\u578b\u89c6\u4e3a\u591a\u5c42\u7ea7\u3001\u5d4c\u5957\u7684\u4f18\u5316\u95ee\u9898\uff0c\u6bcf\u4e2a\u5c42\u7ea7\u62e5\u6709\u72ec\u7acb\u7684\u4e0a\u4e0b\u6587\u6d41\u548c\u66f4\u65b0\u9891\u7387\u3002Nested Learning \u501f\u9274\u4eba\u8111\u7684\u8bb0\u5fc6\u673a\u5236\uff0c\u6709\u6548\u7f13\u89e3\u4f20\u7edf\u6a21\u578b\u5728\u6301\u7eed\u5b66\u4e60\u4e2d\u7684\u201c\u707e\u96be\u6027\u9057\u5fd8\u201d\u95ee\u9898\u3002 Nested Learning\u7684\u6280\u672f\u539f\u7406 \u591a\u5c42\u7ea7\u4f18\u5316\u7cfb\u7edf\uff1a \u5d4c\u5957\u4f18\u5316\u95ee\u9898\uff1a\u5c06\u6a21\u578b\u89c6\u4e3a\u4e00\u4e2a\u7531\u591a\u4e2a\u4f18\u5316\u95ee\u9898\u7ec4\u6210\u7684\u7cfb\u7edf\uff0c\u6bcf\u4e2a\u4f18\u5316\u95ee\u9898\u5bf9\u5e94\u6a21\u578b\u4e2d\u7684\u4e00\u4e2a\u5c42\u7ea7\u3002\u5c42\u7ea7\u53ef\u4ee5\u662f\u5e76\u884c\u7684\uff0c\u6216\u662f\u5d4c\u5957\u7684\uff0c\u6bcf\u4e2a\u5c42\u7ea7\u90fd\u6709\u81ea\u5df1\u7684\u4f18\u5316\u76ee\u6807\u548c\u66f4\u65b0\u9891\u7387\u3002 \u4e0a\u4e0b\u6587\u6d41\uff08Context Flow\uff09\uff1a\u6bcf\u4e2a\u4f18\u5316\u95ee\u9898\u90fd\u6709\u81ea\u5df1\u7684\u4e0a\u4e0b\u6587\u6d41\uff0c\u5373\u5c42\u7ea7\u6240\u4f9d\u8d56\u7684\u4fe1\u606f\u96c6\u5408\u3002\u4e0d\u540c\u5c42\u7ea7\u7684\u4e0a\u4e0b\u6587\u6d41\u80fd\u72ec\u7acb\u66f4\u65b0\uff0c\u5b9e\u73b0\u591a\u65f6\u95f4\u5c3a\u5ea6\u7684\u5b66\u4e60\u3002 \u6df1\u5ea6\u4f18\u5316\u5668\uff08Deep Optimizers\uff09\uff1a\u4f20\u7edf\u4f18\u5316\u5668\uff08\u5982Adam\u3001SGD\uff09\u57fa\u4e8e\u7b80\u5355\u7684\u68af\u5ea6\u66f4\u65b0\u89c4\u5219\uff0c\u7f3a\u4e4f\u5bf9\u68af\u5ea6\u53d8\u5316\u7684\u8bb0\u5fc6\u548c\u9884\u5224\u80fd\u529b\u3002Nested Learning\u5f15\u5165\u6df1\u5ea6\u4f18\u5316\u5668\uff0c\u901a\u8fc7\u9884\u5904\u7406\u673a\u5236\u548cMLP\u795e\u7ecf\u7f51\u7edc\u5b58\u50a8\u548c\u9884\u6d4b\u68af\u5ea6\u53d8\u5316\uff0c\u80fd\u66f4\u7075\u6d3b\u5730\u8c03\u6574\u53c2\u6570\u3002 \u8fde\u7eed\u8bb0\u5fc6\u7cfb\u7edf\uff08Continuum Memory System, 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