{"id":6535,"date":"2025-11-25T11:44:30","date_gmt":"2025-11-25T03:44:30","guid":{"rendered":"https:\/\/nullthought.net\/?p=6535"},"modified":"2025-12-01T17:28:43","modified_gmt":"2025-12-01T09:28:43","slug":"%e6%96%b0%e5%9e%8b%e6%a8%a1%e5%9e%8b%e6%9e%b6%e6%9e%84hope%ef%bc%9a%e5%9c%a8%e6%8e%a8%e7%90%86%e5%92%8c%e4%bd%bf%e7%94%a8%e8%bf%87%e7%a8%8b%e4%b8%ad%e4%b9%9f%e4%bc%9a%e6%9b%b4%e6%96%b0%e8%ae%b0","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=6535","title":{"rendered":"\u65b0\u578b\u6a21\u578b\u67b6\u6784HOPE\uff1a\u57fa\u4e8e\u5d4c\u5957\u5b66\u4e60\uff08Nested Learning\uff09\uff0c\u5728\u63a8\u7406\u548c\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u4e5f\u4f1a\u66f4\u65b0\u8bb0\u5fc6"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u5bf9\u4e8e\u201c\u6df1\u5ea6\u5b66\u4e60\u201d\uff0c\u5f88\u591a\u201c\u6df1\u5ea6\u201d\u5176\u5b9e\u662f\u4e00\u79cd\u9519\u89c9\uff1a\u8868\u9762\u4e0a\u662f\u7f51\u7edc\u591a\u4e86\u5f88\u591a\u5c42\u3001\u53c2\u6570\u548c\u7b97\u529b\uff0c\u4f46\u771f\u6b63\u51b3\u5b9a\u6a21\u578b\u80fd\u529b\u7684\uff0c\u7ecf\u5e38\u662f<strong>\u5b83\u5185\u90e8\u6709\u591a\u5c11\u5c42\u201c\u5b66\u4e60\u8fc7\u7a0b\u201d\u548c\u201c\u8bb0\u5fc6\u7cfb\u7edf\u201d<\/strong>\uff0c\u800c\u4e0d\u53ea\u662f\u5806\u4e86\u51e0\u5c42\u7f51\u7edc\u3002\u56e0\u6b64\uff0c\u8bba\u6587<strong><a href=\"https:\/\/abehrouz.github.io\/files\/NL.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Nested Learning: The Illusion of Deep Learning Architectures<\/a><\/strong>\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u603b\u6846\u67b6\u2014\u2014<strong>\u201c\u5d4c\u5957\u5b66\u4e60\u201d<\/strong>\uff0c\u7528\u6765\u91cd\u65b0\u89e3\u91ca\u795e\u7ecf\u7f51\u7edc\u3001\u4f18\u5316\u5668\u3001\u5927\u6a21\u578b\u7684\u672c\u8d28\uff0c\u5e76\u636e\u6b64\u8bbe\u8ba1\u4e86\u4e00\u79cd\u65b0\u7684\u5e8f\u5217\u6a21\u578b HOPE\u3002<\/p>\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=\"\u57fa\u4e8e\u5d4c\u5957\u5b66\u4e60\uff08Nested Learning\uff09\u7684\u65b0\u578b\u6a21\u578b\u67b6\u6784HOPE\uff0c\u53ef\u5728\u63a8\u7406\u548c\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u66f4\u65b0\u8bb0\u5fc6\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/qjPOplbFMKU?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><figcaption class=\"wp-element-caption\">\u57fa\u4e8e\u5d4c\u5957\u5b66\u4e60\uff08Nested Learning\uff09\u7684\u65b0\u578b\u6a21\u578b\u67b6\u6784HOPE\uff0c\u53ef\u5728\u63a8\u7406\u548c\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u66f4\u65b0\u8bb0\u5fc6<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bba\u6587\u4f5c\u8005\u4e3aAli Behrouz, Meisam Razaviyayn, Peiling Zhong, Vahab Mirrokni\uff0c\u5747\u6765\u81eaGoogle Research\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u3001\u95ee\u9898\u51fa\u5728\u54ea\u513f\uff1a\u5806\u5c42\u4e0d\u7b49\u4e8e\u771f\u6b63\u7684\u201c\u6df1\u201d<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f20\u7edf\u89c2\u70b9\u89c9\u5f97\uff1a\u5c42\u591a\u3001\u53c2\u6570\u591a\uff0c\u6a21\u578b\u5c31\u201c\u6df1\u201d\u4e86\uff0c\u8868\u8fbe\u80fd\u529b\u5c31\u5f3a\u4e86\u3002<\/li>\n\n\n\n<li>\u4f5c\u8005\u6307\u51fa\uff0c\u5f88\u591a\u60c5\u51b5\u4e0b\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5c42\u6570\u589e\u52a0\u5e76\u6ca1\u6709\u5e26\u6765\u771f\u6b63\u66f4\u590d\u6742\u7684\u8ba1\u7b97\u672c\u8d28\uff1b<\/li>\n\n\n\n<li>\u771f\u6b63\u74f6\u9888\u5f80\u5f80\u662f\u4f18\u5316\u7b97\u6cd5\u548c\u8bad\u7ec3\u65b9\u5f0f\uff0c\u800c\u4e0d\u662f\u4f60\u591a\u52a0\u4e86\u51e0\u5c42\uff1b<\/li>\n\n\n\n<li>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u73b0\u6709\u6a21\u578b\u5728\u201c\u6301\u7eed\u5b66\u4e60\u3001\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1\u3001\u957f\u671f\u8bb0\u5fc6\u65b0\u77e5\u8bc6\u201d\u65b9\u9762\u8868\u73b0\u5f88\u5f31\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4f5c\u8005\u7528\u201c\u524d\u5411\u6027\u9057\u5fd8\u201d\u6765\u6253\u6bd4\u65b9\uff1a\u5927\u6a21\u578b\u53ef\u4ee5\u4fdd\u7559\u9884\u8bad\u7ec3\u65f6\u7684\u65e7\u77e5\u8bc6\uff0c\u4f46<strong>\u5f88\u96be\u628a\u63a8\u7406\u65f6\u7684\u65b0\u4fe1\u606f\uff0c\u5199\u5165\u957f\u671f\u8bb0\u5fc6<\/strong>\uff0c\u5c31\u50cf\u53ea\u6d3b\u5728\u6eda\u52a8\u7684\u4e0a\u4e0b\u6587\u91cc\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e8c\u3001\u6838\u5fc3\u89c6\u89d2\uff1a\u4e00\u5207\u90fd\u662f\u201c\u8bb0\u5fc6\u7cfb\u7edf\u5728\u5b66\u4e60\u5982\u4f55\u538b\u7f29\u4e0a\u4e0b\u6587\u201d<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f5c\u8005\u63d0\u51fa\uff1a\u65e0\u8bba\u662f\u6ce8\u610f\u529b\u3001RNN \u72b6\u6001\u3001\u4f18\u5316\u5668\u91cc\u7684\u52a8\u91cf\u9879\uff0c\u8fd8\u662f\u8bad\u7ec3\u672c\u8eab\uff0c\u90fd\u53ef\u4ee5\u770b\u6210\u67d0\u79cd\u201c\u8054\u60f3\u8bb0\u5fc6\u201d\uff1a\n<ul class=\"wp-block-list\">\n<li>\u8f93\u5165\u7684\u662f\u201c\u5f53\u524d\u7684\u4e0a\u4e0b\u6587\u201d\uff08\u6570\u636e\u3001\u68af\u5ea6\u3001\u9690\u72b6\u6001\u7b49\uff09\uff1b<\/li>\n\n\n\n<li>\u8f93\u51fa\u7684\u662f\u201c\u5bf9\u672a\u6765\u6709\u7528\u7684\u4e1c\u897f\u201d\uff08\u53c2\u6570\u66f4\u65b0\u65b9\u5411\u3001\u72b6\u6001\u66f4\u65b0\u3001\u9884\u6d4b\u7b49\uff09\uff1b<\/li>\n\n\n\n<li>\u672c\u8d28\u4e0a\u90fd\u662f\u5728<strong>\u628a\u8fc7\u53bb\u7684\u7ecf\u9a8c\u538b\u7f29\u6210\u4e00\u4e2a\u6709\u9650\u5bb9\u91cf\u7684\u8bb0\u5fc6\u7ed3\u6784<\/strong>\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4e8e\u662f\u53ef\u4ee5\u628a\u4e00\u4e2a\u5927\u6a21\u578b\u62c6\u6210\u5f88\u591a\u201c\u5b66\u4e60\u6a21\u5757\u201d\uff1a\n<ul class=\"wp-block-list\">\n<li>\u6bcf\u4e2a\u6a21\u5757\u6709\u81ea\u5df1\u7684\u8bb0\u5fc6\u3001\u81ea\u5df1\u7684\u5c0f\u76ee\u6807\u548c\u66f4\u65b0\u89c4\u5219\uff1b<\/li>\n\n\n\n<li>\u5b83\u4eec\u4e4b\u95f4\u5b58\u5728\u201c\u8c01\u4f9d\u8d56\u8c01\u3001\u8c01\u66f4\u65b0\u5f97\u66f4\u9891\u7e41\u201d\u7684\u5c42\u7ea7\u5173\u7cfb\uff1b<\/li>\n\n\n\n<li>\u6574\u4e2a\u7cfb\u7edf\u5c31\u53d8\u6210\u4e86\u4e00\u4e2a<strong>\u5c42\u5c42\u5d4c\u5957\u7684\u5b66\u4e60\u8fc7\u7a0b<\/strong>\uff0c\u800c\u4e0d\u662f\u5355\u4e00\u7684\u4e00\u6b21\u8bad\u7ec3\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e09\u3001\u4f18\u5316\u5668\u7684\u65b0\u89e3\u91ca\uff1a\u5176\u5b9e\u4e5f\u662f\u201c\u53ef\u5b66\u4e60\u7684\u8bb0\u5fc6\u6a21\u5757\u201d<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ee5\u5e26\u52a8\u91cf\u7684\u68af\u5ea6\u4e0b\u964d\u4e3a\u4f8b\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4e00\u822c\u6211\u4eec\u53ea\u628a\u5b83\u770b\u6210\u201c\u5e73\u6ed1\u68af\u5ea6\u201d\u7684\u6280\u5de7\uff1b<\/li>\n\n\n\n<li>\u5728\u8bba\u6587\u89c6\u89d2\u4e0b\uff0c\u52a8\u91cf\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u201c\u4e13\u95e8\u8bb0\u4f4f\u8fc7\u53bb\u68af\u5ea6\u201d\u7684\u8bb0\u5fc6\u7cfb\u7edf\uff0c\u5b83\u5728\u4e0d\u65ad\u5b66\u4e60\u201c\u8fc7\u53bb\u7684\u68af\u5ea6\u6a21\u5f0f\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>Adam \u7b49\u9ad8\u7ea7\u4f18\u5316\u5668\uff0c\u5219\u662f\u66f4\u590d\u6742\u7684\u8bb0\u5fc6\u7cfb\u7edf\uff1a\u4e0d\u4ec5\u8bb0\u4f4f\u5e73\u5747\u68af\u5ea6\uff0c\u8fd8\u8bb0\u4f4f\u68af\u5ea6\u7684\u5927\u81f4\u5206\u5e03\u3002<\/li>\n\n\n\n<li>\u57fa\u4e8e\u8fd9\u4e2a\u7edf\u4e00\u89c6\u89d2\uff0c\u4f5c\u8005\u8fdb\u4e00\u6b65\u63d0\u51fa\uff1a\n<ul class=\"wp-block-list\">\n<li>\u53ef\u4ee5\u8ba9\u8fd9\u4e9b\u201c\u52a8\u91cf\u3001\u4e8c\u9636\u4fe1\u606f\u201d\u7b49\u8bb0\u5fc6\uff0c\u4e0d\u518d\u53ea\u662f\u7b80\u5355\u52a0\u52a0\u51cf\u51cf\uff0c\u800c\u662f\u7531\u5c0f\u795e\u7ecf\u7f51\u7edc\u6765\u5b66\u4e60\u66f4\u806a\u660e\u7684\u66f4\u65b0\u65b9\u5f0f\uff1b<\/li>\n\n\n\n<li>\u751a\u81f3\u53ef\u4ee5\u7ed9\u4f18\u5316\u5668\u8bbe\u8ba1\u66f4\u5408\u7406\u7684\u5185\u90e8\u76ee\u6807\uff0c\u8ba9\u5b83\u5b66\u4f1a\u5728\u6709\u9650\u5bb9\u91cf\u4e0b\u201c\u600e\u4e48\u8bb0\u624d\u66f4\u6709\u7528\u201d\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u56db\u3001\u4ece\u8bb0\u5fc6\u8fde\u7eed\u4f53\u5230 HOPE \u6a21\u578b<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f5c\u8005\u63d0\u51fa\u4e00\u4e2a\u53eb\u201c\u8fde\u7eed\u8bb0\u5fc6\u7cfb\u7edf\u201d\u7684\u6982\u5ff5\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4e0d\u518d\u53ea\u8bf4\u201c\u77ed\u671f\u8bb0\u5fc6\u201d\u548c\u201c\u957f\u671f\u8bb0\u5fc6\u201d\u4e24\u6863\uff0c\u800c\u662f\u8bbe\u8ba1\u4e00\u4e32\u8bb0\u5fc6\u6a21\u5757\uff1b<\/li>\n\n\n\n<li>\u6709\u7684\u66f4\u65b0\u5f88\u9891\u7e41\uff0c\u53ea\u8bb0\u4f4f\u6700\u8fd1\u7684\u7ec6\u8282\uff08\u7c7b\u4f3c\u5de5\u4f5c\u8bb0\u5fc6\uff09\uff1b<\/li>\n\n\n\n<li>\u6709\u7684\u66f4\u65b0\u5f88\u6162\uff0c\u8d1f\u8d23\u6c89\u6dc0\u66f4\u62bd\u8c61\u3001\u66f4\u7a33\u5b9a\u7684\u77e5\u8bc6\uff08\u7c7b\u4f3c\u957f\u671f\u8bb0\u5fc6\uff09\uff1b<\/li>\n\n\n\n<li>\u5b83\u4eec\u6309\u4e0d\u540c\u65f6\u95f4\u5c3a\u5ea6\u4e00\u8d77\u5de5\u4f5c\uff0c\u5f62\u6210\u4e00\u4e2a<strong>\u8bb0\u5fc6\u8fde\u7eed\u4f53<\/strong>\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u4f5c\u8005\u6784\u9020\u4e86\u4e00\u4e2a\u65b0\u7684\u5e8f\u5217\u6a21\u578b\u67b6\u6784\uff0c\u53eb <strong>HOPE<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u6a21\u578b\u4e0d\u4ec5\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u5b66\u4e60\u53c2\u6570\uff1b<\/li>\n\n\n\n<li>\u5728\u63a8\u7406\u548c\u4f7f\u7528\u8fc7\u7a0b\u4e2d\uff0c\u4e5f\u4f1a\u6309\u4e0d\u540c\u9891\u7387\u4e0d\u65ad\u66f4\u65b0\u5185\u90e8\u7684\u591a\u4e2a\u8bb0\u5fc6\u5c42\uff1b<\/li>\n\n\n\n<li>\u67d0\u4e9b\u6a21\u5757\u751a\u81f3\u53ef\u4ee5\u201c\u5b66\u4e60\u5982\u4f55\u4fee\u6539\u81ea\u5df1\u7684\u6743\u91cd\u201d\uff0c\u5c5e\u4e8e\u81ea\u6211\u4fee\u6539\u578b\u6a21\u578b\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u548c\u4f20\u7edf Transformer \u7684\u5bf9\u6bd4\u53ef\u4ee5\u7b80\u5355\u7406\u89e3\u4e3a\uff1a\n<ul 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