{"id":1072599,"date":"2023-07-26T22:36:00","date_gmt":"2023-07-27T05:36:00","guid":{"rendered":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/?post_type=msr-blog-post&#038;p=1072599"},"modified":"2024-09-25T03:53:16","modified_gmt":"2024-09-25T10:53:16","slug":"icml-2023","status":"publish","type":"msr-blog-post","link":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/articles\/icml-2023\/","title":{"rendered":"ICML 2023 | \u62d3\u5c55\u673a\u5668\u5b66\u4e60\u7684\u8fb9\u754c"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1a\u5982\u4eca\uff0c\u673a\u5668\u5b66\u4e60\u5df2\u6210\u4e3a\u4eba\u7c7b\u672a\u6765\u53d1\u5c55\u7684\u7126\u70b9\u9886\u57df\uff0c\u5982\u4f55\u8fdb\u4e00\u6b65\u62d3\u5c55\u673a\u5668\u5b66\u4e60\u6280\u672f\u548c\u7406\u8bba\u7684\u8fb9\u754c\uff0c\u662f\u4e00\u4e2a\u6781\u5bcc\u6311\u6218\u6027\u7684\u91cd\u8981\u8bdd\u9898\u30027\u670823\u65e5\u81f329\u65e5\uff0c\u7b2c\u56db\u5341\u5c4a\u56fd\u9645\u673a\u5668\u5b66\u4e60\u5927\u4f1a ICML 2023 \u5728\u7f8e\u56fd\u590f\u5a01\u5937\u4e3e\u884c\u3002\u8be5\u5927\u4f1a\u662f\u7531\u56fd\u9645\u673a\u5668\u5b66\u4e60\u5b66\u4f1a\uff08IMLS\uff09\u4e3b\u529e\u7684\u5e74\u5ea6\u673a\u5668\u5b66\u4e60\u56fd\u9645\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae\uff0c\u65e8\u5728\u63a8\u52a8\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u5b66\u672f\u8fdb\u6b65\u3002\u5728 ICML 2023 \u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u6709\u591a\u7bc7\u8bba\u6587\u5165\u9009\uff0c\u4eca\u5929\u6211\u4eec\u5c06\u4e3a\u5927\u5bb6\u7b80\u8981\u4ecb\u7ecd\u5176\u4e2d\u76845\u7bc7\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u56de\u8def\u795e\u7ecf\u7f51\u7edc-\u4e00\u79cd\u5b9e\u73b0\u591a\u79cd\u795e\u7ecf\u56de\u8def\u6a21\u5f0f\u7684\u901a\u7528\u795e\u7ecf\u7f51\u7edc\">\u56de\u8def\u795e\u7ecf\u7f51\u7edc\uff1a\u4e00\u79cd\u5b9e\u73b0\u591a\u79cd\u795e\u7ecf\u56de\u8def\u6a21\u5f0f\u7684\u901a\u7528\u795e\u7ecf\u7f51\u7edc<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"850\" height=\"236\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-1.png\" alt=\"paper screenshot\" class=\"wp-image-1072854\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-1.png 850w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-1-300x83.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-1-768x213.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-1-240x67.png 240w\" sizes=\"auto, (max-width: 850px) 100vw, 850px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=Fl9q5z40e3<\/p>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\uff08Artificial Neural Network, ANN\uff09\u5728\u591a\u4e2a\u9886\u57df\u53d6\u5f97\u4e86\u5de8\u5927\u7684\u6210\u529f\uff0c\u8fd9\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5f52\u529f\u4e8e\u5176\u5bf9\u4eba\u8111\u7ed3\u6784\u7684\u6a21\u4eff\u3002\u7136\u800c\uff0c\u6700\u8fd1\u7684\u795e\u7ecf\u79d1\u5b66\u8fdb\u5c55\u63ed\u793a\uff0c\u795e\u7ecf\u5143\u4e4b\u95f4\u5b9e\u9645\u4e0a\u662f\u901a\u8fc7\u591a\u79cd\u591a\u6837\u7684\u8fde\u63a5\u6a21\u5f0f\u76f8\u4e92\u4ea4\u4e92\u6765\u5904\u7406\u4fe1\u606f\u7684\uff0c\u8fd9\u4e9b\u8fde\u63a5\u6a21\u5f0f\u6709\u65f6\u4e5f\u88ab\u79f0\u4f5c\u56de\u8def\u6a21\u5f0f\uff08Circuit Motifs\uff09\u3002\u4f46\u8bb8\u591a\u73b0\u6709\u7684\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u53ea\u80fd\u5728\u5176\u67b6\u6784\u4e2d\u6a21\u62df\u4e00\u79cd\u6216\u4e24\u79cd\u56de\u8def\u6a21\u5f0f\u3002\u4f8b\u5982\uff0c\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u5f88\u597d\u5730\u6a21\u62df\u4e86\u524d\u9988\u56de\u8def\u6a21\u5f0f\uff0c\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u6a21\u62df\u4e86\u795e\u7ecf\u5143\u76f8\u4e92\u8fde\u63a5\u6210\u73af\u7684\u6a21\u5f0f\u3002\u8fd9\u79cd\u5bf9\u4e8e\u4e0d\u540c\u7ed3\u6784\u7684\u6a21\u62df\u5dee\u5f02\u5bfc\u81f4\u4e86\u5b83\u4eec\u5728\u4e0d\u540c\u7c7b\u578b\u7684\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u4e2d\u4f1a\u5b58\u5728\u6027\u80fd\u5dee\u5f02\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"292\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-2-1024x292.png\" 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https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-2.png 1320w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u795e\u7ecf\u5143\u4e4b\u95f4\u7684\u4e0d\u540c\u56de\u8def\u6a21\u5f0f\uff0c\u7eff\u8272\u7684\u795e\u7ecf\u5143\u901a\u8fc7\u9ec4\u8272\u795e\u7ecf\u5143\u4f20\u5165\u7684\u4fe1\u53f7\u66f4\u65b0\u81ea\u8eab\u7684\u72b6\u6001\u3002\u4ece\u5de6\u5f80\u53f3\uff0c\u56db\u79cd\u6a21\u5f0f\u5206\u522b\u662f\u524d\u9988\u6a21\u5f0f\uff0c\u73af\u8def\u6a21\u5f0f\uff0c\u53cd\u9988\u6a21\u5f0f\u548c\u6a2a\u5411\u6a21\u5f0f<\/figcaption><\/figure>\n\n\n\n<p 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\u4e4b\u95f4\u901a\u8fc7\u8f93\u5165\u7aef\u53e3\u548c\u8f93\u51fa\u7aef\u53e3\u7684\u7a00\u758f\u8fde\u63a5\u5b9e\u73b0\u4e86\u591a\u6b21\u4fe1\u53f7\u4f20\u9012\u3002<\/p>\n\n\n\n<p>\u5b9e\u9a8c\u8bc1\u660e\uff0cCircuitNet \u5728\u51fd\u6570\u903c\u8fd1\u3001\u5f3a\u5316\u5b66\u4e60\u3001\u56fe\u50cf\u5206\u7c7b\u548c\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u7b49\u4efb\u52a1\u4e2d\u5747\u4f18\u4e8e\u6d41\u884c\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u3002CircuitNet \u4e0d\u4ec5\u63d0\u4f9b\u4e86\u66f4\u597d\u7684\u6027\u80fd\u548c\u7075\u6d3b\u6027\uff0c\u8fd8\u4e3a\u89e3\u51b3\u590d\u6742\u7684\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u548c\u8ba4\u77e5\u6a21\u578b\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5e26\u6982\u7387\u6fc0\u53d1\u81c2\u7684\u4e0a\u4e0b\u6587\u7ec4\u5408\u591a\u81c2\u8001\u864e\u673a\u95ee\u9898\">\u5e26\u6982\u7387\u6fc0\u53d1\u81c2\u7684\u4e0a\u4e0b\u6587\u7ec4\u5408\u591a\u81c2\u8001\u864e\u673a\u95ee\u9898<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"760\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-4-1024x760.png\" alt=\"paper screenshot\" class=\"wp-image-1072863\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-4-1024x760.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-4-300x223.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-4-768x570.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-4-80x60.png 80w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-4-240x178.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-4.png 1126w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2303.17110<\/p>\n\n\n\n<p>\u5c06\u4f20\u7edf\u7684\u7ec4\u5408\u4f18\u5316\u548c\u5728\u7ebf\u5b66\u4e60\u76f8\u7ed3\u5408\u7684\u7ec4\u5408\u591a\u81c2\u8001\u864e\u673a\uff08combinatorial multi-armed bandit\uff09\u662f\u901a\u8fc7\u5728\u7ebf\u53cd\u9988\u673a\u5236\u6765\u4e0d\u65ad\u6539\u8fdb\u6a21\u578b\u4f18\u5316\u6548\u679c\u7684\u3002\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u4e0a\u4e0b\u6587\u7ec4\u5408\u591a\u81c2\u8001\u864e\u673a\u6a21\u578b C^2MAB-T\uff0c\u5b83\u7ed3\u5408\u4e86\u4e0a\u4e0b\u6587\u4fe1\u606f\u548c\u6982\u7387\u6fc0\u6d3b\u6a21\u578b\uff0c\u5e76\u57fa\u4e8e\u7b80\u5355\u800c\u6709\u6548\u7684\u7ebf\u6027\u7ed3\u6784\u5047\u8bbe\uff0c\u5b9e\u73b0\u4e86\u66f4\u597d\u7684\u53ef\u6269\u5c55\u6027\u3002\u8be5\u6a21\u578b\u9002\u7528\u4e8e\u5927\u89c4\u6a21\u63a8\u8350\u7cfb\u7edf\u3001\u5728\u7ebf\u5e7f\u544a\u3001\u793e\u4ea4\u7f51\u7edc\u3001\u65e0\u7ebf\u7f51\u7edc\u7b49\u591a\u4e2a\u9886\u57df\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9 C^2MAB-T\uff0c\u7814\u7a76\u5458\u4eec\u5728\u591a\u79cd\u5149\u6ed1\u6761\u4ef6\u4e0b\u8bbe\u8ba1\u4e86\u76f8\u5e94\u7684\u7b97\u6cd5\u5e76\u8fdb\u884c\u4e86\u7406\u8bba\u5206\u6790\u3002\u5728\u6982\u7387\u6fc0\u6d3b\u8c03\u8282\uff08TPM\uff09\u6761\u4ef6\u4e0b\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 C^2-UCB-T \u7b97\u6cd5\uff0c\u6d88\u9664\u4e86\u6f5c\u5728\u7684\u6307\u6570\u7ea7\u5927\u56e0\u5b50 1\/p \u5bf9\u7b97\u6cd5\u6027\u80fd\u7684\u5f71\u54cd\uff0c\u5176\u4e2dp\u8868\u793a\u7684\u662f\u4efb\u4f55\u81c2\u88ab\u89e6\u53d1\u7684\u6700\u5c0f\u6b63\u6982\u7387\u3002\u5728\u6982\u7387\u6fc0\u6d3b\u65b9\u5dee\u8c03\u8282\uff08TPVM\uff09\u6761\u4ef6\u4e0b\uff0c\u7814\u7a76\u5458\u4eec\u8fdb\u4e00\u6b65\u63d0\u51fa\u4e86 VAC^2-UCB \u7b97\u6cd5\uff0c\u5b9e\u73b0\u4e86\u6bcf\u4e2a\u65f6\u523b\u6fc0\u6d3b\u7684\u81c2\u6570K\u5bf9\u7b97\u6cd5\u6027\u80fd\u5f71\u54cd\u7684\u66f4\u597d\u63a7\u5236\uff0c\u4f7f\u5176\u4ece O(K) \u964d\u4f4e\u4e3a O(log K)\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u6587\u4e2d\u7684\u5206\u6790\u6280\u672f\u548c\u65b9\u5dee\u81ea\u9002\u5e94\u7b97\u6cd5\u4e5f\u540c\u6837\u9002\u7528\u4e8e CMAB-T \u548c C^2MAB\uff0c\u5e76\u4e14\u6539\u8fdb\u4e86\u73b0\u6709\u7b97\u6cd5\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>C^2MAB-T \u6a21\u578b\u901a\u8fc7\u4eff\u771f\u5b9e\u9a8c\u5728\u63a8\u8350\u7cfb\u7edf\u573a\u666f\u4e2d\u9a8c\u8bc1\u4e86\u7b97\u6cd5\u7684\u6027\u80fd\u3002\u76f8\u8f83\u4e8e\u4e24\u7ec4\u73b0\u6709\u7b97\u6cd5\uff0cC^2MAB-T \u7684\u7b97\u6cd5\u5206\u522b\u83b7\u5f97\u4e8625%\u548c45%\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"390\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-5-1024x390.png\" alt=\"\u56fe3\uff1a\u57fa\u4e8e MovieLens-1M \u6570\u636e\u96c6\u7684\u5b9e\u9a8c\u8868\u660e\uff0cVAC^2-UCB\uff08\u84dd\u8272\uff09\u5728\u6027\u80fd\u4e0a\u8d85\u8fc7\u4e86 C^3-UCB [Li et al., ICML'16]\uff08\u7ea2\u8272\uff09\u548c\u53e6\u4e00\u4e2a\u65b9\u5dee\u611f\u77e5\u7b97\u6cd5 CascadeWOFUL [Vial et al., NeurIPS'22\uff08\u7eff\u8272\uff09]\uff0c\u5206\u522b\u51cf\u5c11\u4e8645%\u548c25%\u7b97\u6cd5\u635f\u5931\uff08regret\uff09\u3002\" class=\"wp-image-1072866\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-5-1024x390.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-5-300x114.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-5-768x293.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-5-1536x585.png 1536w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-5-2048x780.png 2048w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-5-240x91.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a\u57fa\u4e8e MovieLens-1M \u6570\u636e\u96c6\u7684\u5b9e\u9a8c\u8868\u660e\uff0cVAC^2-UCB\uff08\u84dd\u8272\uff09\u5728\u6027\u80fd\u4e0a\u8d85\u8fc7\u4e86 C^3-UCB [Li et al., ICML&#8217;16]\uff08\u7ea2\u8272\uff09\u548c\u53e6\u4e00\u4e2a\u65b9\u5dee\u611f\u77e5\u7b97\u6cd5 CascadeWOFUL [Vial et al., NeurIPS&#8217;22\uff08\u7eff\u8272\uff09]\uff0c\u5206\u522b\u51cf\u5c11\u4e8645%\u548c25%\u7b97\u6cd5\u635f\u5931\uff08regret\uff09\u3002<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45597\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"magneto-\u4e00\u79cd\u57fa\u7840\u7684transformer\u6a21\u578b\u67b6\u6784\">Magneto\uff1a\u4e00\u79cd\u57fa\u7840\u7684Transformer\u6a21\u578b\u67b6\u6784<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"230\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-6-1024x230.png\" alt=\"paper screenshot\" class=\"wp-image-1072869\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-6-1024x230.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-6-300x68.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-6-768x173.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-6-240x54.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-6.png 1040w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=oeAhgeKFEw<\/p>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u4eba\u4eec\u9646\u7eed\u89c1\u8bc1\u4e86\u8bed\u8a00\u3001\u89c6\u89c9\u3001\u8bed\u97f3\u4ee5\u53ca\u591a\u6a21\u6001\u7b49\u9886\u57df\u4e2d\u6a21\u578b\u67b6\u6784\u7684\u5927\u878d\u5408\u3002\u4ece\u81ea\u7136\u8bed\u8a00\u5904\u7406\u5f00\u59cb\uff0cTransformers \u5df2\u7ecf\u5e7f\u6cdb\u4f5c\u4e3a\u89c6\u89c9\u3001\u8bed\u97f3\u4ee5\u53ca\u591a\u6a21\u6001\u5728\u5185\u7684\u5404\u9886\u57df\u9aa8\u5e72\u7f51\u7edc\u3002\u7136\u800c\uff0c\u5c3d\u7ba1\u90fd\u4f7f\u7528\u540c\u6837\u7684\u540d\u5b57\u201cTransformers\u201d\uff0c\u4f46\u5b83\u4eec\u7684\u5b9e\u73b0\u5728\u4e0d\u540c\u4efb\u52a1\u4e2d\u5b58\u5728\u7740\u663e\u8457\u5dee\u5f02\u3002\u5728\u591a\u6a21\u6001\u6a21\u578b\u7684\u9884\u8bad\u7ec3\u4e2d\uff0c\u5bf9\u4e8e\u4e0d\u540c\u7684\u8f93\u5165\u6a21\u6001\uff0c\u6700\u4f18\u7684 Transformer \u53d8\u4f53\u901a\u5e38\u662f\u4e0d\u540c\u7684\u3002\u56fe4\u603b\u7ed3\u4e86\u5728\u5404\u4efb\u52a1\u4e0a\u5e7f\u6cdb\u4f7f\u7528\u7684\u5148\u8fdb\u6a21\u578b\u7684\u67b6\u6784\u3002\u89c6\u89c9\u9884\u8bad\u7ec3\u5f80\u5f80\u4f7f\u7528 Pre-LayerNorm \u7684 Transformers\uff0c\u800c\u63a9\u7801\u8bed\u8a00\u5efa\u6a21\u548c\u673a\u5668\u7ffb\u8bd1\u5219\u4f7f\u7528 Post-LayerNorm \u4ee5\u53d6\u5f97\u66f4\u597d\u7684\u6027\u80fd\u3002\u4ee5\u89c6\u89c9-\u8bed\u8a00\u9884\u8bad\u7ec3\u4e3a\u4f8b\uff0c\u5bf9\u4e8e\u89c6\u89c9\u7f16\u7801\u6765\u8bf4\uff0c\u4f7f\u7528 Post-LayerNorm \u662f\u6b21\u4f18\u7684\uff0c\u800c\u5bf9\u4e8e\u8bed\u8a00\u4efb\u52a1\u6765\u8bf4\uff0c\u4f7f\u7528 Pre-LayerNorm \u5219\u662f\u6b21\u4f18\u7684\u3002\u771f\u6b63\u7684\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u9700\u8981\u4e00\u4e2a\u5728\u5404\u79cd\u4efb\u52a1\u548c\u6a21\u6001\u4e0b\u90fd\u80fd\u8868\u73b0\u826f\u597d\u7684\u7edf\u4e00\u67b6\u6784\u3002\u53e6\u5916\uff0c\u5927\u89c4\u6a21 Transformer \u6a21\u578b\u8bad\u7ec3\u96be\u3001\u6613\u5d29\u6e83\uff0c\u9700\u8981\u4ed8\u51fa\u5de8\u5927\u7684\u6210\u672c\u6765\u8c03\u6574\u8d85\u53c2\u6570\u6216\u76d1\u7763\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"851\" height=\"556\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-7.png\" alt=\"\u56fe4\uff1a\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u7684 Magneto \u5728\u8bed\u8a00\u3001\u8bed\u97f3\u3001\u89c6\u89c9\u548c\u591a\u6a21\u6001\u4efb\u52a1\u4e0a\u6bd4\u4e4b\u524d\u6700\u5148\u8fdb\u7684\u9aa8\u5e72\u7f51\u8868\u73b0\u66f4\u597d\u3002\" class=\"wp-image-1072872\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-7.png 851w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-7-300x196.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-7-768x502.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-7-240x157.png 240w\" sizes=\"auto, (max-width: 851px) 100vw, 851px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1a\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u7684 Magneto \u5728\u8bed\u8a00\u3001\u8bed\u97f3\u3001\u89c6\u89c9\u548c\u591a\u6a21\u6001\u4efb\u52a1\u4e0a\u6bd4\u4e4b\u524d\u6700\u5148\u8fdb\u7684\u9aa8\u5e72\u7f51\u8868\u73b0\u66f4\u597d\u3002<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45599\"><\/p>\n\n\n\n<p>\u7531\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u547c\u5401\u53d1\u5c55\u201cFoundation Transformers\u201d\u4ee5\u5b9e\u73b0\u771f\u6b63\u7684\u901a\u7528\u5efa\u6a21\uff0c\u8fdb\u800c\u63d0\u51fa\u4e86 Magneto\u3002\u56fe5\u5c55\u793a\u4e86 Magneto \u7684\u4f2a\u4ee3\u7801\u548c\u4e0d\u540c\u67b6\u6784\u4e0b\u7684\u793a\u610f\u56fe\u3002\u53ef\u4ee5\u770b\u5230\uff0cMagneto \u5f15\u5165\u4e86 Sub-LayerNorm\uff0c\u5e76\u5728\u6bcf\u4e2a\u5b50\u5c42\u4e2d\u589e\u52a0\u4e86\u4e00\u4e2a\u989d\u5916\u7684\u5c42\u5f52\u4e00\u5316\u6765\u51cf\u7f13\u9884\u8bad\u7ec3\u4e2d\u906d\u9047\u7684\u6fc0\u6d3b\u7206\u70b8\u3002\u6b64\u5916\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u62d3\u5c55\u4e86 DeepNet \u5bf9\u4e8e\u8bad\u7ec3\u7a33\u5b9a\u6027\u7684\u5206\u6790\u6846\u67b6\uff0c\u4e3a Magneto \u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u521d\u59cb\u5316\u65b9\u6cd5\uff0c\u4ece\u7406\u8bba\u4e0a\u4fdd\u8bc1\u6df1\u5c42\u6a21\u578b\u8bad\u7ec3\u7684\u7a33\u5b9a\uff0c\u4f7f\u5f97 Magneto \u53ef\u4ee5\u65e0\u75db\u5730\u8fdb\u884c\u6269\u5c55\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"592\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-8-1024x592.png\" alt=\"\u56fe5\uff1a\u5de6\u4e0a\uff1aSub-LN \u7684\u4f2a\u4ee3\u7801\u3002\u8fd9\u91cc\u4ee5 Xavier \u521d\u59cb\u5316\u4e3a\u4f8b\uff0c\u53ef\u4ee5\u7528\u5176\u4ed6\u6807\u51c6\u521d\u59cb\u5316\u65b9\u6cd5\u66ff\u4ee3\u3002\u03b3 \u662f\u4e00\u4e2a\u5e38\u6570\u3002\u53f3\u4e0a\uff1a\u4e0d\u540c\u67b6\u6784\uff08N \u5c42\u7f16\u7801\u5668\uff0cM \u5c42\u89e3\u7801\u5668\uff09\u7684 \u03b3 \u503c\u3002\u5e95\u90e8\uff1a\u4e0d\u540c\u67b6\u6784\u4e0b\u7684 Sub-LN\u3002\" class=\"wp-image-1072875\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-8-1024x592.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-8-300x173.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-8-768x444.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-8-1536x888.png 1536w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-8-240x139.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-8.png 1548w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1a\u5de6\u4e0a\uff1aSub-LN \u7684\u4f2a\u4ee3\u7801\u3002\u8fd9\u91cc\u4ee5 Xavier \u521d\u59cb\u5316\u4e3a\u4f8b\uff0c\u53ef\u4ee5\u7528\u5176\u4ed6\u6807\u51c6\u521d\u59cb\u5316\u65b9\u6cd5\u66ff\u4ee3\u3002\u03b3 \u662f\u4e00\u4e2a\u5e38\u6570\u3002\u53f3\u4e0a\uff1a\u4e0d\u540c\u67b6\u6784\uff08N \u5c42\u7f16\u7801\u5668\uff0cM \u5c42\u89e3\u7801\u5668\uff09\u7684 \u03b3 \u503c\u3002\u5e95\u90e8\uff1a\u4e0d\u540c\u67b6\u6784\u4e0b\u7684 Sub-LN\u3002<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45600\"><\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5728\u5e7f\u6cdb\u7684\u4efb\u52a1\u548c\u6a21\u6001\u4e0a\u8bc4\u4f30\u4e86 Magneto \u7684\u6027\u80fd\uff0c\u5305\u62ec\u63a9\u7801\u8bed\u8a00\u5efa\u6a21\uff08BERT)\u3001\u56e0\u679c\u8bed\u8a00\u5efa\u6a21\uff08GPT\uff09\u3001\u673a\u5668\u7ffb\u8bd1\u3001\u63a9\u7801\u56fe\u50cf\u5efa\u6a21\uff08BEiT\uff09\u3001\u8bed\u97f3\u8bc6\u522b\u548c\u89c6\u89c9-\u8bed\u8a00\u9884\u8bad\u7ec3\uff08BEiT-3\uff09\u3002\u56fe4\u5c55\u793a\u4e86 Magneto \u5728\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\u4e0a\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u5206\u522b\u8bbe\u8ba1\u7684 Transformer \u53d8\u4f53\u3002\u800c\u4e14\uff0cMagneto \u5728\u4f18\u5316\u65b9\u9762\u66f4\u7a33\u5b9a\uff0c\u8fd9\u5c31\u4f7f\u5f97\u4ee5\u66f4\u9ad8\u7684\u5b66\u4e60\u7387\u6765\u63d0\u5347\u4e0b\u6e38\u4efb\u52a1\u6027\u80fd\u7684\u8868\u73b0\u6210\u4e3a\u53ef\u80fd\uff0c\u540c\u65f6\u4e0d\u4f1a\u5bfc\u81f4\u8bad\u7ec3\u5d29\u6e83\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u73af\u5883\u5e72\u6270\u4e0b\u7684\u9c81\u68d2\u60c5\u5883\u5f3a\u5316\u5b66\u4e60\">\u73af\u5883\u5e72\u6270\u4e0b\u7684\u9c81\u68d2\u60c5\u5883\u5f3a\u5316\u5b66\u4e60<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"846\" height=\"201\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-9.png\" alt=\"paper screenshot\" class=\"wp-image-1072878\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-9.png 846w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-9-300x71.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-9-768x182.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-9-240x57.png 240w\" sizes=\"auto, (max-width: 846px) 100vw, 846px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=hGJLN2Ys4c<\/p>\n\n\n\n<p>\u5728\u5f88\u591a\u5b9e\u9645\u7684\u4efb\u52a1\u4e2d\uff0c\u52a8\u6001\u53d8\u5316\u4e14\u4e0d\u53ef\u63a7\u5236\u7684\u73af\u5883\u56e0\u5b50\u5bf9\u51b3\u7b56\u8fc7\u7a0b\u8d77\u7740\u91cd\u8981\u4f5c\u7528\uff0c\u6bd4\u5982\u5e93\u5b58\u7ba1\u7406\u4e2d\u7684\u987e\u5ba2\u9700\u6c42\u91cf\u548c\u81ea\u52a8\u9a7e\u9a76\u4e2d\u7684\u524d\u8f66\u901f\u5ea6\uff0c\u8fd9\u7c7b\u73af\u5883\u56e0\u5b50\u88ab\u4e3a\u4e0a\u4e0b\u6587\uff08context\uff09\u3002\u5f3a\u5316\u5b66\u4e60\u5728\u8fd9\u7c7b\u5e94\u7528\u4e2d\u7684\u4e3b\u8981\u6311\u6218\u4e4b\u4e00\u5728\u4e8e\uff0c\u771f\u5b9e\u7684\u4e0a\u4e0b\u6587\u8f6c\u79fb\u5206\u5e03\u4f1a\u66b4\u9732\u4e8e\u67d0\u4e9b\u56e0\u7d20\u7684\u5e72\u6270\u4e0b\uff0c\u5bfc\u81f4\u4e0a\u4e0b\u6587\u7684\u8f6c\u79fb\u5206\u5e03\u53d1\u751f\u504f\u79fb\uff0c\u6781\u5927\u5730\u5f71\u54cd\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u7684\u6027\u80fd\u3002\u4f8b\u5982\uff0c\u5728\u81ea\u52a8\u9a7e\u9a76\u7684\u8ddf\u8f66\u4efb\u52a1\u4e2d\uff0c\u667a\u80fd\u4f53\u5728\u8bad\u7ec3\u4e2d\u9047\u5230\u524d\u8f66\u901f\u5ea6\u4e00\u76f4\u662f\u6b63\u5e38\u7684\uff0c\u4f46\u5728\u6d4b\u8bd5\u7684\u65f6\u5019\u524d\u8f66\u7a81\u7136\u6025\u5239\u8f66\uff0c\u5bfc\u81f4\u667a\u80fd\u4f53\u63a7\u5236\u7684\u8f66\u649e\u4e86\u4e0a\u53bb\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u5904\u7406\u8fd9\u7c7b\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u5229\u7528\u80e1\u4f2f\u5c14\u6c61\u67d3\u6a21\u578b\uff08Huber\u2019s contamination model\uff09\u5bf9\u4e0a\u4e0b\u6587\u8f6c\u79fb\u5206\u5e03\u7684\u504f\u5dee\u548c\u4e0d\u786e\u5b9a\u6027\u8fdb\u884c\u5efa\u6a21\uff0c\u5e76\u79f0\u8fd9\u4e2a\u6846\u67b6\u4e3a\u5bf9\u5f62\u52bf\u53d8\u5316\u9c81\u68d2\u7684\u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u8fc7\u7a0b\u3002\u57fa\u4e8e\u8fd9\u4e2a\u6a21\u578b\uff0c\u7814\u7a76\u5458\u4eec\u628a\u73b0\u6709\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u6269\u5c55\u6210\u80fd\u5bf9\u4e0a\u4e0b\u6587\u8f6c\u79fb\u5206\u5e03\u7684\u6270\u52a8\u8fbe\u5230\u6bd4\u8f83\u597d\u9c81\u68d2\u6548\u679c\u7684\u7b97\u6cd5\uff0c\u4ece\u800c\u5f97\u5230\u5bf9\u5f62\u52bf\u53d8\u5316\u9c81\u68d2\u7684\u51b3\u7b56\u3002\u5728\u8ddf\u8f66\u7c7b\u578b\u7684\u673a\u5668\u4eba\u8fd0\u52a8\u63a7\u5236\u548c\u5e93\u5b58\u7ba1\u7406\u7684\u5b9e\u9a8c\u91cc\uff0c\u76f8\u6bd4\u57fa\u7840\u7684\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u548c\u9c81\u68d2\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u8be5\u7b97\u6cd5\u8fbe\u5230\u4e86\u5bf9\u4e8e\u4e0a\u4e0b\u6587\u6270\u52a8\u66f4\u597d\u7684\u9c81\u68d2\u6027\u80fd\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"428\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-10-1024x428.png\" alt=\"\u56fe6\uff1a\u80e1\u4f2f\u5c14\u6c61\u67d3\u6a21\u578b\u6846\u67b6\" class=\"wp-image-1072881\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-10-1024x428.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-10-300x125.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-10-768x321.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-10-240x100.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-10.png 1053w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe6\uff1a\u80e1\u4f2f\u5c14\u6c61\u67d3\u6a21\u578b\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45602\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"synthetic-prompting-\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u5408\u6210\u6709\u6548\u7684\u601d\u7ef4\u94fe\u793a\u4f8b\">Synthetic Prompting: \u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u5408\u6210\u6709\u6548\u7684\u601d\u7ef4\u94fe\u793a\u4f8b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"225\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-11-1024x225.png\" alt=\"paper screenshot\" class=\"wp-image-1072884\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-11-1024x225.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-11-300x66.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-11-768x169.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-11-240x53.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-11.png 1326w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=RYD1UMgTdk<\/p>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u94fe\u5f0f\u601d\u8003\uff08chain-of-thought prompting\uff09\u6765\u5b8c\u6210\u5404\u79cd\u63a8\u7406\u4efb\u52a1\uff0c\u5373\u5229\u7528\u6307\u4ee4\u548c\u4efb\u52a1\u793a\u4f8b\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u9010\u6b65\u7684\u63a8\u7406\u8fc7\u7a0b\u6765\u89e3\u51b3\u95ee\u9898\u3002\u5728\u5c11\u6837\u672c\u7684\u60c5\u51b5\u4e0b\uff0c\u8bed\u8a00\u6a21\u578b\u7684\u8868\u73b0\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u4efb\u52a1\u793a\u4f8b\u7684\u8d28\u91cf\uff0c\u5c24\u5176\u662f\u5728\u63a8\u7406\u8fc7\u7a0b\u590d\u6742\u4e14\u6a21\u5f0f\u591a\u6837\u7684\u4efb\u52a1\u4e0a\u3002\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u79d1\u7814\u4eba\u5458\u4eec\u5e0c\u671b\u80fd\u83b7\u53d6\u5927\u91cf\u4e14\u591a\u6837\u7684\u793a\u4f8b\uff0c\u4ece\u4e2d\u9009\u53d6\u5bf9\u6a21\u578b\u5e2e\u52a9\u6700\u5927\u7684\u793a\u4f8b\u6784\u6210\u4efb\u52a1\u63d0\u793a\u8bcd\u3002\u7136\u800c\uff0c\u4eba\u5de5\u6784\u5efa\u5927\u91cf\u7684\u793a\u4f8b\u65e2\u8d39\u65f6\u53c8\u7e41\u7410\uff0c\u800c\u4ec5\u4f9d\u8d56\u5c11\u91cf\u7684\u4eba\u5de5\u793a\u4f8b\u5219\u53ef\u80fd\u4e0d\u5229\u4e8e\u6a21\u578b\u6cdb\u5316\u5230\u66f4\u591a\u6837\u7684\u6d4b\u8bd5\u573a\u666f\u5f53\u4e2d\u53bb\u3002<\/p>\n\n\n\n<p>\u4e3a\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86 Synthetic Prompting\uff0c\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u81ea\u8eab\u7684\u77e5\u8bc6\u548c\u751f\u6210\u80fd\u529b\uff0c\u57fa\u4e8e\u6709\u9650\u7684\u4eba\u5de5\u793a\u4f8b\u5408\u6210\u66f4\u591a\u66f4\u6709\u6548\u7684\u793a\u4f8b\uff0c\u5e76\u901a\u8fc7\u5408\u6210\u793a\u4f8b\u89e6\u53d1\u66f4\u597d\u7684\u63a8\u7406\u8868\u73b0\u3002\u5177\u4f53\u800c\u8a00\uff0c\u7ed9\u5b9a\u4e00\u4e9b\u79cd\u5b50\u793a\u4f8b\uff0c\u6bcf\u4e2a\u793a\u4f8b\u7531\u4e00\u4e2a\u95ee\u9898\u548c\u4e00\u7cfb\u5217\u63a8\u7406\u6b65\u9aa4\u7ec4\u6210\uff0c\u901a\u8fc7\u4ea4\u66ff\u8fdb\u884c\u540e\u5411-\u524d\u5411\u8fc7\u7a0b\u6765\u5f15\u5bfc\u8bed\u8a00\u6a21\u578b\u751f\u6210\u66f4\u591a\u793a\u4f8b\uff1a\uff081\uff09\u540e\u5411\u8fc7\u7a0b\uff0c\u8bed\u8a00\u6a21\u578b\u6839\u636e\u81ea\u6211\u91c7\u6837\u7684\u63a8\u7406\u94fe\u5408\u6210\u4e00\u4e2a\u95ee\u9898\uff0c\u4ee5\u786e\u4fdd\u95ee\u9898\u53ef\u56de\u7b54\u4e14\u903b\u8f91\u6e05\u6670\uff1b\uff082\uff09\u524d\u5411\u8fc7\u7a0b\uff0c\u8bed\u8a00\u6a21\u578b\u57fa\u4e8e\u5408\u6210\u7684\u95ee\u9898\u751f\u6210\u4e00\u4e2a\u63a8\u7406\u94fe\uff0c\u786e\u4fdd\u63a8\u7406\u94fe\u7684\u7cbe\u786e\u6027\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u9700\u4e00\u76f4\u91cd\u590d\u76f4\u5230\u83b7\u5f97\u8db3\u591f\u7684\u5408\u6210\u793a\u4f8b\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u4ece\u5408\u6210\u7684\u793a\u4f8b\u96c6\u4e2d\u9009\u62e9\u6700\u6709\u6548\u7684\u793a\u4f8b\uff0c\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e in-cluster complexity \u7684\u9009\u62e9\u65b9\u6848\uff1a\u901a\u8fc7\u5bf9\u793a\u4f8b\u8fdb\u884c\u805a\u7c7b\u5e76\u9009\u62e9\u6bcf\u4e2a\u805a\u7c7b\u4e2d\u6700\u590d\u6742\u7684\u793a\u4f8b\uff08\u63a8\u7406\u94fe\u6700\u957f\u7684\u793a\u4f8b\uff09\u6765\u6700\u5927\u7a0b\u5ea6\u5730\u589e\u52a0\u6240\u9009\u793a\u4f8b\u7684\u591a\u6837\u6027\u548c\u4fe1\u606f\u91cf\u3002\u6700\u540e\uff0c\u7528\u6240\u9009\u5b9a\u7684\u793a\u4f8b\u6784\u6210\u63d0\u793a\u8bcd\u6765\u8fdb\u884c\u63a8\u7406\u6d4b\u8bd5\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"847\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-12-1024x847.png\" alt=\"\u56fe7\uff1a\u793a\u4f8b\u5408\u6210\u9636\u6bb5\u7684\u540e\u5411\u8fc7\u7a0b\uff08\u5de6\u56fe\uff09\u548c\u524d\u5411\u8fc7\u7a0b\uff08\u53f3\u56fe\uff09\u3002\u5728\u540e\u5411\u8fc7\u7a0b\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u5c06\u4e3b\u9898\u8bcd\u3001\u6240\u671f\u671b\u7684\u63a8\u7406\u590d\u6742\u5ea6\u3001\u4ee5\u53ca\u6a21\u578b\u91c7\u6837\u751f\u6210\u7684\u63a8\u7406\u8fc7\u7a0b\uff08\u84dd\u8272\u90e8\u5206\uff09\u4f5c\u4e3a\u95ee\u9898\u5408\u6210\uff08\u7eff\u8272\u90e8\u5206\uff09\u7684\u751f\u6210\u6761\u4ef6\uff0c\u4ee5\u5206\u522b\u63d0\u9ad8\u6240\u5408\u6210\u6837\u672c\u7684\u591a\u6837\u6027\u3001\u4fe1\u606f\u91cf\u3001\u548c\u903b\u8f91\u6027\u3002\u5728\u524d\u5411\u8fc7\u7a0b\u4e2d\uff0c\u8bed\u8a00\u6a21\u578b\u4e3a\u540e\u5411\u8fc7\u7a0b\u4e2d\u6240\u751f\u6210\u7684\u95ee\u9898\u5408\u6210\u4e00\u4e2a\u66f4\u7cbe\u786e\u7684\u63a8\u7406\u94fe\uff08\u7d2b\u8272\u90e8\u5206\uff09\u3002\u540e\u5411\u8fc7\u7a0b\u4e2d\u751f\u6210\u7684\u95ee\u9898\u548c\u524d\u5411\u8fc7\u7a0b\u4e2d\u751f\u6210\u7684\u63a8\u7406\u8fc7\u7a0b\u6784\u6210\u4e00\u4e2a\u5408\u6210\u793a\u4f8b\u3002\" class=\"wp-image-1072887\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-12-1024x847.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-12-300x248.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-12-768x635.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-12-218x180.png 218w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/08\/icml-2023-12.png 1182w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe7\uff1a\u793a\u4f8b\u5408\u6210\u9636\u6bb5\u7684\u540e\u5411\u8fc7\u7a0b\uff08\u5de6\u56fe\uff09\u548c\u524d\u5411\u8fc7\u7a0b\uff08\u53f3\u56fe\uff09\u3002\u5728\u540e\u5411\u8fc7\u7a0b\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u5c06\u4e3b\u9898\u8bcd\u3001\u6240\u671f\u671b\u7684\u63a8\u7406\u590d\u6742\u5ea6\u3001\u4ee5\u53ca\u6a21\u578b\u91c7\u6837\u751f\u6210\u7684\u63a8\u7406\u8fc7\u7a0b\uff08\u84dd\u8272\u90e8\u5206\uff09\u4f5c\u4e3a\u95ee\u9898\u5408\u6210\uff08\u7eff\u8272\u90e8\u5206\uff09\u7684\u751f\u6210\u6761\u4ef6\uff0c\u4ee5\u5206\u522b\u63d0\u9ad8\u6240\u5408\u6210\u6837\u672c\u7684\u591a\u6837\u6027\u3001\u4fe1\u606f\u91cf\u3001\u548c\u903b\u8f91\u6027\u3002\u5728\u524d\u5411\u8fc7\u7a0b\u4e2d\uff0c\u8bed\u8a00\u6a21\u578b\u4e3a\u540e\u5411\u8fc7\u7a0b\u4e2d\u6240\u751f\u6210\u7684\u95ee\u9898\u5408\u6210\u4e00\u4e2a\u66f4\u7cbe\u786e\u7684\u63a8\u7406\u94fe\uff08\u7d2b\u8272\u90e8\u5206\uff09\u3002\u540e\u5411\u8fc7\u7a0b\u4e2d\u751f\u6210\u7684\u95ee\u9898\u548c\u524d\u5411\u8fc7\u7a0b\u4e2d\u751f\u6210\u7684\u63a8\u7406\u8fc7\u7a0b\u6784\u6210\u4e00\u4e2a\u5408\u6210\u793a\u4f8b\u3002<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45604\"><\/p>\n\n\n\n<p>Synthetic Prompting \u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u540c\u65f6\u5145\u5f53\u4efb\u52a1\u793a\u4f8b\u7684\u201c\u6d88\u8d39\u8005\u201d\u548c\u201c\u751f\u4ea7\u8005\u201d\uff0c\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5b9e\u73b0\u63a8\u7406\u6548\u679c\u7684\u81ea\u6211\u63d0\u5347\u3002\u5728\u6570\u503c\u63a8\u7406\u3001\u7b97\u6cd5\u63a8\u7406\u548c\u7b26\u53f7\u63a8\u7406\u4efb\u52a1\u4e0a\u7684\u5b9e\u9a8c\u8868\u660e\uff0c\u76f8\u6bd4\u4e8e\u6b64\u524d\u65b9\u6cd5\uff0c\u5982 chain-of-thought prompting \u548c PAL prompting\uff0cSynthetic Prompting \u53ef\u4ee5\u5b9e\u73b0\u9ad8\u8fbe15.6%\u7684\u63d0\u5347\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1a\u5982\u4eca\uff0c\u673a\u5668\u5b66\u4e60\u5df2\u6210\u4e3a\u4eba\u7c7b\u672a\u6765\u53d1\u5c55\u7684\u7126\u70b9\u9886\u57df\uff0c\u5982\u4f55\u8fdb\u4e00\u6b65\u62d3\u5c55\u673a\u5668\u5b66\u4e60\u6280\u672f\u548c\u7406\u8bba\u7684\u8fb9\u754c\uff0c\u662f\u4e00\u4e2a\u6781\u5bcc\u6311\u6218\u6027\u7684\u91cd\u8981\u8bdd\u9898\u30027\u670823\u65e5\u81f329\u65e5\uff0c\u7b2c\u56db\u5341\u5c4a\u56fd\u9645\u673a\u5668\u5b66\u4e60\u5927\u4f1a ICML 2023 \u5728\u7f8e\u56fd\u590f\u5a01\u5937\u4e3e\u884c\u3002\u8be5\u5927\u4f1a\u662f\u7531\u56fd\u9645\u673a\u5668\u5b66\u4e60\u5b66\u4f1a\uff08IMLS\uff09\u4e3b\u529e\u7684\u5e74\u5ea6\u673a\u5668\u5b66\u4e60\u56fd\u9645\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae\uff0c\u65e8\u5728\u63a8\u52a8\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u5b66\u672f\u8fdb\u6b65\u3002\u5728 ICML 2023 \u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u6709\u591a\u7bc7\u8bba\u6587\u5165\u9009\uff0c\u4eca\u5929\u6211\u4eec\u5c06\u4e3a\u5927\u5bb6\u7b80\u8981\u4ecb\u7ecd\u5176\u4e2d\u76845\u7bc7\u3002 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=Fl9q5z40e3 \u8fd1\u5e74\u6765\uff0c\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\uff08Artificial Neural Network, ANN\uff09\u5728\u591a\u4e2a\u9886\u57df\u53d6\u5f97\u4e86\u5de8\u5927\u7684\u6210\u529f\uff0c\u8fd9\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u5f52\u529f\u4e8e\u5176\u5bf9\u4eba\u8111\u7ed3\u6784\u7684\u6a21\u4eff\u3002\u7136\u800c\uff0c\u6700\u8fd1\u7684\u795e\u7ecf\u79d1\u5b66\u8fdb\u5c55\u63ed\u793a\uff0c\u795e\u7ecf\u5143\u4e4b\u95f4\u5b9e\u9645\u4e0a\u662f\u901a\u8fc7\u591a\u79cd\u591a\u6837\u7684\u8fde\u63a5\u6a21\u5f0f\u76f8\u4e92\u4ea4\u4e92\u6765\u5904\u7406\u4fe1\u606f\u7684\uff0c\u8fd9\u4e9b\u8fde\u63a5\u6a21\u5f0f\u6709\u65f6\u4e5f\u88ab\u79f0\u4f5c\u56de\u8def\u6a21\u5f0f\uff08Circuit 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