{"id":36593,"date":"2025-01-14T16:00:13","date_gmt":"2025-01-14T08:00:13","guid":{"rendered":"https:\/\/17aitech.com\/?p=36593"},"modified":"2025-01-14T16:00:13","modified_gmt":"2025-01-14T08:00:13","slug":"%e6%8f%ad%e7%a4%batransformer%e9%87%8d%e8%a6%81%e7%bc%ba%e9%99%b7%ef%bc%81%e5%8c%97%e5%a4%a7%e6%8f%90%e5%87%ba%e5%82%85%e9%87%8c%e5%8f%b6%e5%88%86%e6%9e%90%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9cfan","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36593","title":{"rendered":"\u63ed\u793aTransformer\u91cd\u8981\u7f3a\u9677\uff01\u5317\u5927\u63d0\u51fa\u5085\u91cc\u53f6\u5206\u6790\u795e\u7ecf\u7f51\u7edcFAN\uff0c\u586b\u8865\u5468\u671f\u6027\u7279\u5f81\u5efa\u6a21\u7f3a\u9677"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-10-3\" target=\"_blank\">\u63ed\u793aTransformer\u91cd\u8981\u7f3a\u9677\uff01\u5317\u5927\u63d0\u51fa\u5085\u91cc\u53f6\u5206\u6790\u795e\u7ecf\u7f51\u7edcFAN\uff0c\u586b\u8865\u5468\u671f\u6027\u7279\u5f81\u5efa\u6a21\u7f3a\u9677<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-fd7710840bf2bdc0e1186279ece3dbf6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-fd7710840bf2bdc0e1186279ece3dbf6.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<p><strong>\u672c\u6587\u7684\u901a\u8baf\u4f5c\u8005\u662f\u5317\u4eac\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662\u957f\u8058\u6559\u6388\u674e\u6208\u3002\u7b2c\u4e00\u4f5c\u8005\uff1a\u8463\u76ca\u5b8f\uff0c\u5317\u4eac\u5927\u5b66\u8ba1\u7b97\u673a\u5b66\u9662 22 \u7ea7\u535a\u58eb\u751f\uff0c\u66fe\u5728 ISSTA\u3001FSE\u3001ACL\u3001NeurIPS\u3001TOSEM \u7b49 CCF-A \u7c7b \/ SCI \u4e00\u533a\u56fd\u9645\u9876\u7ea7\u4f1a\u8bae\u548c\u671f\u520a\u4e0a\u53d1\u8868 11 \u7bc7\u5b66\u672f\u8bba\u6587\u3002<\/strong><\/p>\n<section>\u5468\u671f\u6027\u73b0\u8c61\u5e7f\u6cdb\u5b58\u5728\uff0c\u6df1\u523b\u5f71\u54cd\u7740\u4eba\u7c7b\u793e\u4f1a\u548c\u81ea\u7136\u79d1\u5b66\u3002\u4f5c\u4e3a\u6700\u91cd\u8981\u7684\u57fa\u672c\u7279\u6027\u4e4b\u4e00\uff0c\u8bb8\u591a\u89c4\u5f8b\u90fd\u663e\u5f0f\u6216\u9690\u5f0f\u5730\u5305\u542b\u5468\u671f\u6027\uff0c\u4f8b\u5982\u5929\u6587\u5b66\u4e2d\u7684\u884c\u661f\u8fd0\u52a8\u3001\u6c14\u8c61\u5b66\u4e2d\u7684\u5b63\u8282\u53d8\u5316\u3001\u751f\u7269\u5b66\u4e2d\u7684\u663c\u591c\u8282\u5f8b\u3001\u7ecf\u6d4e\u5b66\u4e2d\u7684\u5546\u4e1a\u5468\u671f\u3001\u7269\u7406\u5b66\u4e2d\u7684\u7535\u78c1\u6ce2\u4ee5\u53ca\u6570\u5b66\u8fd0\u7b97\u548c\u903b\u8f91\u63a8\u7406\u7b49\u3002\u56e0\u6b64\uff0c\u5728\u8bb8\u591a\u4efb\u52a1\u548c\u573a\u666f\u4e2d\uff0c\u4eba\u4eec\u5e0c\u671b\u5bf9\u5468\u671f\u8fdb\u884c\u5efa\u6a21\uff0c\u4ee5\u4fbf\u6839\u636e\u4ee5\u5f80\u7684\u7ecf\u9a8c\u8fdb\u884c\u63a8\u7406\u3002<\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1\u4ee5 MLP \u548c Transformer \u4e3a\u4ee3\u8868\u7684\u57fa\u7840\u6a21\u578b\u5df2\u7ecf\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6210\u529f\uff0c\u4f46\u662f\u5b83\u4eec\u5374\u5728\u5468\u671f\u6027\u5efa\u6a21\u65b9\u9762\u5b58\u5728\u6f5c\u5728\u7684\u7f3a\u9677\u3002\u5373\u4f7f\u9762\u5bf9\u7b80\u5355\u7684\u6b63\u5f26\u51fd\u6570\uff0c\u73b0\u6709\u57fa\u7840\u6a21\u578b\u4e5f\u96be\u4ee5\u7406\u89e3\u5176\u4e2d\u7684\u5468\u671f\u6027\u89c4\u5f8b\uff0c\u5728\u5916\u63a8\u65f6\u8868\u73b0\u51fa\u5b8c\u5168\u5931\u63a7\u7684\u72b6\u6001\uff0c\u672a\u80fd\u6709\u6548\u6355\u6349\u5230\u5468\u671f\u6027\u73b0\u8c61\u7684\u672c\u8d28\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-86b7c21575c87b4305b5338a74360dbe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-86b7c21575c87b4305b5338a74360dbe.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 1\uff1a\u4e0d\u540c\u57fa\u7840\u6a21\u578b\u5728\u5176\u8bad\u7ec3\u6570\u636e\u57df\u5185\u5916\u5bf9\u6b63\u5f26\u51fd\u6570\u7684\u8868\u73b0\uff0c\u5176\u4e2d x \u4e3a\u6807\u91cf\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u4e3a\u6b64\uff0c<strong>\u5317\u4eac\u5927\u5b66\u674e\u6208\u6559\u6388\u7684\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u578b\u7f51\u7edc\u67b6\u6784 FAN\uff08Fourier Analysis Networks\uff09<\/strong>\u3002\u901a\u8fc7\u5f15\u5165\u5085\u91cc\u53f6\u7ea7\u6570\u7684\u601d\u60f3\uff0cFAN \u80fd\u591f\u5c06\u5468\u671f\u6027\u4fe1\u606f\u76f4\u63a5\u5d4c\u5165\u7f51\u7edc\u7684\u7ed3\u6784\u4e2d\uff0c\u4f7f\u6a21\u578b\u66f4\u81ea\u7136\u5730\u6355\u6349\u548c\u7406\u89e3\u6570\u636e\u4e2d\u7684\u5468\u671f\u6027\u6a21\u5f0f\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e36f76082dc83c4e6e894c31e6afbc74.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e36f76082dc83c4e6e894c31e6afbc74.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2410.02675.pdf<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/YihongDong\/FAN<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aFAN: Fourier Analysis Networks<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5b9e\u9a8c\u8868\u660e\uff0cFAN \u4e0d\u4ec5\u5728\u5468\u671f\u6027\u5efa\u6a21\u4e0a\u7684\u8868\u73b0\u663e\u8457\u4f18\u4e8e\u73b0\u6709\u6a21\u578b\uff0c\u800c\u4e14\u5728\u7b26\u53f7\u516c\u5f0f\u8868\u793a\u3001\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u548c\u8bed\u8a00\u5efa\u6a21\u7b49\u5b9e\u9645\u4efb\u52a1\u4e2d\u4e5f\u540c\u6837\u8868\u73b0\u51fa\u8272\uff0c\u8d85\u8fc7\u4e86 Transformer \u7b49\u4e3b\u6d41\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u8ba4\u4e3a\uff0c\u8bb8\u591a\u5b9e\u9645\u4efb\u52a1\u90fd\u663e\u5f0f\u6216\u8005\u9690\u5f0f\u5730\u5305\u542b\u6f5c\u5728\u7684\u5468\u671f\u6027\u7279\u5f81\uff0c\u826f\u597d\u7684\u5468\u671f\u6027\u5efa\u6a21\u5bf9\u4e8e\u63d0\u5347\u6a21\u578b\u5728\u8fd9\u4e9b\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u662f\u5fc5\u8981\u7684\uff0c\u800c\u73b0\u6709\u57fa\u7840\u6a21\u578b\u4e25\u91cd\u4f9d\u8d56\u6570\u636e\u9a71\u52a8\u7684\u4f18\u5316\u65b9\u5f0f\uff0c\u7f3a\u5c11\u660e\u786e\u7684\u673a\u5236\u6765\u7406\u89e3\u6570\u636e\u4e2d\u7684\u6839\u672c\u539f\u7406\u3002<\/section>\n<section><\/section>\n<section>FAN \u7684\u610f\u4e49\u5728\u4e8e\uff0c\u5b83\u63d0\u4f9b\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u8303\u5f0f\u6765\u6709\u6548\u5730\u5efa\u6a21\u5468\u671f\u6027\uff0c\u80fd\u591f\u65e0\u7f1d\u66ff\u6362\u4f20\u7edf MLP\uff0c\u540c\u65f6\u51cf\u5c11\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u91cf\uff0c\u586b\u8865\u4e86\u5f53\u524d\u57fa\u7840\u6a21\u578b\u5728\u5468\u671f\u6027\u5efa\u6a21\u4e0a\u7684\u7f3a\u9677\uff0c\u5e76\u5c55\u793a\u51fa\u5e7f\u6cdb\u7684\u5e94\u7528\u6f5c\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-46b545777bfc9108b6803e5ede2f3b78.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-46b545777bfc9108b6803e5ede2f3b78.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-fe535ba8839dac4bb256cca901dd3316.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-fe535ba8839dac4bb256cca901dd3316.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 2\uff1aMLP Layer \u548c FAN Layer \u7684\u793a\u4f8b\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>FAN \u7684\u5b9e\u73b0\u7ec6\u8282<\/strong><\/section>\n<section><\/section>\n<section>\u5317\u5927\u7814\u7a76\u56e2\u961f\u9996\u5148\u6784\u5efa\u4e00\u4e2a\u7b80\u5355\u795e\u7ecf\u7f51\u7edc\u6765\u5efa\u6a21\u5085\u91cc\u53f6\u7ea7\u6570\uff0c\u7136\u540e\u5728\u6b64\u57fa\u7840\u4e0a\u8bbe\u8ba1\u4e86 FAN \u7f51\u7edc\u67b6\u6784\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u6784\u5efa\u4e00\u4e2a\u7b80\u5355\u7684\u795e\u7ecf\u7f51\u7edc<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a83fff8a31ab995b05b7796b13d5560f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a83fff8a31ab995b05b7796b13d5560f.png\"><\/a>\u8868\u793a\u51fd\u6570\u7684\u5085\u91cc\u53f6\u7ea7\u6570\u5c55\u5f00\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6b830736d22011c3d26ca1ca73b979d5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6b830736d22011c3d26ca1ca73b979d5.png\"><\/a>\u8868\u793a\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c8fdc5a592d269ab4b0cdc8dbe254bfd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c8fdc5a592d269ab4b0cdc8dbe254bfd.png\"><\/a><\/section>\n<section>\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-93cc1380977142e8706a710d38bec498.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-93cc1380977142e8706a710d38bec498.png\"><\/a>\u662f\u53ef\u5b66\u4e60\u53c2\u6570\uff0c(I) \u6839\u636e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-95fd5a490cd1adbcd37805e8f06519c4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-95fd5a490cd1adbcd37805e8f06519c4.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-5a5b7924065bc0aabc2cd60c70114da1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-5a5b7924065bc0aabc2cd60c70114da1.png\"><\/a>\u901a\u8fc7\u5b9a\u79ef\u5206\u8ba1\u7b97\uff0c(II) \u548c (III) \u662f\u77e9\u9635\u8fd0\u7b97\u7684\u7b49\u4ef7\u5f62\u5f0f\uff0c[\u30fb||\u30fb] \u548c [\u30fb,\u30fb] \u5206\u522b\u8868\u793a\u6cbf\u7b2c\u4e00\u7ef4\u5ea6\u548c\u7b2c\u4e8c\u7ef4\u5ea6\u7684\u8fde\u63a5\u3002\u4e3a\u4e86\u5145\u5206\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\u7684\u4f18\u52bf\uff0c\u6211\u4eec\u53ef\u4ee5\u5806\u53e0\u4e0a\u8ff0\u7f51\u7edc<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f10968086730f50d6b4ff7647c0b9206.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f10968086730f50d6b4ff7647c0b9206.png\"><\/a>\u5f62\u6210\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f4290da66bac0b6866f475ee24ff8d63.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-f4290da66bac0b6866f475ee24ff8d63.png\"><\/a>\uff0c\u5176\u4e2d\u7b2c i \u5c42\u8868\u793a\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9984774984bf8c33e7400bfc80aef0c8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9984774984bf8c33e7400bfc80aef0c8.png\"><\/a>\u3002\u56e0\u6b64\uff0c <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-aa63a7a0c9e18ecbe2951d62ac8152fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-aa63a7a0c9e18ecbe2951d62ac8152fe.png\"><\/a>\u53ef\u4ee5\u8868\u793a\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c1c19e83b0ae21d86d1c5871a8d5683a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c1c19e83b0ae21d86d1c5871a8d5683a.png\"><\/a><\/section>\n<section>\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8448a26c72f991e21a6076da407d80aa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8448a26c72f991e21a6076da407d80aa.png\"><\/a>\u8868\u793a\u5de6\u4fa7\u51fd\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-cef56f2637f01b5ba0a25cf8aefbad34.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-cef56f2637f01b5ba0a25cf8aefbad34.png\"><\/a>\u4f5c\u7528\u4e8e\u53f3\u4fa7\u8f93\u5165<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-13331d33818bec21249bf8f350cbfbfa.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-13331d33818bec21249bf8f350cbfbfa.png\"><\/a>\uff0c\u5373<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-aab37b3faba64a1b2a383bd5559f26e7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-aab37b3faba64a1b2a383bd5559f26e7.png\"><\/a>\u3002\u7136\u800c\uff0c\u6211\u4eec\u53d1\u73b0\u76f4\u63a5\u5806\u53e0<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3c0a275264dc2e3ab4046f4d181a699a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-3c0a275264dc2e3ab4046f4d181a699a.png\"><\/a>\u4f1a\u5bfc\u81f4\u6a21\u578b<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-50cffd54aa2a2b979180b2d9dfcfc843.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-50cffd54aa2a2b979180b2d9dfcfc843.png\"><\/a>\u7684\u4e3b\u8981\u53c2\u6570\u96c6\u4e2d\u4e8e\u5b66\u4e60\u89d2\u9891\u7387 (<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2516876d2e9e45f8e9b6dd3355560698.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2516876d2e9e45f8e9b6dd3355560698.png\"><\/a>)\uff0c\u4ece\u800c\u5ffd\u7565\u4e86\u5085\u91cc\u53f6\u7cfb\u6570 (<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4328b84aa2e493ac8a5414833bc4963f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4328b84aa2e493ac8a5414833bc4963f.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-908e3552d9122ea3b67d21691e3a317e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-908e3552d9122ea3b67d21691e3a317e.png\"><\/a>) \u7684\u5b66\u4e60\uff0c\u5982\u4e0b\u6240\u793a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-16b96982cf49506d9a374aa420d2bf31.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-16b96982cf49506d9a374aa420d2bf31.png\"><\/a><\/section>\n<section>\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-50df48e5813cab32bc536c52085500bc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-50df48e5813cab32bc536c52085500bc.png\"><\/a>\u5b9a\u4e49\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e783d2703ecc70d41bc7e219f5e7c63b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e783d2703ecc70d41bc7e219f5e7c63b.png\"><\/a>\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-858a37f151921f59f57fda3d78b92fbc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-858a37f151921f59f57fda3d78b92fbc.png\"><\/a>\u7528\u4e8e\u8fd1\u4f3c\u89d2\u9891\u7387\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-41dae60a9162fb9aeb1fa66d9924dac9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-41dae60a9162fb9aeb1fa66d9924dac9.png\"><\/a>\u7528\u4e8e\u8fd1\u4f3c\u5085\u91cc\u53f6\u7cfb\u6570\u3002\u56e0\u6b64\uff0c\u62df\u5408\u5085\u91cc\u53f6\u7cfb\u6570\u7684\u80fd\u529b\u4e0e\u7684\u6df1\u5ea6\u65e0\u5173\uff0c\u8fd9\u662f\u4e00\u4e2a\u4e0d\u7406\u60f3\u7684\u7ed3\u679c\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u6839\u636e\u4ee5\u4e0b\u539f\u5219\u8bbe\u8ba1\u4e86 FAN\uff1a1) FAN \u8868\u793a\u5085\u91cc\u53f6\u7cfb\u6570\u7684\u80fd\u529b\u5e94\u4e0e\u5176\u6df1\u5ea6\u6b63\u76f8\u5173\uff1b2) \u4efb\u4f55\u9690\u85cf\u5c42\u7684\u8f93\u51fa\u90fd\u53ef\u4ee5\u901a\u8fc7\u540e\u7eed\u5c42\u4f7f\u7528\u5085\u91cc\u53f6\u7ea7\u6570\u6765\u5efa\u6a21\u5468\u671f\u6027\u3002\u7b2c\u4e00\u4e2a\u539f\u5219\u901a\u8fc7\u5229\u7528 FAN \u7684\u6df1\u5ea6\u589e\u5f3a\u4e86\u5176\u5468\u671f\u6027\u5efa\u6a21\u7684\u8868\u73b0\u529b\uff0c\u800c\u7b2c\u4e8c\u4e2a\u539f\u5219\u786e\u4fdd FAN \u4e2d\u95f4\u5c42\u7684\u7279\u5f81\u53ef\u7528\u4e8e\u6267\u884c\u5468\u671f\u6027\u5efa\u6a21\u3002<\/section>\n<section><\/section>\n<section>\u5047\u8bbe\u6211\u4eec\u5c06<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-318c878976cb384074066ab8e41d8ad6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-318c878976cb384074066ab8e41d8ad6.png\"><\/a>\u89e3\u8026\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-488edac8b95613abe05293bbbe379855.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-488edac8b95613abe05293bbbe379855.png\"><\/a>\u5176\u4e2d<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c1d59e0941d37ed38a0e1640514bf5c1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c1d59e0941d37ed38a0e1640514bf5c1.png\"><\/a><\/section>\n<section>\u4e3a\u4e86\u6ee1\u8db3\u8fd9\u4e24\u4e2a\u539f\u5219\uff0cFAN \u7684\u4e2d\u95f4\u5c42\u8f93\u5165\u9700\u8981\u540c\u65f6\u4f7f\u7528<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c3df44c988b7cba902fd006a74984544.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c3df44c988b7cba902fd006a74984544.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-90410d4695828e11ea32d11fef32b503.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-90410d4695828e11ea32d11fef32b503.png\"><\/a>\u800c\u4e0d\u662f\u4f9d\u6b21\u5e94\u7528\u5b83\u4eec\u3002<\/section>\n<section><\/section>\n<section>\u6700\u7ec8\uff0cFAN \u57fa\u4e8e\u6b64\u8bbe\u8ba1\uff0c\u5176 FAN \u5c42<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d951828639b3147838da3128b534abb2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d951828639b3147838da3128b534abb2.png\"><\/a>\u5b9a\u4e49\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-24e95bc9cea4830f5816b2f18ef149e0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-24e95bc9cea4830f5816b2f18ef149e0.png\"><\/a><\/section>\n<section>\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c4d4f0a4c8afb638262d101d94bf8ca1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c4d4f0a4c8afb638262d101d94bf8ca1.png\"><\/a>\u662f\u53ef\u5b66\u4e60\u53c2\u6570\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d0ed7c272eb3fb4df209259467e0eba6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d0ed7c272eb3fb4df209259467e0eba6.png\"><\/a>\u8868\u793a\u6fc0\u6d3b\u51fd\u6570\u3002<\/section>\n<section><\/section>\n<section>\u6574\u4e2a FAN \u5b9a\u4e49\u4e3a FAN Layer<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-7cdfeccc1873d47cd960f71fc13c580d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-7cdfeccc1873d47cd960f71fc13c580d.png\"><\/a>\u7684\u5806\u53e0\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e0aad7a4ef2f36444742b18b4f716057.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e0aad7a4ef2f36444742b18b4f716057.png\"><\/a><\/section>\n<section>\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2a031360540e7ed0e0bd54f92aa3ac53.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2a031360540e7ed0e0bd54f92aa3ac53.png\"><\/a><\/section>\n<section><strong>FAN \u7684\u6027\u80fd\u8868\u73b0<\/strong><\/section>\n<section><\/section>\n<section><strong>1. \u5468\u671f\u5efa\u6a21<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u4e0b\u56fe 3 \u5c55\u793a\u4e86 FAN \u548c\u5176\u4ed6\u6a21\u578b\u5728\u5468\u671f\u6027\u5efa\u6a21\u4e2d\u7684\u8868\u73b0\u3002\u7ed3\u679c\u8868\u660e\uff0c\u73b0\u6709\u7684\u795e\u7ecf\u7f51\u7edc\uff08\u5305\u62ec MLP\u3001KAN \u548c Transformers\uff09\u5728\u5efa\u6a21\u5468\u671f\u6027\u65b9\u9762\u8868\u73b0\u51fa\u660e\u663e\u7684\u4e0d\u8db3\u3002\u5c3d\u7ba1\u5b83\u4eec\u8bd5\u56fe\u62df\u5408\u8fd9\u4e9b\u5468\u671f\u51fd\u6570\uff0c\u4f46\u5176\u5185\u5728\u80fd\u529b\u9650\u5236\u4e86\u5b83\u4eec\u5728\u5927\u8303\u56f4\u5468\u671f\u6027\u4e0a\u7684\u6027\u80fd\u8868\u73b0\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cFAN \u5728\u6240\u6709\u8fd9\u4e9b\u5468\u671f\u6027\u5efa\u6a21\u4efb\u52a1\u4e2d\u90fd\u660e\u663e\u4f18\u4e8e\u57fa\u7ebf\u3002\u66f4\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cFAN \u5728\u8bad\u7ec3\u6570\u636e\u57df\u5185\u548c\u57df\u5916\u7684\u6d4b\u8bd5\u6570\u636e\u4e0a\u90fd\u8868\u73b0\u5f97\u975e\u5e38\u51fa\u8272\uff0c\u8868\u660e\u5b83\u80fd\u591f\u771f\u6b63\u7406\u89e3\u5468\u671f\u6027\u7684\u6df1\u523b\u539f\u7406\u5e76\u5bf9\u5176\u8fdb\u884c\u7cbe\u51c6\u5efa\u6a21\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u8bb0\u4f4f\u8bad\u7ec3\u6570\u636e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-90cb790d7adb1415c6d5d30f968b0a38.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-90cb790d7adb1415c6d5d30f968b0a38.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 3 FAN \u5728\u5468\u671f\u6027\u5efa\u6a21\u4e2d\u7684\u8868\u73b0\u4e0e MLP\u3001KAN \u548c Transformer \u76f8\u6bd4\uff0c\u5176\u4e2d\u7eff\u7ebf\u8868\u793a\u8bad\u7ec3\u6570\u636e\u57df\u5185\u7684\u6d4b\u8bd5\u6570\u636e\uff0c\u800c\u84dd\u7ebf\u8868\u793a\u8bad\u7ec3\u6570\u636e\u57df\u5916\u7684\u6d4b\u8bd5\u6570\u636e\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u8fd8\u5206\u6790\u4e86\u4e0d\u540c\u6a21\u578b\u5728\u5b66\u4e60\u590d\u6742\u5468\u671f\u51fd\u6570\u4efb\u52a1\u4e0a\u7684\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u5982\u4e0b\u56fe 4 \u6240\u793a\uff0c\u7ed3\u679c\u5982\u4e0b\uff1a1\uff09FAN \u5728\u6536\u655b\u901f\u5ea6\u548c\u6700\u7ec8\u6548\u679c\u65b9\u9762\u90fd\u8fdc\u8fdc\u8d85\u8fc7\u5176\u4ed6\u6a21\u578b\u30022\uff09\u4e0e FAN \u76f8\u6bd4\uff0cFAN (Gated) \u901a\u5e38\u53ef\u4ee5\u5b9e\u73b0\u66f4\u5feb\u7684\u6536\u655b\uff0c\u4f46\u6700\u7ec8\u6027\u80fd\u4ecd\u7136\u76f8\u5f53\u30023\uff09\u968f\u7740\u8bad\u7ec3\u8f6e\u6570\u7684\u589e\u52a0\uff0c\u867d\u7136\u5176\u4ed6\u6a21\u578b\u7684\u8bad\u7ec3\u635f\u5931\u53d8\u5f97\u7a33\u5b9a\u6216\u9010\u6e10\u51cf\u5c11\uff0c\u4f46\u5b83\u4eec\u7684\u5efa\u6a21\u53ef\u80fd\u4e0e\u6d4b\u8bd5\u6570\u636e\u7684\u5206\u5e03\u6709\u5f88\u5927\u5dee\u5f02\uff0c\u5bfc\u81f4\u6d4b\u8bd5\u635f\u5931\u6025\u5267\u589e\u52a0\u3002\u8fd9\u4e00\u73b0\u8c61\u8fdb\u4e00\u6b65\u8bc1\u660e\u4e86\u8fd9\u4e9b\u6a21\u578b\u5728\u6355\u6349\u5468\u671f\u6027\u65b9\u9762\u7684\u7f3a\u9677\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c266421ccb3c392186d6646c1ae28dc9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c266421ccb3c392186d6646c1ae28dc9.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 4 \u4e0d\u540c\u6a21\u578b\u5728\u5b66\u4e60\u590d\u6742\u5468\u671f\u51fd\u6570\u4efb\u52a1\u4e0a\u7684\u8bad\u7ec3\u548c\u6d4b\u8bd5\u635f\u5931\u6bd4\u8f83<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>2. \u7b26\u53f7\u516c\u5f0f\u8868\u793a<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u4ece\u4e0d\u540c\u6a21\u578b\u5e94\u7528\u4e8e\u6570\u5b66\u548c\u7269\u7406\u5b66\u4e2d\u56db\u4e2a\u5e38\u89c1\u51fd\u6570\u7684\u8868\u73b0\u4e2d\u53ef\u4ee5\u89c2\u5bdf\u5230\uff0c\u867d\u7136 KAN \u5728\u53c2\u6570\u6570\u91cf\u8f83\u5c11\u65f6\u80fd\u4e0e FAN \u76f8\u5ab2\u7f8e\uff0c\u4f46\u968f\u7740\u53c2\u6570\u6570\u91cf\u7684\u589e\u52a0\uff0c\u5176\u6027\u80fd\u4f1a\u663e\u8457\u4e0b\u964d\u3002\u76f8\u53cd\uff0c\u968f\u7740\u53c2\u6570\u6570\u91cf\u7684\u589e\u52a0\uff0cFAN \u62df\u5408\u8fd9\u4e9b\u51fd\u6570\u59cb\u7ec8\u4f18\u4e8e\u5176\u4ed6\u57fa\u7ebf\uff0c\u5305\u62ec MLP\u3001KAN \u548c Transformer\uff0c\u5c3d\u7ba1\u8fd9\u4e9b\u51fd\u6570\u4e2d\u7684\u8bb8\u591a\u53ea\u662f\u90e8\u5206\u5468\u671f\u6027\u7684\u6216\u5b8c\u5168\u975e\u5468\u671f\u6027\u7684\u3002\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\uff0cFAN \u4e0d\u4ec5\u589e\u5f3a\u4e86\u5bf9\u5468\u671f\u6027\u7684\u5efa\u6a21\u80fd\u529b\uff0c\u540c\u65f6\u4e5f\u6ca1\u6709\u635f\u5bb3\u62df\u5408\u975e\u5468\u671f\u6027\u51fd\u6570\u7684\u80fd\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-acaf3767712f4a9ffdc4810d1b3fe95f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-acaf3767712f4a9ffdc4810d1b3fe95f.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 5 \u4e0d\u540c\u6a21\u578b\u5728\u7b26\u53f7\u516c\u5f0f\u8868\u793a\u4efb\u52a1\u4e2d\u4e0d\u540c\u53c2\u6570\u91cf\u7684\u8868\u73b0<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>3. \u65f6\u95f4\u5e8f\u5217\u9884\u6d4b<\/strong><\/section>\n<section><\/section>\n<section>\u5982\u4e0b\u8868 2 \u6240\u793a\uff0c\u7814\u7a76\u56e2\u961f\u5728\u56db\u4e2a\u516c\u5171\u6570\u636e\u96c6\u4e0a\u6bd4\u8f83\u4e86\u7ed3\u5408 FAN \u7684 Transformer \u548c\u5176\u4ed6\u5e8f\u5217\u6a21\u578b\u5728\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u3002<\/section>\n<section><\/section>\n<section>\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff0c\u4e0e LSTM\u3001Mamba \u548c\u6807\u51c6 Transformer \u76f8\u6bd4\uff0c\u7ed3\u5408 FAN \u548c FAN\uff08Gated\uff09\u7684 Transformer \u5728\u8fd9\u4e9b\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u6700\u4f73\u6027\u80fd\u3002\u5b83\u4eec\u76f8\u5bf9\u4e8e\u6807\u51c6 Transformer \u7684\u6539\u8fdb\u662f\u663e\u8457\u7684\uff0c\u5e73\u5747\u76f8\u5bf9\u6539\u8fdb\u8303\u56f4\u4e3a 14.3%-15.0% \u7684 MSE \u548c 7.6%-7.9% \u7684 MAE\u3002\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\uff0c\u5728\u795e\u7ecf\u7f51\u7edc\u4e2d\u52a0\u5165\u663e\u5f0f\u5468\u671f\u6a21\u5f0f\u7f16\u7801\u53ef\u4ee5\u63d0\u9ad8\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u6027\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-748cf33930071f9f4e1e5c4aad64e001.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-748cf33930071f9f4e1e5c4aad64e001.png\"><\/a><\/section>\n<section><strong>4. \u8bed\u8a00\u5efa\u6a21<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u62a5\u544a\u4e86\u4e0d\u540c\u5e8f\u5217\u6a21\u578b\u5728\u56db\u79cd\u60c5\u7eea\u5206\u6790\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u6bd4\u8f83\uff0c\u5982\u8868 3 \u6240\u793a\u3002\u53ef\u4ee5\u53d1\u73b0\uff0c\u7ed3\u5408 FAN \u548c FAN\uff08Gated\uff09\u7684 Transformer \u4e0e\u6807\u51c6 Transformer \u548c\u5176\u4ed6\u5e8f\u5217\u6a21\u578b\uff08\u4f8b\u5982 LSTM \u548c Mamba\uff09\u76f8\u6bd4\u8868\u73b0\u51fa\u660e\u663e\u4f18\u8d8a\u7684\u6027\u80fd\uff0c\u5c24\u5176\u662f\u5728 IMDB\u3001Sentiment140 \u548c Amazon Reviewers \u6570\u636e\u96c6\u4e0a\u7684\u96f6\u6837\u672c\u8de8\u9886\u57df\u8868\u73b0\u3002\u7ed3\u5408 FAN \u7684 Transformer \u5728\u635f\u5931\u548c\u51c6\u786e\u5ea6\u65b9\u9762\u5206\u522b\u5b9e\u73b0\u4e86\u6700 14.65% \u548c 8.50% \u7684\u76f8\u5bf9\u6539\u8fdb\uff0c\u540c\u65f6\u5c06\u53c2\u6570\u6570\u91cf\u51cf\u5c11\u4e86\u7ea6 14.16M\u3002\u7ed3\u679c\u8868\u660e\u5468\u671f\u6027\u5efa\u6a21\u5728\u8de8\u9886\u57df\u8bed\u8a00\u5efa\u6a21\u548c\u60c5\u7eea\u5206\u6790\u4efb\u52a1\u4e0a\u5177\u6709\u63d0\u9ad8\u6709\u6548\u6027\u548c\u6cdb\u5316\u7684\u6f5c\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6b354dd75e9c7cb9394ef5b2428515db.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6b354dd75e9c7cb9394ef5b2428515db.png\"><\/a><\/section>\n<section><strong>FAN \u7684\u8868\u8fbe\u80fd\u529b\u548c\u5e94\u7528\u8303\u56f4<\/strong><\/section>\n<section><\/section>\n<section>FAN \u5728\u7406\u8bba\u4e0a\u5177\u6709\u4e0e MLP \u76f8\u540c\u7684\u8868\u8fbe\u80fd\u529b\uff0c\u56e0\u4e3a\u5b83\u4e5f\u9075\u5faa\u901a\u7528\u8fd1\u4f3c\u5b9a\u7406\uff0c\u8fd9\u786e\u4fdd\u4e86\u5176\u51fd\u6570\u8fd1\u4f3c\u80fd\u529b\u3002\u4e0d\u540c\u7684\u662f\uff0cFAN \u901a\u8fc7\u660e\u786e\u7eb3\u5165\u5468\u671f\u6027\uff0c\u5f15\u5165\u4e86\u91cd\u8981\u7684\u529f\u80fd\u589e\u5f3a\uff0c\u8fd9\u662f\u4f20\u7edf MLP \u6240\u4e0d\u5177\u5907\u7684\u3002FAN \u7684\u8fd9\u4e00\u8bbe\u8ba1\uff0c\u4e0d\u4ec5\u5168\u9762\u7ee7\u627f\u4e86 MLP \u7684\u65e2\u6709\u4f18\u52bf\uff0c\u8fd8\u589e\u5f3a\u4e86\u5176\u6355\u83b7\u6570\u636e\u5468\u671f\u6027\u7279\u5f81\u7684\u80fd\u529b\u3002\u56e0\u6b64\uff0cFAN \u53ef\u4ee5\u4f5c\u4e3a MLP \u7684\u6709\u529b\u66ff\u4ee3\u54c1\u3002\u00a0<\/section>\n<section><\/section>\n<section>\u5f53\u7136\uff0cFAN \u7684\u5b9e\u7528\u6027\u4e0d\u4ec5\u9650\u4e8e\u660e\u786e\u9700\u8981\u5468\u671f\u6027\u5efa\u6a21\u7684\u4efb\u52a1\uff0c\u5728\u66f4\u5e7f\u6cdb\u7684\u5e94\u7528\u4e2d\u4e5f\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u9002\u7528\u6027\u3002\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u4e00\u7cfb\u5217\u73b0\u5b9e\u4e16\u754c\u4efb\u52a1\u7684\u5b9e\u9a8c\u8bc1\u660e\uff0c\u5982\u7b26\u53f7\u516c\u5f0f\u8868\u793a\u3001\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u548c\u8bed\u8a00\u5efa\u6a21\u7b49\uff0cFAN \u7684\u8868\u73b0\u660e\u663e\u4f18\u4e8e MLP \u548c\u5176\u4ed6\u57fa\u7ebf\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u4e8b\u5b9e\u4e0a\uff0c\u8bb8\u591a\u770b\u4f3c\u4e0e\u5468\u671f\u6027\u65e0\u76f4\u63a5\u5173\u8054\u7684\u673a\u5668\u5b66\u4e60\u4efb\u52a1\uff0c\u5982\u6570\u5b66\u8fd0\u7b97\u548c\u903b\u8f91\u63a8\u7406\uff0c\u5b9e\u9645\u4e0a\u4e5f\u53ef\u80fd\u9690\u85cf\u7740\u5468\u671f\u6027\u3002\u5982\u679c\u795e\u7ecf\u7f51\u7edc\u7f3a\u4e4f\u9488\u5bf9\u5468\u671f\u6027\u7279\u5f81\u8fdb\u884c\u5efa\u6a21\u7684\u80fd\u529b\uff0c\u5219\u53ef\u80fd\u4f1a\u635f\u5bb3\u5176\u5b66\u4e60\u6548\u7387\u3002\u4ece\u66f4\u6df1\u5c42\u6b21\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u5468\u671f\u6027\u4e0d\u4ec5\u4ec5\u662f\u4e00\u79cd\u6570\u636e\u7279\u5f81\uff0c\u8fd8\u53cd\u6620\u4e86\u4e00\u79cd\u89c4\u5f8b\u6216\u77e5\u8bc6\uff0c\u5373\u5141\u8bb8\u62bd\u8c61\u7684\u89c4\u5219\u548c\u539f\u7406\u5728\u4e0d\u540c\u4e0a\u4e0b\u6587\u4e4b\u95f4\u8f6c\u79fb\u548c\u91cd\u7528\u3002<\/section>\n<section><\/section>\n<section>\u603b\u7ed3\u6765\u770b\uff0cFAN \u4e0e MLP \u76f8\u6bd4\uff0c\u4e0d\u4ec5\u589e\u5f3a\u4e86\u5468\u671f\u6027\u5efa\u6a21\u80fd\u529b\uff0c\u4e14\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u91cf\u66f4\u5c11\uff0c\u6709\u671b\u6210\u4e3a\u57fa\u7840\u6a21\u578b\u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\u3002\u672a\u6765\uff0c\u5317\u5927\u7814\u7a76\u56e2\u961f\u5c06\u8fdb\u4e00\u6b65\u6269\u5927 FAN \u7684\u5e94\u7528\u8303\u56f4\uff0c\u589e\u5f3a\u5176\u4f5c\u4e3a\u57fa\u7840\u6a21\u578b\u7ec4\u4ef6\u7684\u8868\u73b0\uff0c\u6301\u7eed\u63a8\u52a8\u57fa\u7840\u6a21\u578b\u7684\u6280\u672f\u8fdb\u6b65\u4e0e\u521b\u65b0\u53d1\u5c55\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-10-3\" 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