{"id":34259,"date":"2024-12-03T06:57:45","date_gmt":"2024-12-02T22:57:45","guid":{"rendered":"https:\/\/17aitech.com\/?p=34259"},"modified":"2024-12-03T06:57:45","modified_gmt":"2024-12-02T22:57:45","slug":"icml-2024-%e4%bf%a1%e5%8f%b7%e8%a1%a8%e5%be%81%e6%8c%87%e6%95%b0%e7%ba%a7%e5%bc%ba%e3%80%81%e5%86%85%e5%ad%98%e8%8a%82%e7%9c%81%e8%b6%8535%ef%bc%8c%e9%87%8f%e5%ad%90%e9%9a%90%e5%bc%8f%e8%a1%a8","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34259","title":{"rendered":"ICML 2024 | \u4fe1\u53f7\u8868\u5f81\u6307\u6570\u7ea7\u5f3a\u3001\u5185\u5b58\u8282\u7701\u8d8535%\uff0c\u91cf\u5b50\u9690\u5f0f\u8868\u5f81\u7f51\u7edc\u6765\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-06-26-4\" target=\"_blank\">ICML 2024 | \u4fe1\u53f7\u8868\u5f81\u6307\u6570\u7ea7\u5f3a\u3001\u5185\u5b58\u8282\u7701\u8d8535%\uff0c\u91cf\u5b50\u9690\u5f0f\u8868\u5f81\u7f51\u7edc\u6765\u4e86<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-9a9c00832ccb2c7b90f3bb2d8b66fa7a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-9a9c00832ccb2c7b90f3bb2d8b66fa7a.png\"><\/a><\/section>\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<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\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<section><\/section>\n<section><strong>\u672c\u6587\u4f5c\u8005\u662f\u5929\u6d25\u5927\u5b66\u667a\u80fd\u4e0e\u8ba1\u7b97\u5b66\u90e8\u5f20\u9e4f\u6559\u6388\u53ca\u5176\u7855\u58eb\u751f\u8d75\u4f73\u94ed\uff0c\u535a\u58eb\u751f\u4e54\u6587\u535a\u3001\u9ad8\u73f2\u3002\u8be5\u9879\u7814\u7a76\u5de5\u4f5c\u53d7\u5230\u56fd\u5bb6\u81ea\u7136\u79d1\u5b66\u57fa\u91d1\u59d4\u3001\u5929\u6d25\u5927\u5b66 &#8211; \u4e2d\u79d1\u95fb\u6b4c\u8054\u5408\u5b9e\u9a8c\u5ba4\u8d44\u52a9\u3002<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-70a1011bbfc5381e4d3192925df19ac8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-70a1011bbfc5381e4d3192925df19ac8.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aQuantum Implicit Neural Representations<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u4f5c\u8005\uff1aJiaming Zhao, Wenbo Qiao, Peng Zhang*, Hui Gao<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2406.03873<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u5f15\u8a00<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u5929\u6d25\u5927\u5b66\u91cf\u5b50\u667a\u80fd\u4e0e\u8bed\u8a00\u7406\u89e3\u56e2\u961f\u521b\u65b0\u6027\u5730\u5c06<mark data-type=\"tech_methods\" data-id=\"8c84a50b-5150-49d5-8512-f7859377c3e2\">\u91cf\u5b50\u8ba1\u7b97<\/mark>\u5f15\u5165\u9690\u5f0f\u795e\u7ecf\u8868\u5f81\u9886\u57df\uff0c\u63d0\u51fa\u4e86\u91cf\u5b50\u9690\u5f0f\u8868\u5f81\u7f51\u7edc\uff08<strong>Q<\/strong>uantum <strong>I<\/strong>mplicit <strong>Re<\/strong>presentation <strong>N<\/strong>etwork, <strong>QIREN<\/strong>\uff09\u3002\u4e0e\u7ecf\u5178<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u65b9\u6cd5\u76f8\u6bd4\uff0c\u8be5\u65b9\u6cd5\u5728\u7406\u8bba\u4e0a\u5177\u6709\u6307\u6570\u7ea7\u5f3a\u7684\u4fe1\u53f7\u8868\u5f81\u80fd\u529b\u3002\u5b9e\u9a8c\u7ed3\u679c\u4e5f\u8bc1\u5b9e\u4e86 QIREN \u7684\u786e\u8868\u73b0\u51fa\u8d85\u8d8a\u4fe1\u53f7\u8868\u793a\u4efb\u52a1\u4e0a SOTA \u6a21\u578b\u7684\u4f18\u5f02\u6027\u80fd\uff0c\u5728<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\u66f4\u5c11\u7684\u60c5\u51b5\u4e0b\uff0c\u62df\u5408\u8bef\u5dee\u6700\u591a\u51cf\u5c11 35%\u3002\u56fe 1 \u4e2d\u5c55\u793a\u4e86\u672c\u6587\u7684\u6838\u5fc3\u601d\u60f3\u548c\u4e3b\u8981\u7ed3\u8bba\u3002<strong>\u76f8\u5173\u8bba\u6587\u5df2\u7ecf\u88ab<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u9886\u57df\u6700\u6743\u5a01\u7684\u4f1a\u8bae\u4e4b\u4e00 ICML 2024 \u63a5\u6536\u3002<\/strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-a262550e786c17d06d39b49c15fef03c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-a262550e786c17d06d39b49c15fef03c.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 1. \u7ecf\u5178\u5085\u7acb\u53f6<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u4e0e\u91cf\u5b50\u5085\u7acb\u53f6<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u8fd1\u5e74\u6765\uff0c\u9690\u5f0f\u795e\u7ecf\u8868\u5f81\u4f5c\u4e3a\u4e00\u79cd\u65b0\u5174\u7684\u4fe1\u53f7\u8868\u5f81\u65b9\u5f0f\u5f15\u8d77\u4e86\u5e7f\u6cdb\u5173\u6ce8\u3002\u4e0e\u4f20\u7edf\u7684\u79bb\u6563\u7f51\u683c\u8868\u793a\uff08\u4f8b\u5982\u7528\u50cf\u7d20\u7f51\u683c\u8868\u793a\u7684\u56fe\u50cf\uff09\u76f8\u6bd4\uff0c\u9690\u5f0f\u795e\u7ecf\u8868\u5f81\u5177\u6709\u8bb8\u591a\u72ec\u7279\u7684\u4f18\u52bf\u3002\u9996\u5148\uff0c\u5b83\u5177\u5907&#8221;\u65e0\u9650\u5206\u8fa8\u7387&#8221;\u7684\u80fd\u529b\uff0c\u53ef\u4ee5\u5728\u4efb\u610f\u7a7a\u95f4\u5206\u8fa8\u7387\u4e0b\u8fdb\u884c\u91c7\u6837\u3002\u5176\u6b21\uff0c\u9690\u5f0f\u795e\u7ecf\u8868\u5f81\u5177\u6709\u51fa\u8272\u7684\u5b58\u50a8\u7a7a\u95f4\u8282\u7701\uff0c\u4e3a\u6570\u636e\u5b58\u50a8\u63d0\u4f9b\u4e86\u4fbf\u5229\u3002\u6b63\u56e0\u4e3a\u8fd9\u4e9b\u72ec\u7279\u7684\u4f18\u52bf\uff0c\u9690\u5f0f\u795e\u7ecf\u8868\u5f81\u8fc5\u901f\u6210\u4e3a\u8868\u793a\u56fe\u50cf\u3001\u7269\u4f53\u548c3D\u573a\u666f\u7b49\u4fe1\u53f7\u7684\u4e3b\u6d41\u8303\u5f0f\u3002\u5927\u591a\u6570\u5173\u4e8e\u9690\u5f0f\u795e\u7ecf\u8868\u5f81\u7684\u65e9\u671f\u7814\u7a76\u90fd\u5efa\u7acb\u5728\u57fa\u4e8eReLU\u7684\u591a\u5c42\u611f\u77e5\u5668\uff08MLP\uff09\u4e4b\u4e0a\u3002\u7136\u800c\uff0c\u57fa\u4e8eReLU\u7684MLP\u96be\u4ee5\u7cbe\u786e\u5efa\u6a21\u4fe1\u53f7\u7684\u9ad8\u9891\u90e8\u5206\uff0c\u5982\u56fe2\u6240\u793a\u3002\u6700\u8fd1\u7684\u7814\u7a76\u5df2\u7ecf\u5f00\u59cb\u63a2\u7d22\u4f7f\u7528\u5085\u7acb\u53f6<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\uff08FNN\uff09\u6765\u514b\u670d\u8fd9\u4e00\u9650\u5236\u3002\u7136\u800c\uff0c\u9762\u5bf9\u73b0\u5b9e\u5e94\u7528\u4e2d\u8d8a\u6765\u8d8a\u590d\u6742\u7684\u62df\u5408\u4efb\u52a1\uff0c\u7ecf\u5178\u5085\u7acb\u53f6<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u4e5f\u9700\u8981\u8d8a\u6765\u8d8a\u591a\u7684\u8bad\u7ec3<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff0c\u8fd9\u589e\u52a0\u4e86\u5bf9\u8ba1\u7b97\u8d44\u6e90\u7684\u9700\u6c42\u3002\u672c\u6587\u63d0\u51fa\u7684\u91cf\u5b50\u9690\u5f0f\u795e\u7ecf\u8868\u5f81\u5229\u7528\u4e86\u91cf\u5b50\u4f18\u52bf\u4ece\u800c\u80fd\u591f\u51cf\u5c11<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u548c\u8ba1\u7b97\u6d88\u8017\uff0c\u8fd9\u79cd\u89e3\u51b3\u65b9\u6848\u80fd\u591f\u7ed9\u9690\u5f0f\u795e\u7ecf\u8868\u5f81\u751a\u81f3<mark data-type=\"tech_methods\" data-id=\"1a0e9c5e-6502-4cd7-8683-6b5ca6c48be2\">\u673a\u5668\u5b66\u4e60<\/mark>\u9886\u57df\u5e26\u6765\u65b0\u7684\u542f\u53d1\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-a0b6e8d667ffd282d3fe6abc1093d4f1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-a0b6e8d667ffd282d3fe6abc1093d4f1.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 2. \u771f\u5b9e\u56fe\u50cf\u7684\u4e0d\u540c\u9891\u7387\u5206\u91cf\uff08\u9876\u90e8\uff09\u548c\u57fa\u4e8e ReLU \u7684 MLP \u62df\u5408\u7684\u56fe\u50cf\u7684\u4e0d\u540c\u9891\u7387\u5206\u91cf\uff08\u5e95\u90e8\uff09<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u6a21\u578b<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-bdbd1250d442a9f028f943442119a5b0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-bdbd1250d442a9f028f943442119a5b0.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe 3. \u6a21\u578b\u67b6\u6784<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u6a21\u578b\u6574\u4f53\u67b6\u6784<\/strong><\/section>\n<section><\/section>\n<section>QIREN \u7684\u603b\u4f53\u67b6\u6784\u5982\u56fe 3 \u6240\u793a\uff0c\u7531 N \u4e2a\u6df7\u5408\u5c42\u548c\u672b\u7aef\u7684\u7ebf\u6027\u5c42\u7ec4\u6210\u3002\u8be5\u6a21\u578b\u4ee5\u5750\u6807\u4f5c\u4e3a\u8f93\u5165\u5e76\u8f93\u51fa\u4fe1\u53f7\u503c\u3002\u6570\u636e\u6700\u521d\u8fdb\u5165\u6df7\u5408\u5c42\uff0c\u4ece Linear \u5c42\u548c BatchNorm \u5c42\u5f00\u59cb\uff0c\u5f97\u5230\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1cc11b8307c9d9c8d18ded37b286a787.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1cc11b8307c9d9c8d18ded37b286a787.png\"><\/a><\/p>\n<section>\u7136\u540e\u88ab\u8f93\u5165\u5230\u6570\u636e\u91cd\u65b0\u4e0a\u4f20\u91cf\u5b50\u7535\u8def QC \u4e2d\u3002\u5728\u56fe 2 (b) \u548c (c) \u4e2d\uff0c\u6211\u4eec\u7ed9\u51fa\u4e86<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u5c42\u548c\u7f16\u7801\u5c42\u91cf\u5b50\u7535\u8def\u7684\u5177\u4f53\u5b9e\u73b0\u3002<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u5c42\u7531 K \u4e2a<mark data-type=\"tech_methods\" data-id=\"efb128f3-0b7c-45a8-a6ae-065fa93c6556\">\u5806\u53e0<\/mark>\u5757\u7ec4\u6210\u3002\u6bcf\u4e2a\u5757\u5305\u542b\u5e94\u7528\u4e8e\u6bcf\u4e2a\u91cf\u5b50\u4f4d\u7684\u65cb\u8f6c\u95e8\uff0c\u4ee5\u53ca\u4ee5\u5faa\u73af\u65b9\u5f0f\u8fde\u63a5\u7684 CNOT \u95e8\u3002\u7f16\u7801\u5c42\u5728\u6bcf\u4e2a\u91cf\u5b50\u4f4d\u4e0a\u5e94\u7528\u95e8\u3002\u6700\u540e\uff0c\u6211\u4eec\u6d4b\u91cf\u4e86\u91cf\u5b50\u6001\u76f8\u5bf9\u4e8e\u53ef\u89c2\u6d4b\u91cf\u7684\u671f\u671b\u503c\u3002\u91cf\u5b50\u7535\u8def\u7684\u8f93\u51fa\u7531\u4e0b\u5f0f\u7ed9\u51fa\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-623a5fcb48528ca3f06f6cddff297a0a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-623a5fcb48528ca3f06f6cddff297a0a.png\"><\/a><\/p>\n<section>\u5176\u4e2d O \u8868\u793a\u4efb\u610f\u53ef\u89c2\u6d4b\u91cf\u3002\u7b2c n \u4e2a\u6df7\u5408\u5c42\u7684\u8f93\u51fa\u5c06\u88ab\u7528\u4f5c\u7b2c\uff08n+1\uff09\u5c42\u7684\u8f93\u5165\u3002\u6700\u540e\uff0c\u6211\u4eec\u6dfb\u52a0\u4e00\u4e2a\u7ebf\u6027\u5c42\u4ee5\u63a5\u6536\u5e76\u8f93\u51fa\u3002\u6211\u4eec\u4f7f\u7528\u5747\u65b9\u8bef\u5dee\uff08MSE\uff09\u4f5c\u4e3a<mark data-type=\"concepts\" data-id=\"4c38563a-2d9b-439e-bfb4-21d209eeff3e\">\u635f\u5931\u51fd\u6570<\/mark>\u6765\u8bad\u7ec3\u6a21\u578b\uff1a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1e65445cff6b3f57d7e15acff0ecc253.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1e65445cff6b3f57d7e15acff0ecc253.png\"><\/a><\/p>\n<section><strong>\u6a21\u578b\u7406\u8bba\u5206\u6790<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u4e00\u4e9b\u5148\u524d\u7684\u7814\u7a76\u4e2d\uff0c\u6570\u636e\u91cd\u4e0a\u4f20\u91cf\u5b50\u7ebf\u8def\u7684\u6570\u5b66\u6027\u8d28\u5df2\u7ecf\u88ab\u63ed\u793a\uff0c\u672c\u8d28\u4e0a\u6570\u636e\u91cd\u4e0a\u4f20\u91cf\u5b50\u7ebf\u8def\u662f\u4ee5\u5085\u7acb\u53f6\u7ea7\u6570\u7684\u5f62\u5f0f\u62df\u5408<mark data-type=\"concepts\" data-id=\"a3ee878c-7013-408b-8e6b-7b1038057f8f\">\u76ee\u6807\u51fd\u6570<\/mark>\u3002\u4f46\u4e4b\u524d\u7684\u5de5\u4f5c\u53ea\u63a2\u7d22\u4e86\u591a\u5c42\u5355\u91cf\u5b50\u6bd4\u7279\u7ebf\u8def\u6216\u5355\u5c42\u591a\u91cf\u5b50\u6bd4\u7279\u7ebf\u8def\uff0c\u5e76\u4e14\u6ca1\u6709\u4e0e\u7ecf\u5178\u65b9\u6cd5\u8fdb\u884c\u6bd4\u8f83\uff0c\u6ca1\u6709\u627e\u5230\u6570\u636e\u91cd\u4e0a\u4f20\u91cf\u5b50\u7ebf\u8def\u7684\u4f18\u52bf\u3002\u6211\u4eec\u5c06\u7814\u7a76\u6269\u5c55\u5230\u591a\u5c42\u591a\u91cf\u5b50\u6bd4\u7279\u7ebf\u8def\u3002\u6b64\u5916\uff0c\u6211\u4eec\u8bc1\u660e\u4e86\u5728\u9690\u5f0f\u795e\u7ecf\u8868\u5f81\u9886\u57df\uff0c\u4ee5\u6570\u636e\u91cd\u4e0a\u4f20\u91cf\u5b50\u7ebf\u8def\u4e3a\u6838\u5fc3\u7ec4\u4ef6\u7684\u6df7\u5408\u91cf\u5b50<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark> QIREN \u76f8\u6bd4\u7ecf\u5178\u65b9\u6cd5\u6709\u7740\u6307\u6570\u7ea7\u4f18\u52bf\u3002\u6211\u4eec\u5206\u6790\u4e86 QIREN \u4e2d\u7684\u91cf\u5b50\u5c42\u548c\u7ecf\u5178\u5c42\u7684\u4f5c\u7528\u5e76\u5c06\u5176\u5f52\u7eb3\u4e3a\u4ee5\u4e0b\u4e09\u70b9\uff1a<\/section>\n<section><\/section>\n<section>1. \u5728\u6700\u4f73\u6761\u4ef6\u4e0b\uff0c\u6570\u636e\u91cd\u4e0a\u4f20\u91cf\u5b50\u7535\u8def\u8868\u793a\u5085\u7acb\u53f6\u7ea7\u6570\u7684\u80fd\u529b\u968f\u7740\u7535\u8def\u7684\u5927\u5c0f\u5448\u6307\u6570\u589e\u957f\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u63a8\u5bfc\u89c1\u8bba\u6587 4.2 \u548c 4.3 \u8282\u3002<\/section>\n<section><\/section>\n<section>2. \u7ebf\u6027\u5c42\u7684\u4f5c\u7528\u662f\u8fdb\u4e00\u6b65\u6269\u5c55\u9891\u8c31\u548c\u8c03\u6574\u9891\u7387\uff0c\u4ece\u800c\u63d0\u9ad8\u62df\u5408\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u5728\u5c06\u6570\u636e\u4e0a\u4f20\u5230\u91cf\u5b50\u7535\u8def\u4e4b\u524d\u5e94\u7528\u7ebf\u6027\u5c42\u76f8\u5f53\u4e8e\u8c03\u6574\u7f16\u7801\u5c42<mark data-type=\"experts\" data-id=\"dcf22105-10c9-4fb3-8985-d04167ba53a3\">\u54c8\u5bc6\u987f<\/mark>\u91cf\u7684\u672c\u5f81\u503c\uff0c\u6700\u7ec8\u5f71\u54cd\u9891\u8c31\u3002\u8fd9\u79cd\u65b9\u6cd5\u6709\u4e24\u4e2a\u4f18\u70b9\u3002\u9996\u5148\uff0c\u5b83\u53ef\u4ee5\u4f7f\u9891\u8c31\u66f4\u5927\u3002\u4ec5\u7528\u95e8\u7f16\u7801\u65f6\u9891\u8c31\u4e2d\u4f1a\u4ea7\u751f\u4e00\u4e9b\u5197\u4f59\u9879\u3002\u8fd9\u79cd\u5197\u4f59\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u7ebf\u6027\u5c42\u6765\u51cf\u5c11\u3002\u5176\u6b21\uff0c\u5b83\u4f7f\u9891\u8c31\u7684\u8986\u76d6\u8303\u56f4\u53ef\u4ee5\u8c03\u6574\uff0c\u65e8\u5728\u8986\u76d6\u66f4\u91cd\u8981\u7684\u7cfb\u6570\u66f4\u5927\u7684\u9891\u7387\u3002\u56e0\u6b64\uff0c\u52a0\u5165\u7ebf\u6027\u5c42\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u9ad8 QIREN \u7684\u62df\u5408\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section>3. Batchnorm \u5c42\u7684\u4f5c\u7528\u662f\u52a0\u901f\u91cf\u5b50\u6a21\u578b\u7684<mark data-type=\"concepts\" data-id=\"3bf78775-1316-4ac0-bd99-10e2fc88c439\">\u6536\u655b<\/mark>\u3002<\/section>\n<section><\/section>\n<section>\u5728\u524d\u9988<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u4e2d\uff0c\u6570\u636e\u901a\u5e38\u5728<mark data-type=\"concepts\" data-id=\"1697e627-30e7-48a6-b799-39e2338ffab5\">\u6fc0\u6d3b\u51fd\u6570<\/mark>\u4e4b\u524d\u901a\u8fc7 BatchNorm \u5c42\uff0c\u8fd9\u6709\u6548\u5730\u9632\u6b62\u4e86\u6d88\u5931\u68af\u5ea6\u95ee\u9898\u3002\u7c7b\u4f3c\u5730\uff0c\u5728 QIREN \u4e2d\uff0c\u91cf\u5b50\u7535\u8def\u53d6\u4ee3\u4e86<mark data-type=\"concepts\" data-id=\"1697e627-30e7-48a6-b799-39e2338ffab5\">\u6fc0\u6d3b\u51fd\u6570<\/mark>\uff0c\u5e76\u5728\u63d0\u4f9b\u975e\u7ebf\u6027\u65b9\u9762\u53d1\u6325\u4f5c\u7528\uff08\u91cf\u5b50\u7535\u8def\u672c\u8eab\u662f\u7ebf\u6027\u7684\uff0c\u4f46\u5c06\u7ecf\u5178\u6570\u636e\u4e0a\u4f20\u5230\u91cf\u5b50\u7535\u8def\u7684\u8fc7\u7a0b\u662f\u975e\u7ebf\u6027\u7684\uff09\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u5728\u8fd9\u91cc\u6dfb\u52a0\u4e86 BatchNorm \u5c42\uff0c\u76ee\u7684\u662f\u7a33\u5b9a\u548c\u52a0\u901f\u6a21\u578b\u7684<mark data-type=\"concepts\" data-id=\"3bf78775-1316-4ac0-bd99-10e2fc88c439\">\u6536\u655b<\/mark>\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u6211\u4eec\u901a\u8fc7\u56fe\u50cf\u8868\u793a\u548c\u58f0\u97f3\u8868\u793a\u4efb\u52a1\u9a8c\u8bc1\u4e86 QIREN \u5728\u8868\u793a\u4fe1\u53f7\uff0c\u7279\u522b\u662f\u9ad8\u9891\u4fe1\u53f7\u65b9\u9762\u7684\u4f18\u8d8a\u6027\u80fd\u3002\u5b9e\u9a8c\u7ed3\u679c\u5982\u8868 1 \u6240\u793a\u3002QIREN \u548c SIREN \u5728\u58f0\u97f3\u8868\u793a\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u76f8\u4f3c\u7684\u8868\u73b0\u3002\u5c3d\u7ba1\u8fd9\u4e24\u4e2a\u6a21\u578b\u7684\u6027\u80fd\u4f3c\u4e4e\u662f\u53ef\u6bd4\u8f83\u7684\uff0c\u4f46\u503c\u5f97\u5f3a\u8c03\u7684\u662f\uff0c\u6211\u4eec\u7684\u6a21\u578b\u4ee5\u6700\u5c11\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u5b9e\u73b0\u4e86 35.1% \u7684\u5185\u5b58\u8282\u7701\uff0c\u5e76\u4e14 SIREN \u7684<mark data-type=\"concepts\" data-id=\"3bf78775-1316-4ac0-bd99-10e2fc88c439\">\u6536\u655b<\/mark>\u9700\u8981\u8bbe\u7f6e\u5408\u9002\u7684\u8d85<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff0c\u800c\u6211\u4eec\u7684\u6a21\u578b\u6ca1\u6709\u8fd9\u79cd\u9650\u5236\u3002\u7136\u540e\uff0c\u6211\u4eec\u4ece\u9891\u7387\u7684\u89d2\u5ea6\u5206\u6790\u4e86\u6a21\u578b\u7684\u8f93\u51fa\u3002\u6211\u4eec\u5728\u56fe 4 \u4e2d\u53ef\u89c6\u5316\u4e86\u6a21\u578b\u8f93\u51fa\u7684\u9891\u8c31\u3002\u5f88\u660e\u663e\uff0c\u6a21\u578b\u8f93\u51fa\u7684\u4f4e\u9891\u5206\u5e03\u90fd\u63a5\u8fd1\u771f\u5b9e\u60c5\u51b5\u3002\u7136\u800c\uff0c\u5f53\u6d89\u53ca\u5230\u9ad8\u9891\u5206\u5e03\u65f6\uff0cQIREN \u548c SIREN \u90fd\u62df\u5408\u5f97\u5f88\u597d\uff0c\u5176\u6b21\u662f\u5177\u6709\u968f\u5373\u5085\u7acb\u53f6\u7279\u5f81\uff08RFF\uff09\u7684\u57fa\u4e8e ReLU \u7684 MLP\u3002\u57fa\u4e8e ReLU \u548c\u57fa\u4e8e Tanh \u7684 MLP \u751a\u81f3\u7f3a\u4e4f\u4fe1\u53f7\u7684\u9ad8\u9891\u90e8\u5206\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-6dff6b09e795da746f89c04c55f80b3c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-6dff6b09e795da746f89c04c55f80b3c.png\"><\/a><\/p>\n<section><em><sup>\u8868 1. \u6a21\u578b\u5728\u4fe1\u53f7\u8868\u793a\u548c\u56fe\u50cf\u8d85\u5206\u8fa8\u7387\u4efb\u52a1\u4e0a\u7684 MSE\uff08\uff09\u3002\u88ab\u8ba4\u4e3a\u662f SOTA \u7684\u6a21\u578b\u6807\u6709 *\u3002params \u8868\u793a\u6a21\u578b<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\uff0cmem \u8868\u793a\u4e0e\u79bb\u6563\u7f51\u683c\u8868\u793a\u76f8\u6bd4\uff0c\u6a21\u578b\u8282\u7701\u7684\u5185\u5b58\u3002<\/sup><\/em><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-abf7617c83f9ee686e4a68e4b781393c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-abf7617c83f9ee686e4a68e4b781393c.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 4. \u58f0\u97f3\u8868\u793a\u4efb\u52a1\u4e2d\u6a21\u578b\u8f93\u51fa\u7684\u9891\u8c31<\/sup><\/em><\/section>\n<section><\/section>\n<section>QIREN \u5728\u56fe\u50cf\u8868\u793a\u4efb\u52a1\u4e2d\u7528\u6700\u5c11\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u5b9e\u73b0\u4e86\u6700\u4f73\u6027\u80fd\uff0c\u4e0e SOTA \u6a21\u578b\u76f8\u6bd4\uff0c\u8bef\u5dee\u6700\u5927\u51cf\u5c11\u4e86 34.8%\u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63a2\u7d22\u6a21\u578b\u7684\u4fe1\u53f7\u8868\u793a\u80fd\u529b\uff0c\u6211\u4eec\u4f7f\u7528\u6ee4\u6ce2\u5668\u6765\u5206\u79bb\u5176\u8f93\u51fa\u7684\u9ad8\u9891\u548c\u4f4e\u9891\u5206\u91cf\uff0c\u5e76\u5206\u522b\u6bd4\u8f83\u8fd9\u4e24\u4e2a\u5206\u91cf\u7684\u62df\u5408\u8bef\u5dee\uff0c\u7ed3\u679c\u5982\u56fe 5 \u6240\u793a\u3002QIREN \u5728\u62df\u5408\u9ad8\u9891\u548c\u4f4e\u9891\u5206\u91cf\u65f6\u59cb\u7ec8\u5b9e\u73b0\u4e86\u6700\u4f4e\u7684\u8bef\u5dee\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4be0ef9cacb11cb86e1ca811cf823223.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-4be0ef9cacb11cb86e1ca811cf823223.png\"><\/a><\/p>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 5. \u4e0e\u57fa\u4e8e Tanh \u7684 MLP \u76f8\u6bd4\uff0c\u6bcf\u4e2a\u6a21\u578b\u7684\u76f8\u5bf9\u8bef\u5dee\u3002\u9634\u5f71\u533a\u57df\u8868\u793a\u4f4e\u9891\u8bef\u5dee\uff0c\u800c\u975e\u9634\u5f71\u533a\u57df\u8868\u793a\u9ad8\u9891\u8bef\u5dee\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u6700\u65b0\u7684\u7814\u7a76\u5f15\u5165\u4e86\u4e00\u4e2a\u7a81\u7834\u6027\u7684\u6846\u67b6\u5c06\u9690\u5f0f\u795e\u7ecf\u8868\u5f81\u6269\u5c55\u5230<mark data-type=\"tech_tasks\" data-id=\"ba1ea8a1-a705-4f89-8348-ec71bae840dc\">\u56fe\u50cf\u751f\u6210<\/mark>\u3002\u66f4\u5177\u4f53\u5730\u8bf4\uff0c\u8be5\u6846\u67b6\u5229\u7528\u4ee5\u968f\u673a\u5206\u5e03\u4e3a\u8f93\u5165\u7684\u8d85\u7f51\u7edc\u6765\u751f\u6210\u9690\u5f0f\u8868\u5f81\u7f51\u7edc\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u3002\u968f\u540e\uff0c\u8fd9\u4e9b\u751f\u6210\u7684<mark data-type=\"concepts\" 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