{"id":35333,"date":"2024-12-23T08:59:58","date_gmt":"2024-12-23T00:59:58","guid":{"rendered":"https:\/\/17aitech.com\/?p=35333"},"modified":"2024-12-23T08:59:58","modified_gmt":"2024-12-23T00:59:58","slug":"%e6%b8%af%e5%a4%a7%e9%bb%84%e8%b6%85%e5%9b%a2%e9%98%9f%e6%8e%a8%e5%87%baanygraph-%e9%a6%96%e6%ac%a1%e6%8f%ad%e7%a7%98%e5%9b%be%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%9a%84scaling-law","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35333","title":{"rendered":"\u6e2f\u5927\u9ec4\u8d85\u56e2\u961f\u63a8\u51faAnyGraph, \u9996\u6b21\u63ed\u79d8\u56fe\u5927\u6a21\u578b\u7684Scaling Law"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-29-2\" target=\"_blank\">\u6e2f\u5927\u9ec4\u8d85\u56e2\u961f\u63a8\u51faAnyGraph, \u9996\u6b21\u63ed\u79d8\u56fe\u5927\u6a21\u578b\u7684Scaling Law<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1ba9b37cc027aac17b966c2b22e611b6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1ba9b37cc027aac17b966c2b22e611b6.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>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<\/p>\n<\/section>\n<\/blockquote>\n<section><strong>\u672c\u6587\u7684\u4e3b\u8981\u4f5c\u8005\u6765\u81ea\u9999\u6e2f\u5927\u5b66\u7684\u6570\u636e\u667a\u80fd\u5b9e\u9a8c\u5ba4 (Data Intelligence Lab@HKU)\u3002\u7b2c\u4e00\u4f5c\u8005\u662f\u9999\u6e2f\u5927\u5b66\u7684\u535a\u58eb\u540e\u590f\u826f\u660a\uff0c\u6307\u5bfc\u8001\u5e08\u4e3a\u9ec4\u8d85\u6559\u6388\u3002\u9999\u6e2f\u5927\u5b66\u6570\u636e\u667a\u80fd\u5b9e\u9a8c\u5ba4\u4e13\u6ce8\u4e8e<mark data-type=\"concepts\" data-id=\"2d28aa9c-942d-471d-bd96-8bfefb7144e0\">\u4eba\u5de5\u667a\u80fd<\/mark>\u548c<mark data-type=\"tech_tasks\" data-id=\"7904de1e-5ab5-4f0a-aa60-693cb2978766\">\u6570\u636e\u6316\u6398<\/mark>\u7684\u7814\u7a76\uff0c\u6db5\u76d6\u5927<mark data-type=\"tech_tasks\" data-id=\"bf35ef94-d956-4033-a533-0c0828308c36\">\u8bed\u8a00\u6a21\u578b<\/mark>\u3001<mark data-type=\"tech_methods\" data-id=\"c39cf57b-df95-4c9e-9a8a-0d8ea330d625\">\u56fe<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark><\/mark>\u3001<mark data-type=\"tech_tasks\" data-id=\"197e8428-4002-4317-a18f-993da43b426f\">\u4fe1\u606f\u68c0\u7d22<\/mark>\u3001<mark data-type=\"tech_tasks\" data-id=\"6ca1ea2d-6bca-45b7-9c93-725d288739c3\">\u63a8\u8350\u7cfb\u7edf<\/mark>\u548c\u65f6\u7a7a<mark data-type=\"tech_tasks\" data-id=\"7904de1e-5ab5-4f0a-aa60-693cb2978766\">\u6570\u636e\u6316\u6398<\/mark>\u7b49\u9886\u57df\u3002\u5b9e\u9a8c\u5ba4\u7684\u7814\u7a76\u6210\u679c\u5728\u591a\u4e2a\u9876\u7ea7\u4f1a\u8bae\u4e0a\uff08\u5982 WWW\u3001SIGIR\u3001KDD\uff09\u83b7\u5f97\u4e86\u8bf8\u591a\u8363\u8a89\uff0c\u5305\u62ec\u6700\u5177\u5f71\u54cd\u529b\u8bba\u6587\u548c\u6700\u4f73\u8bba\u6587\u5019\u9009\u3002<\/strong><\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-0ce7e60953bc7cdef67e9934a536bb49.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-0ce7e60953bc7cdef67e9934a536bb49.png\"><\/a><\/p>\n<section><strong>AnyGraph \u5927\u6a21\u578b\uff0c\u56fe\u6a21\u578b\u6cdb\u5316\u6027\u7684\u7a81\u7834\uff0c\u81f4\u529b\u4e8e\u89e3\u51b3\u4ee5\u4e0b\u5173\u952e\u6280\u672f\u6311\u6218<\/strong>\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u7ed3\u6784\u5f02\u8d28\u6027\uff1a\u5e94\u5bf9\u56fe\u7ed3\u6784\u4fe1\u606f\u4e2d\u7684\u5206\u5e03\u504f\u79fb\u3002<\/section>\n<\/li>\n<li>\n<section>\u7279\u5f81\u5f02\u8d28\u6027\uff1a\u5904\u7406\u8de8\u56fe\u6570\u636e\u96c6\u7684\u591a\u6837\u7279\u5f81\u8868\u793a\u3002<\/section>\n<\/li>\n<li>\n<section>\u5feb\u901f\u9002\u914d\uff1a\u4f7f\u6a21\u578b\u8fc5\u901f\u9002\u5e94\u65b0\u7684\u4e0d\u540c\u7684\u56fe\u5b66\u4e60\u9886\u57df\uff0c\u5c55\u73b0\u654f\u6377\u9002\u5e94\u529b\u3002<\/section>\n<\/li>\n<li>\n<section>\u5927\u6a21\u578b\u80fd\u529b\u6d8c\u73b0\uff1a\u968f\u7740\u6570\u636e\u91cf\u548c\u6a21\u578b<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u7684\u589e\u957f\uff0c\u6027\u80fd\u663e\u8457\u63d0\u5347\uff0c\u91ca\u653e\u6a21\u578b\u6f5c\u80fd\u3002<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>AnyGraph \u7684\u4e3b\u8981\u7279\u70b9\uff1a<\/strong><\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u56fe\u6df7\u5408\u4e13\u5bb6\uff08GraphMoE\uff09\uff1a\u91c7\u7528\u4e00\u7cfb\u5217\u4e13\u5bb6\u6a21\u578b\uff0c\u5de7\u5999\u89e3\u51b3\u8de8\u57df\u5f02\u8d28\u6027\u95ee\u9898\u3002<\/section>\n<\/li>\n<li>\n<section>\u8f7b\u91cf\u7ea7\u56fe\u4e13\u5bb6\u8def\u7531\u673a\u5236\uff1a\u5feb\u901f\u9002\u5e94\u7b56\u7565\uff0c\u4f7f\u6a21\u578b\u80fd\u591f\u8fc5\u901f\u54cd\u5e94\u65b0\u7684\u6570\u636e\u96c6\u548c\u9886\u57df\u3002<\/section>\n<\/li>\n<li>\n<section>\u81ea\u9002\u5e94\u4e14\u9ad8\u6548\u7684\u56fe\u4e13\u5bb6\u6a21\u578b\uff1a\u4e13\u4e3a\u5904\u7406\u5177\u6709\u5e7f\u6cdb\u56fe\u7ed3\u6784\u6a21\u5f0f\u548c\u7279\u5f81\u7a7a\u95f4\u7684\u6a21\u578b\u800c\u5b9a\u5236\u8bbe\u8ba1\u3002<\/section>\n<\/li>\n<li>\n<section>\u5e7f\u6cdb\u8bad\u7ec3\u548c\u6d4b\u8bd5\uff1a\u5728 38 \u4e2a\u591a\u6837\u5316\u7684\u56fe\u6570\u636e\u96c6\u4e0a\u7ecf\u8fc7\u4e25\u683c\u9a8c\u8bc1\uff0c\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u6cdb\u5316\u80fd\u529b\u548c\u6a21\u578b\u6269\u5c55\u6027\uff0c\u8bc1\u660e\u4e86\u5176\u6d8c\u73b0\u80fd\u529b\u3002<\/section>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-144293ec6696bc361ec3af4a6b47416f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-144293ec6696bc361ec3af4a6b47416f.png\"><\/a><\/p>\n<section>\u4f5c\u4e3a\u4e00\u79cd\u91cd\u8981\u7684\u6570\u636e\u5f62\u5f0f\uff0c\u56fe\u6570\u636e\u5728\u793e\u4ea4\u7f51\u7edc\u3001\u5b66\u672f\u7f51\u7edc\u3001\u4ea4\u901a\u7cfb\u7edf\u548c\u751f\u7269\u7f51\u7edc\u7b49\u591a\u4e2a\u9886\u57df\u6709\u5e7f\u6cdb\u5e94\u7528\u3002\u56fe\u6a21\u578b\uff0c\u4f8b\u5982<mark data-type=\"tech_methods\" data-id=\"c39cf57b-df95-4c9e-9a8a-0d8ea330d625\">\u56fe<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark><\/mark>\uff08GNN\uff09\uff0c\u5b66\u4e60\u56fe\u4e2d\u8282\u70b9\u7684\u8868\u5f81\u5411\u91cf\uff0c\u6765\u6355\u6349\u7ed3\u6784\u4fe1\u606f\u548c\u8282\u70b9\u4e0a\u7684\u7279\u5f81\u4fe1\u606f\uff0c\u4ece\u800c\u8fdb\u884c\u51c6\u786e\u9884\u6d4b\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u5e74\u6765\uff0c\u56fe\u5b66\u4e60\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u8fdb\u5c55\uff0c\u4e3b\u8981\u5f97\u76ca\u4e8e<mark data-type=\"tech_methods\" data-id=\"c39cf57b-df95-4c9e-9a8a-0d8ea330d625\">\u56fe<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark><\/mark>\uff08GNNs\uff09\u7684\u5f3a\u5927\u529f\u80fd\u3001\u4e00\u4e9b\u5fae\u8c03\u65b9\u6cd5\u7684\u63d0\u51fa\u3001\u4ee5\u53ca\u6700\u8fd1\u4e00\u4e9b\u5c06\u56fe\u6570\u636e\u7a7a\u95f4\u4e0e\u81ea\u7136\u8bed\u8a00\u7a7a\u95f4\u8fdb\u884c\u5bf9\u9f50\u7684\u5c1d\u8bd5\u3002\u7136\u800c\uff0c\u5f53\u524d\u6700\u5148\u8fdb\u7684\u56fe\u6a21\u578b\u5728\u8de8\u9886\u57df\u7684\u6cdb\u5316\u6027\u80fd\u4e0a\u4ecd\u663e\u4e0d\u8db3\u3002<\/section>\n<section><\/section>\n<section>\u73b0\u6709\u65b9\u6cd5\u5f80\u5f80\u4e25\u91cd\u4f9d\u8d56\u7e41\u7410\u7684\u5fae\u8c03\u8fc7\u7a0b\uff0c\u96be\u4ee5\u5e94\u5bf9\u771f\u5b9e\u56fe\u7ed3\u6784\u590d\u6742\u3001\u591a\u6837\u5316\u7684\u7279\u70b9\u3002\u8fd9\u79cd\u65e0\u6cd5\u5feb\u901f\u65e0\u7f1d\u9002\u5e94\u65b0\u56fe\u57df\u7684\u80fd\u529b\uff0c\u963b\u788d\u4e86\u56fe\u5b66\u4e60\u6280\u672f\u7684\u5e7f\u6cdb\u5e94\u7528\u3002\u56e0\u6b64\uff0c\u89e3\u51b3\u8fd9\u4e00\u6311\u6218\uff0c\u642d\u5efa\u4e00\u4e2a\u5177\u6709\u8de8\u9886\u57df\u3001\u5f3a\u6cdb\u5316\u6027\u80fd\u7684\u56fe\u57fa\u7840\u6a21\u578b\uff0c\u5bf9\u4e8e\u56fe\u5b66\u4e60\u9886\u57df\u81f3\u5173\u91cd\u8981\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u63a8\u51fa <strong>AnyGraph<\/strong>, \u9996\u6b21\u63ed\u79d8\u56fe\u5927\u6a21\u578b\u7684 Scaling Law\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1f02536b0ac3469ca756ebc8393374ce.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1f02536b0ac3469ca756ebc8393374ce.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5: https:\/\/arxiv.org\/pdf\/2408.10700<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u5730\u5740: https:\/\/github.com\/HKUDS\/AnyGraph<\/section>\n<\/li>\n<li>\n<section>\u5b9e\u9a8c\u5ba4\u4e3b\u9875: https:\/\/sites.google.com\/view\/chaoh<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8003\u8651\u5230\u56fe\u6570\u636e\u7684\u7279\u70b9\uff0c\u4ee5\u53ca\u53d7\u5230\u8bed\u8a00\u548c\u56fe\u50cf\u6570\u636e\u57fa\u7840\u6a21\u578b\u7684\u542f\u53d1\uff0c\u7814\u7a76\u56e2\u961f\u81f4\u529b\u4e8e\u89e3\u51b3\u4ee5\u4e0b\u51e0\u4e2a\u5173\u952e\u95ee\u9898\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u7ed3\u6784\u5f02\u8d28\u6027\uff1a\u4e0d\u540c\u5e94\u7528\u9886\u57df\u7684\u56fe\u6570\u636e\u5728\u7ed3\u6784\u4e0a\u53ef\u4ee5\u5b58\u5728\u6781\u5927\u7684\u5dee\u522b\uff0c\u4f8b\u5982\u8282\u70b9\u7684\u5e73\u5747\u5ea6\u6570\u3001\u7d27\u5bc6\u5b50\u56fe\u51fa\u73b0\u7684\u9891\u7387\u3001<mark data-type=\"concepts\" data-id=\"9a1ffe46-a0e7-4fc1-a5c7-f4d485fe42e1\">\u566a\u97f3<\/mark>\u548c\u7f3a\u5931\u8fb9\u6570\u636e\u7684\u6bd4\u4f8b\u7b49\u3002\u56fe\u7ed3\u6784\u6a21\u5f0f\u7684\u591a\u6837\u6027\uff0c\u5bf9\u56fe\u57fa\u7840\u6a21\u578b\u7684\u5bb9\u7eb3\u80fd\u529b\u63d0\u51fa\u4e86\u4e25\u91cd\u7684\u6311\u6218\u3002<\/section>\n<\/li>\n<li>\n<section>\u7279\u5f81\u5f02\u8d28\u6027\uff1a\u4f5c\u4e3a\u56fe\u6570\u636e\u7684\u91cd\u8981\u7ec4\u6210\u90e8\u4efd\uff0c\u8282\u70b9\u7279\u5f81\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e2d\u5374\u5b58\u5728\u666e\u904d\u4e14\u6781\u5927\u7684\u5dee\u5f02\u3002\u4f8b\u5982\uff0c\u6709\u7684\u6570\u636e\u96c6\u91c7\u7528\u79bb\u6563\u7684\u7c7b\u522b\u7279\u5f81\uff0c\u6709\u7684\u53ef\u80fd\u91c7\u7528\u8fde\u7eed\u7684\u6570\u503c\u7279\u5f81\uff0c\u6709\u7684\u91c7\u7528\u6587\u672c\u8bed\u610f embedding\uff0c\u6709\u7684\u91c7\u7528\u56fe\u7ed3\u6784\u7684\u7edf\u8ba1\u4fe1\u606f\u3002\u6b64\u5916\uff0c\u4e0d\u540c\u6570\u636e\u96c6\u7684\u8282\u70b9\u7279\u5f81\u5728\u5411\u91cf\u7ef4\u5ea6\u8fd9\u4e00\u57fa\u672c\u7279\u70b9\u4e0a\u751a\u81f3\u90fd\u5177\u6709\u6781\u5927\u7684\u5dee\u5f02\u3002\u5982\u4f55\u4f7f\u56fe\u57fa\u7840\u6a21\u578b\u5728\u96f6\u6837\u672c\u60c5\u51b5\u4e0b\u5904\u7406\u4e0d\u540c\u56fe\u7684\u5f02\u8d28\u7279\u5f81\uff0c\u662f\u4e00\u4e2a\u5173\u952e\u6311\u6218\u3002<\/section>\n<\/li>\n<li>\n<section>\u5feb\u901f\u9002\u5e94\u4ee5\u5b9e\u73b0\u5e7f\u6cdb\u5e94\u7528\u3002\u6709\u6548\u7684\u56fe\u57fa\u7840\u6a21\u578b\u7684\u5173\u952e\u80fd\u529b\u4e4b\u4e00\u662f\u80fd\u591f\u9ad8\u6548\u5730\u9002\u5e94\u65b0\u7684\u56fe\u6570\u636e\u96c6\u548c\u9886\u57df\u3002\u7406\u60f3\u6a21\u578b\u5e94\u80fd\u591f\u8fc5\u901f\u8c03\u6574\u5176<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u548c\u5b66\u4e60\u7b56\u7565\uff0c\u4ee5\u5904\u7406\u4e4b\u524d\u672a\u89c1\u8fc7\u7684\u56fe\u6570\u636e\u96c6\u7684\u7ed3\u6784\u548c\u5206\u5e03\u7279\u5f81\uff0c\u800c\u65e0\u9700\u8fdb\u884c\u5927\u91cf\u7684\u91cd\u65b0\u8bad\u7ec3\u6216\u5fae\u8c03\u3002<\/section>\n<\/li>\n<li>\n<section>\u56fe\u57fa\u7840\u6a21\u578b\u7684\u6269\u5c55\u5b9a\u5f8b\u4e0e\u53d8\u9769\u6027\u80fd\u529b\u3002\u5728<mark data-type=\"tech_tasks\" data-id=\"6e614199-9e49-450e-9078-61fb2b122da9\">\u8ba1\u7b97\u673a\u89c6\u89c9<\/mark>\u548c<mark data-type=\"tech_tasks\" data-id=\"c8ff5114-6cbb-49ca-8a89-3ee2826be0b4\">\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/mark>\u7b49\u9886\u57df\u4e2d\uff0c\u6210\u529f\u7684\u57fa\u7840\u6a21\u578b\u5177\u6709\u4e00\u4e2a\u5173\u952e\u7279\u6027 \u2014\u2014 \u6269\u5c55\u5b9a\u5f8b\uff08Scaling Law\uff09\uff0c\u5373\u968f\u7740\u6a21\u578b\u5927\u5c0f\u6216\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u589e\u52a0\uff0c\u6027\u80fd\u4f1a\u7cfb\u7edf\u5730\u63d0\u5347\u3002\u63a2\u7d22\u56fe\u57fa\u7840\u6a21\u578b\u662f\u5426\u9002\u7528\u8fd9\u4e00\u5b9a\u5f8b\uff0c\u4e5f\u662f\u672c\u6587\u7814\u7a76\u7684\u4e00\u4e2a\u91cd\u8981\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<\/li>\n<\/ul>\n<section>\u200d\u200d\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c AnyGraph \u63d0\u51fa\u4e86\u4ee5\u4e0b\u5173\u952e\u6027\u6280\u672f\u3002<\/section>\n<section><\/section>\n<section><strong>\u56fe MoE \u6a21\u578b<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>\u4e0d\u540c\u56fe\u4e4b\u95f4\u5de8\u5927\u7684\u7ed3\u6784\u548c\u7279\u5f81\u5dee\u5f02\uff0c\u4fc3\u4f7f\u6211\u4eec\u91c7\u7528\u4e00\u79cd\u66f4 \u201c\u677e\u6563\u201d \u7684\u6a21\u578b\u67b6\u6784\u3002AnyGraph \u7684 MoE \u67b6\u6784\u4f7f\u7528\u5b8c\u5168\u4e0d\u540c\u7684\u4e13\u5bb6\u6a21\u578b\u6765\u5904\u7406\u5dee\u5f02\u6781\u5927\u7684\u56fe\u6570\u636e\uff0c\u6a21\u578b\u65e0\u9700\u5728\u9ad8\u5ea6\u8026\u5408\u7684\u5355\u4e2a<mark data-type=\"tech_methods\" data-id=\"72b0bcc0-d8f9-4edd-919f-fa7c2560388c\">\u795e\u7ecf\u7f51\u7edc<\/mark>\u4e2d\u5de7\u5999\u5730\u5bb9\u7eb3\u4e0d\u540c\u6570\u636e\u7684\u5efa\u6a21\u548c\u5904\u7406\u8fc7\u7a0b\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0cAnyGraph \u7684 MoE \u67b6\u6784\u5305\u542b\u591a\u4e2a\u56fe\u6570\u636e\u4e13\u5bb6\u6a21\u578b\uff0c\u6bcf\u4e2a\u4e13\u5bb6\u6a21\u578b\u5747\u80fd\u5bf9\u6240\u6709\u8f93\u5165\u7684\u56fe\u6570\u636e\u8fdb\u884c\u5904\u7406\u548c\u9884\u6d4b\uff0c\u4f46\u6240\u64c5\u957f\u7684\u9886\u57df\u548c\u6a21\u5f0f\u4e0d\u540c\u3002\u4f8b\u5982\uff0c\u6709\u7684\u4e13\u5bb6\u6a21\u578b\u64c5\u957f\u5904\u7406\u6587\u672c embedding \u7279\u5f81\uff0c\u6709\u7684\u64c5\u957f\u5904\u7406\u56fe\u7684\u90bb\u63a5\u77e9\u9635\u7279\u5f81\uff1b\u6709\u7684\u4e13\u5bb6\u6a21\u578b\u64c5\u957f\u5904\u7406\u7a20\u5bc6\u6570\u636e\uff0c\u800c\u6709\u7684\u64c5\u957f\u5904\u7406\u7a00\u758f\u6570\u636e\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u5411\u6bcf\u4e2a\u4e13\u5bb6\u6a21\u578b\u5206\u914d\u9002\u5408\u7684\u4efb\u52a1\uff0cAnyGraph \u8bbe\u8ba1\u4e86\u4e00\u79cd\u4e13\u5bb6\u8def\u7531\u673a\u5236\uff0c\u5728\u8bad\u7ec3\u548c\u6d4b\u8bd5\u8fc7\u7a0b\u4e2d\uff0c\u57fa\u4e8e\u4e13\u5bb6\u6a21\u578b\u5bf9\u6570\u636e\u7684\u64c5\u957f\u7a0b\u5ea6\u8fdb\u884c\u5339\u914d\u3002<\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u8fd9\u4e00 MoE \u67b6\u6784\uff0cAnyGraph \u5bf9\u56fe\u6570\u636e\u7684\u77e5\u8bc6\u5b58\u50a8\u5728\u4e0d\u540c\u7684\u4e13\u5bb6\u6a21\u578b\u4e2d\uff0c\u800c\u4e0d\u540c\u7684\u4e13\u5bb6\u6a21\u578b\u4e0d\u9700\u8981\u8fdb\u884c\u76f8\u4e92\u7684\u534f\u8c03\u548c\u8026\u5408\uff0c\u4ece\u800c\u66f4\u5bb9\u6613\u5730\u5bb9\u7eb3\u56fe\u6570\u636e\u4e4b\u95f4\u7684\u5de8\u5927\u5dee\u5f02\uff0c\u89e3\u51b3\u8de8\u9886\u57df\u60c5\u51b5\u4e0b\u7684\u7ed3\u6784\u548c\u7279\u5f81\u5f02\u6784\u6027\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0cMoE \u67b6\u6784\u4f7f\u5f97 AnyGraph \u4ec5\u9700\u4f7f\u7528\u51e0\u5206\u4e4b\u4e00\u7684\u6a21\u578b<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\uff0c\u5c31\u53ef\u4ee5\u5b8c\u6210\u5355\u4e2a\u5927\u6a21\u578b\u5177\u5907\u7684\u8bad\u7ec3\u548c\u9884\u6d4b\u6548\u679c\uff0c\u5927\u5927\u63d0\u5347\u4e86\u6a21\u578b\u7684\u5feb\u901f\u9002\u5e94\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u56fe\u5c55\u793a\u7684\u6d88\u878d\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u9a8c\u8bc1\u4e86\u91c7\u7528\u5355\u4e2a\u6a21\u578b\uff08-MoE\uff09\u76f8\u5bf9\u4e8e\u4f7f\u7528 MoE \u67b6\u6784\u7684\u52a3\u52bf\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-6b6be1bc2c140e6deb6d747d4fce79cb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-6b6be1bc2c140e6deb6d747d4fce79cb.png\"><\/a><\/p>\n<section><strong>\u8f7b<mark data-type=\"tech_tasks\" data-id=\"e1abaa20-0000-4ff4-ad42-f97ca7fca4b1\">\u91cf\u5316<\/mark>\u7684\u56fe\u4e13\u5bb6\u8def\u7531\u673a\u5236<\/strong><\/section>\n<section><\/section>\n<section>\u4e13\u5bb6\u6a21\u578b\u8def\u7531\u8d1f\u8d23\u4e3a\u8f93\u5165\u7684\u6570\u636e\u96c6\u5339\u914d\u9002\u5408\u7684\u4e13\u5bb6\uff0c\u4ee5\u8fdb\u884c\u66f4\u51c6\u786e\u7684\u9884\u6d4b\u3001\u4ee5\u53ca\u66f4\u9002\u5f53\u7684\u4e13\u5bb6\u8bad\u7ec3\u3002<\/section>\n<section><\/section>\n<section>\u53d7\u5230\u56fe<mark data-type=\"tech_methods\" data-id=\"6e1d70ff-3af3-4199-b99d-fbd226ed6bba\">\u81ea\u76d1\u7763\u5b66\u4e60<\/mark>\u7684\u542f\u53d1\uff0c\u6211\u4eec\u7684\u56fe\u4e13\u5bb6\u8def\u7531\u91c7\u7528\u4e00\u79cd\u81ea\u76d1\u7763\u635f\u5931\uff0c\u6765\u8861\u91cf\u4e0d\u540c\u4e13\u5bb6\u6a21\u578b\u5b8c\u6210\u4e0d\u540c\u6570\u636e\u96c6\u7684\u80fd\u529b\uff0c\u4ee5\u8fdb\u884c\u5339\u914d\u3002<\/section>\n<section><\/section>\n<section>\u5728\u4e0d\u5f15\u5165\u989d\u5916\u6807\u7b7e\u6570\u636e\u7684\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u7684\u81ea\u76d1\u7763\u4efb\u52a1\u635f\u5931\u53ef\u4ee5\u51c6\u786e\u8861\u91cf\u4e13\u5bb6\u6a21\u578b\u5904\u7406\u4e0d\u540c\u56fe\u6570\u636e\u7684\u8bef\u5dee\u7a0b\u5ea6\u3002\u5728\u6a21\u578b\u8c03\u8bd5\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u53d1\u73b0\u8fd9\u4e00\u81ea\u76d1\u7763\u8def\u7531\u7b97\u6cd5\u4e0e\u904d\u5386\u6240\u6709\u5206\u914d\u60c5\u51b5\u6240\u5f97\u5230\u7684\u6700\u4f18\u5206\u914d\u65b9\u6848\u76f8\u5dee\u65e0\u51e0\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u56fe\u5c55\u793a\u4e86\u6211\u4eec\u7684\u8def\u7531\u673a\u5236\u5bf9\u6570\u636e\u96c6\u7684\u5206\u914d\u60c5\u51b5\uff0c\u53ef\u4ee5\u770b\u5230\uff0c\u76f8\u5173\u7684\u6570\u636e\u96c6\u603b\u662f\u88ab\u5206\u5230\u540c\u6837\u7684\u4e13\u5bb6\u6a21\u578b\u4e2d\uff0c\u4f8b\u5982 arxiv-ta, Photo, GReads, Fitness \u7b49\u4f7f\u7528\u540c\u6837\u7279\u5f81\u7a7a\u95f4\u7684\u6570\u636e\u96c6\uff0c\u4ee5\u53ca ML1M \u548c ML10M \u8fd9\u4e24\u4e2a\u540c\u6e90\u6570\u636e\u96c6\u3002\u6b64\u5916\uff0c\u8def\u7531\u7b97\u6cd5\u7684\u51c6\u786e\u6027\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u5728\u8bad\u7ec3\u6570\u636e\u96c6\u4e0a\u89c2\u5bdf\u5230\uff0c\u5728\u4e0b\u56fe\u53f3\u534a\u90e8\u5206\u4e2d\uff0c\u6a21\u578b\u4ece\u672a\u89c1\u8fc7\u7684\u6d4b\u8bd5\u6570\u636e\u96c6\u4e5f\u53ef\u4ee5\u8fdb\u884c\u51c6\u786e\u8def\u7531\u3002\u8fd9\u4f53\u73b0\u4e86 AnyGraph \u8def\u7531\u673a\u5236\u7684\u901a\u7528\u6027\u548c\u6a21\u578b\u7684\u6cdb\u5316\u6027\u80fd\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-db420e4f77fd44d2934c4c73198fc921.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-db420e4f77fd44d2934c4c73198fc921.png\"><\/a><\/p>\n<section><strong>\u81ea\u9002\u5e94\u4e14\u9ad8\u6548\u7684\u56fe\u4e13\u5bb6<\/strong><\/section>\n<section><\/section>\n<section>\u7ed3\u6784\u548c\u7279\u5f81\u7684\u5f02\u6784\u6027\uff0c\u5728\u6a21\u578b\u8bbe\u8ba1\u7684\u5e95\u5c42\u5e26\u6765\u4e86\u8bf8\u591a\u6311\u6218\uff0c\u4f8b\u5982\u6a21\u578b\u5982\u4f55\u5904\u7406\u4e0d\u540c\u7ef4\u5ea6\u7684\u7279\u5f81\u5411\u91cf\u3001\u5982\u4f55\u5904\u7406\u4e8c\u7ef4\u53ef\u53d8\u957f\u7684\u90bb\u63a5\u77e9\u9635\u3001\u56fe\u4e13\u5bb6\u5982\u4f55\u8bbe\u8ba1\u53ef\u4ee5\u9ad8\u6548\u5904\u7406\u4e0d\u540c\u56fe\u7c7b\u578b\u7684\u53d8\u6362\u548c\u9884\u6d4b\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u7684\u56fe\u4e13\u5bb6\u6a21\u578b\u91c7\u7528<mark data-type=\"tech_methods\" data-id=\"56352968-c914-412f-bafd-77951006e0c8\">\u5947\u5f02\u503c\u5206\u89e3<\/mark> SVD \u65b9\u6cd5\u5bf9\u90bb\u63a5\u77e9\u9635\u548c\u8282\u70b9\u7279\u5f81\u77e9\u9635\u8fdb\u884c\u4e86\u7ef4\u5ea6\u7edf\u4e00\u3002\u540c\u65f6\uff0c\u8fd9\u79cd\u7edf\u4e00\u7684\u7279\u5f81\u5904\u7406\u8fc7\u7a0b\uff0c\u5177\u6709\u4e00\u5b9a\u7684\u8bed\u4e49\u7edf\u4e00\u6027\uff0c\u4e3a\u8de8\u6570\u636e\u96c6\u7684\u96f6\u6837\u672c\u9884\u6d4b\u6253\u4e0b\u4e86\u57fa\u7840\u3002<\/section>\n<section><\/section>\n<section>\u7531\u4e8e\u6211\u4eec\u5728\u9ad8\u5c42\u91c7\u7528\u4e86 MoE \u67b6\u6784\u96c6\u6210\u591a\u4e2a\u9884\u6d4b\u6a21\u578b\uff0c\u6211\u4eec\u5728\u5355\u4e2a\u56fe\u4e13\u5bb6\u4e2d\u91c7\u7528\u4e86\u7b80\u5355\u7684 MLP \u7f51\u7edc\uff0c\u5e0c\u671b\u6240\u6709\u7684\u5efa\u6a21\u95ee\u9898\u90fd\u80fd\u901a\u8fc7\u91c7\u7528\u5408\u9002\u7684\u7279\u5f81\u53d8\u6362\u6765\u89e3\u51b3\u3002\u8fd9\u6837\u505a\u5927\u5927\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u6548\u7387\uff0c\u4f7f AnyGraph \u751a\u81f3\u5728\u8bad\u7ec3\u6548\u7387\u4e0a\u8d85\u8fc7\u4f20\u7edf\u7684<mark data-type=\"tech_methods\" data-id=\"f3400606-ef61-441c-8bc3-dd5663313fb9\">\u56fe\u7f51<\/mark>\u7edc\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u4e0b\u56fe\u5b9e\u9a8c\u5bf9\u6bd4\u4e86 AnyGraph\uff0c\u4ee5\u53ca\u666e\u901a\u7684 GCN \u65b9\u6cd5\u3001\u9884\u8bad\u7ec3\u65b9\u6cd5 GraphCL \u4e09\u79cd\u65b9\u6cd5\uff0c\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e0b\u6d4b\u8bd5\u5b83\u4eec\u8bad\u7ec3 100 \u4e2a step \u6240\u82b1\u8d39\u7684\u65f6\u95f4\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u5c3d\u7ba1 AnyGraph \u91c7\u7528\u4e86\u66f4\u591a\u7684<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u3001\u66f4\u5927\u7684\u6a21\u578b\uff0c\u4f46\u7531\u4e8e\u5355\u4e2a\u4e13\u5bb6\u6a21\u578b\u7684\u9ad8\u6548\u6027\uff0c\u8bad\u7ec3\u65f6\u95f4\u4e0e\u7b80\u5355\u7684\u57fa\u7ebf\u65b9\u6cd5\u76f8\u8fd1\u3001\u751a\u81f3\u66f4\u5c11\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-becd71f0ae5ab48b2900c2fc77a9bcdd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-becd71f0ae5ab48b2900c2fc77a9bcdd.png\"><\/a><\/p>\n<section>\u6b64\u5916\uff0c\u6587\u7ae0\u8fdb\u4e00\u6b65\u63a2\u7a76\u4e86\u4e0d\u540c\u6a21\u578b\u5728\u5e94\u5bf9\u65b0\u6570\u636e\u65f6\u7684\u5feb\u901f\u9002\u5e94\u80fd\u529b\u3002\u4e0b\u56fe\u5b9e\u9a8c\u5bf9\u6bd4\u4e86\u4e09\u79cd\u65b9\u6cd5\u968f\u7740\u8bad\u7ec3\u6b65\u6570\u7684\u589e\u52a0\uff0c\u5728\u8bad\u7ec3\u6570\u636e\u96c6\u4e0a\u6027\u80fd\u7684\u63d0\u5347\u66f2\u7ebf\u3002\u5b9e\u9a8c\u5bf9\u6bd4\u7684\u65b9\u6cd5\u5305\u62ec\u5bf9\u4e00\u4e2a\u968f\u673a\u521d\u59cb\u5316\u7684 GCN \u6a21\u578b\u8fdb\u884c\u4ece\u5934\u8bad\u7ec3\u3001\u5bf9\u4e00\u4e2a\u9884\u8bad\u7ec3\u7684 GraphCL \u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3001\u4ee5\u53ca\u5bf9\u9884\u8bad\u7ec3\u7684 AnyGraph \u8fdb\u884c\u5fae\u8c03\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u53ef\u4ee5\u89c2\u5bdf\u5230 AnyGraph \u5728\u672a\u7ecf\u5fae\u8c03\u65f6\u7684\u96f6\u6837\u672c\u9884\u6d4b\u6548\u679c\u8fdc\u4f18\u4e8e\u4e24\u79cd\u57fa\u7ebf\u65b9\u6cd5\u3002\u8fd9\u6e90\u4e8e AnyGraph \u51fa\u8272\u7684\u8de8\u9886\u57df\u548c\u96f6\u6837\u672c\u6cdb\u5316\u80fd\u529b\u3002\u5176\u6b21\uff0cAnyGraph \u7684\u6548\u679c\u66f2\u7ebf\u66f4\u5feb\u5230\u8fbe<mark data-type=\"concepts\" data-id=\"3bf78775-1316-4ac0-bd99-10e2fc88c439\">\u6536\u655b<\/mark>\u72b6\u6001\uff0c\u8fd9\u4f53\u73b0\u4e86\u4f7f\u7528 MoE \u67b6\u6784\u3001\u9009\u62e9\u5408\u9002\u4e14\u9ad8\u6548\u7684\u4e13\u5bb6\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u53ef\u4ee5\u66f4\u5feb\u5730\u8fdb\u884c\u6a21\u578b\u9002\u5e94\u3002\u6b64\u5916\uff0c\u53ef\u4ee5\u89c2\u5bdf\u5230 GraphCL \u7684\u9884\u8bad\u7ec3\u5728 PPA \u6570\u636e\u96c6\u4e0a\u4e0d\u4ec5\u6ca1\u6709\u4e3a\u5b83\u5e26\u6765\u6027\u80fd\u7684\u4f18\u52bf\uff0c\u53cd\u800c\u5bf9\u5b66\u4e60\u65b0\u6570\u636e\u9020\u6210\u4e86\u8d1f\u9762\u5f71\u54cd\u3002\u8fd9\u4f53\u73b0\u4e86\u56fe\u6a21\u578b\u8fdb\u884c\u8de8\u9886\u57df\u8fc1\u79fb\u7684\u56f0\u96be\uff0c\u8fd9\u6e90\u4e8e\u4e0d\u540c\u9886\u57df\u56fe\u6570\u636e\u5de8\u5927\u7684\u5f02\u6784\u6027\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-b3e77b5c77f82fe9d518b27bae52d292.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-b3e77b5c77f82fe9d518b27bae52d292.png\"><\/a><\/p>\n<section><strong>\u5e7f\u6cdb\u8bad\u7ec3\u548c\u6d4b\u8bd5<\/strong><\/section>\n<section><\/section>\n<section><strong>\u6570\u636e\u96c6<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>AnyGraph \u91c7\u7528\u4e86\u5171 38 \u4e2a\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\u548c\u6d4b\u8bd5\uff0c\u6570\u636e\u96c6\u6db5\u76d6\u4e86\u7535\u5546\u3001\u5b66\u672f\u7f51\u7edc\u3001\u751f\u7269\u4fe1\u606f\u7f51\u7edc\u3001\u4ea4\u901a\u7f51\u7edc\u3001\u7f51\u9875\u5173\u8054\u7f51\u7edc\u3001\u793e\u4ea4\u7f51\u7edc\u7b49\u591a\u4e2a\u7c7b\u522b\u3002\u5171\u5305\u62ec 14,437,372 \u4e2a\u8282\u70b9\u548c 199,265,688 \u6761\u8fb9\u3002\u4e0d\u540c\u6570\u636e\u96c6\u91c7\u7528\u7684\u8282\u70b9\u7279\u5f81\u65b9\u6cd5\u4e0d\u540c\uff0c\u56ca\u62ec\u4e86\u65e0\u8282\u70b9\u7279\u5f81\u3001\u4e0d\u540c\u7684\u6587\u672c embedding \u65b9\u6cd5\u3001\u8bcd\u888b\u7279\u5f81\u3001\u7c7b\u522b\u7279\u5f81\u7b49\u4e0d\u540c\u7684\u65b9\u6cd5\u3002\u5177\u4f53\u6570\u636e\u96c6\u7edf\u8ba1\u4fe1\u606f\u5982\u4e0b\u6240\u793a<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-678dbd5ad1a0bed69351f01f771e58f0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-678dbd5ad1a0bed69351f01f771e58f0.png\"><\/a><\/p>\n<section>\u4e3a\u4e86\u66f4\u597d\u5730\u89c2\u6d4b\u6a21\u578b\u5728\u5927\u89c4\u6a21\u6d4b\u8bd5\u4e2d\u7684\u6027\u80fd\uff0c\u6211\u4eec\u5c06\u6d4b\u8bd5\u6570\u636e\u96c6\u5206\u4e3a\u4e86\u591a\u4e2a\u4e0d\u540c\u7684\u96c6\u5408\u3002\u4e0d\u540c\u96c6\u5408\u4e4b\u95f4\u4e0d\u5305\u542b\u540c\u6e90\u6570\u636e\u96c6\uff0c\u4f8b\u5982\u6536\u96c6\u81ea\u540c\u4e00\u4e2a\u7f51\u7edc\u670d\u52a1\u5e73\u53f0\uff1b\u4e0d\u540c\u96c6\u5408\u7684\u6570\u636e\u96c6\u4e4b\u95f4\u4e5f\u4e0d\u5171\u4eab<mark data-type=\"tech_tasks\" data-id=\"c63740d1-c8d7-49cb-945b-f1cf4b982cf3\">\u7279\u5f81\u6784\u5efa<\/mark>\u65b9\u6cd5\uff0c\u4f8b\u5982\u540c\u4e00\u79cd\u6587\u672c embedding \u65b9\u6cd5\uff0c\u53ea\u53ef\u80fd\u51fa\u73b0\u5728 Link1 \u548c Link2 \u4e24\u4e2a\u96c6\u5408\u7684\u5176\u4e2d\u4e4b\u4e00\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6a21\u578b\u5728\u96f6\u6837\u672c\u6d4b\u8bd5\u65f6\u5b8c\u5168\u672a\u63a5\u89e6\u8fc7\u6d4b\u8bd5\u6570\u636e\u7684\u6570\u636e\u6e90\u548c\u7279\u5f81\u65b9\u6cd5\uff0c\u80fd\u6d4b\u8bd5\u6a21\u578b\u66f4\u771f\u5b9e\u7684\u96f6\u6837\u672c\u6027\u80fd\u8868\u73b0\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-b713a5d02f59b623463b74cebe4a9133.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-b713a5d02f59b623463b74cebe4a9133.png\"><\/a><\/p>\n<section>\u6587\u7ae0\u63d0\u4f9b\u4e86\u4e24\u4e2a\u7248\u672c\u7684\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5206\u522b\u5728 Link1 \u548c Link2 \u4e24\u4e2a\u96c6\u5408\u4e0a\u8bad\u7ec3\u5f97\u5230\u3002\u5728\u96f6\u6837\u672c\u6d4b\u8bd5\u4e2d\uff0c\u8fd9\u4e24\u4e2a\u6a21\u578b\u53ea\u4f1a\u88ab\u7528\u4e8e\u6d4b\u8bd5\u5b83\u4eec\u672a\u89c1\u8fc7\u7684\u6570\u636e\u96c6\u3002\u4f8b\u5982\u4f7f\u7528\u5728 Link1 \u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\u6d4b\u8bd5 Link2 \u4e0a\u7684\u8868\u73b0\u3002\u5728\u6d4b\u8bd5 Ecommerce\u3001Academic\u3001Others \u8fd9\u4e9b\u5305\u62ec\u4e86 Link1 \u548c Link2 \u4e24\u7c7b\u6570\u636e\u96c6\u7684\u60c5\u51b5\u65f6\uff0c\u6587\u7ae0\u5206\u522b\u91c7\u7528\u4e24\u4e2a\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u5bf9\u672a\u89c1\u8fc7\u7684\u6570\u636e\u96c6\u8fdb\u884c\u6d4b\u8bd5\uff0c\u518d\u6574\u5408\u8ba1\u7b97\u6570\u636e\u96c6\u5408\u7684\u6574\u4f53\u9884\u6d4b\u6027\u80fd\u3002<\/section>\n<section><\/section>\n<section><strong>AnyGraph \u7684\u96f6\u6837\u672c\u9884\u6d4b\u6027\u80fd<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>AnyGraph \u5728\u96f6\u6837\u672c\u9884\u6d4b\u4e0a\u7684\u6548\u679c\u5982\u4e0b\u6240\u793a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e4a59a672a08d27472b9bfd247a606cd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-e4a59a672a08d27472b9bfd247a606cd.png\"><\/a><\/section>\n<section>\u9664\u4e86\u4e0e\u73b0\u6709\u56fe\u6a21\u578b\u7684\u5c11\u6837\u672c\u9884\u6d4b\u80fd\u529b\u8fdb\u884c\u5bf9\u6bd4\uff0c\u6587\u7ae0\u8fd8\u5bf9\u6bd4\u4e86\u73b0\u6709\u7684\u5176\u4ed6\u56fe\u57fa\u7840\u6a21\u578b\uff0c\u4e00\u4e2a\u662f\u57fa\u4e8e\u6587\u672c\u7279\u5f81\u7684 GraphGPT\uff0c\u4e00\u4e2a\u662f\u57fa\u4e8e\u7ed3\u6784\u7279\u5f81\u7684 OpenGraph\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u5728\u66f4\u591a\u6570\u636e\u96c6\u7684\u6cdb\u5316\u6027\u80fd\u6d4b\u8bd5\u4e0a\uff0cAnyGraph \u53d6\u5f97\u4e86\u66f4\u597d\u7684\u6548\u679c\u3002\u5e76\u4e14\uff0c\u6587\u7ae0\u8fd8\u5bf9\u6bd4\u4e86\u4e00\u4e2a\u9664\u4e86\u6587\u672c\u7279\u5f81\u7684\u6d88\u878d\u7248\u672c AnyGraph-F\uff0c\u4ece\u800c\u9a8c\u8bc1\u4e86 AnyGraph \u5bf9\u7ed3\u6784\u548c\u6587\u672c\u4e24\u79cd\u7279\u5f81\u5747\u80fd\u8fdb\u884c\u6709\u6548\u7684\u5229\u7528\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-fb70c0f859016bc3cfa2b50f976181a0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-fb70c0f859016bc3cfa2b50f976181a0.png\"><\/a><\/p>\n<section><strong>AnyGraph \u7684\u6269\u5c55\u5b9a\u5f8b<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u63a2\u7d22 AnyGraph \u7684\u6027\u80fd\u589e\u957f\u662f\u5426\u7b26\u5408\u6269\u5c55\u5b9a\u5f8b\uff08Scaling Law\uff09\uff0c\u6587\u7ae0\u8c03\u6574\u4e86 AnyGraph \u7684\u6a21\u578b<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\u548c\u8bad\u7ec3\u6570\u636e\u91cf\u3002\u524d\u8005\u901a\u8fc7\u8c03\u6574\u6a21\u578b\u7684\u8868\u5f81\u7ef4\u5ea6\u3001\u7f51\u7edc\u5c42\u6570\u3001\u4e13\u5bb6\u6570\u91cf\uff0c\u800c\u540e\u8005\u901a\u8fc7\u4ece\u5c0f\u5230\u5927\u589e\u52a0\u8bad\u7ec3\u6570\u636e\u96c6\u7684\u6570\u91cf\u3002<\/section>\n<section><\/section>\n<section>\u6d4b\u8bd5\u6548\u679c\u5982\u4e0b\u6240\u793a\uff0c\u8be5\u5b9e\u9a8c\u5206\u4e3a\u5bf9\u8de8\u9886\u57df\u6570\u636e\u96c6\u7684\u6d4b\u8bd5\uff0c\u4ee5\u53ca\u5bf9\u5355\u4e2a\u9886\u57df\u8de8\u6570\u636e\u96c6\u7684\u6d4b\u8bd5\u3002\u5728\u6bcf\u4e2a\u5b50\u56fe\u7684\u5b9e\u9a8c\u4e2d\uff0c\u5305\u542b\u4e86\u4ee5\u4e0b\u4e09\u9879\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section>\u5de6\uff1a\u5728\u6a21\u578b<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\u5f71\u54cd\u4e0b\uff0c\u5bf9\u672a\u89c1\u8fc7\u6570\u636e\u96c6\u7684\u96f6\u6837\u672c\u9884\u6d4b\u6027\u80fd\u53d8\u5316<\/section>\n<\/li>\n<li>\n<section>\u4e2d\uff1a\u5728\u6a21\u578b<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\u5f71\u54cd\u4e0b\uff0c\u5bf9\u8bad\u7ec3\u8fc7\u6570\u636e\u96c6\u7684\u5168\u6837\u672c\u9884\u6d4b\u6027\u80fd\u53d8\u5316<\/section>\n<\/li>\n<li>\n<section>\u53f3\uff1a\u5728\u8bad\u7ec3\u6570\u636e\u91cf\u5f71\u54cd\u4e0b\uff0c\u5bf9\u672a\u89c1\u8fc7\u6570\u636e\u96c6\u7684\u96f6\u6837\u672c\u9884\u6d4b\u6027\u80fd\u53d8\u5316<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4ece\u7ed3\u679c\u53ef\u4ee5\u5f97\u51fa\u4ee5\u4e0b\u51e0\u70b9\u7ed3\u8bba\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>AnyGraph \u7684\u96f6\u6837\u672c\u80fd\u529b\u9075\u5faa Scaling Law<\/strong>\uff1a\u867d\u7136\u6a21\u578b\u7684\u5168\u6837\u672c\u9884\u6d4b\u80fd\u529b\u51fa\u73b0\u4e86\u589e\u957f\u7684\u9971\u548c\uff0c\u4f46\u5176\u96f6\u6837\u672c\u80fd\u529b\u968f\u7740<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\u548c\u6570\u636e\u91cf\u7684\u589e\u957f\u4e0d\u65ad\u4e0a\u5347\uff0c\u8fd9\u8bf4\u660e AnyGraph \u6a21\u578b\u7684\u96f6\u6837\u672c\u80fd\u529b\u9075\u5faa Scaling Law\uff0c\u8fd9\u4e00\u89c2\u6d4b\u7ed3\u679c\u6709\u4e24\u4e2a\u91cd\u8981\u539f\u56e0\uff0c\u9996\u5148\u662f\u6d4b\u8bd5\u7684\u4efb\u52a1\u9700\u8981\u5177\u5907\u4e00\u5b9a\u7684\u96be\u5ea6\uff0c\u5168\u6837\u672c\u9884\u6d4b\u53ea\u9700\u8981\u6a21\u578b\u5728\u8bad\u7ec3\u6570\u636e\u96c6\u4e0a\u5177\u5907\u6cdb\u5316\u80fd\u529b\uff0c\u76f8\u5bf9\u8f83\u4e3a\u7b80\u5355\uff0c\u56e0\u6b64\u5bb9\u6613\u51fa\u73b0\u6027\u80fd\u589e\u957f\u7684\u9971\u548c\uff1b\u800c\u8de8\u6570\u636e\u96c6\u3001\u8de8\u9886\u57df\u7684\u96f6\u6837\u672c\u9884\u6d4b\u6311\u6218\u6027\u9ad8\uff0c\u4ecd\u6709\u5f88\u5927\u7684\u589e\u957f\u7a7a\u95f4\u3002\u5176\u6b21\uff0cAnyGraph \u7684 MoE \u67b6\u6784\u4f7f\u5f97\u5b83\u66f4\u5bb9\u6613\u5bb9\u7eb3\u4e0d\u540c\u6570\u636e\u96c6\u7684\u591a\u6837\u5316\u56fe\u6570\u636e\u6a21\u5f0f\uff0c\u4ece\u800c\u5177\u5907\u66f4\u5927\u7684\u6f5c\u529b\u968f\u7740<mark data-type=\"concepts\" data-id=\"2e982b73-88e2-41e8-a430-f7ae5a9af4bf\">\u53c2\u6570<\/mark>\u91cf\u548c\u6570\u636e\u91cf\u7684\u589e\u5927\u800c\u63d0\u5347\u3002<\/section>\n<\/li>\n<li>\n<section><strong>AnyGraph \u7684\u6d8c\u73b0\u80fd\u529b<\/strong>\uff1a\u5728\u6d4b\u8bd5\u66f2\u7ebf\u4e2d\u5e38\u5e38\u53ef\u4ee5\u89c2\u6d4b\u5230\uff0c\u6a21\u578b\u6027\u80fd\u5e38\u5e38\u5728\u7ecf\u5386\u4e86\u4e00\u5b9a\u7684\u589e\u957f\u505c\u6ede\u540e\uff0c\u51fa\u73b0\u7a81\u53d8\u5f0f\u63d0\u5347\u3002\u8fd9\u7b26\u5408\u5728\u89c6\u89c9\u548c\u6587\u672c\u5927\u6a21\u578b\u4e2d\u89c2\u6d4b\u5230\u7684\u6d8c\u73b0\u80fd\u529b\u7279\u70b9\uff0c\u8bf4\u660e AnyGraph \u5177\u5907\u4e86\u4ea7\u751f\u53d8\u9769\u5f0f\u6cdb\u5316\u80fd\u529b\u7684\u57fa\u7840\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u4e0d\u8db3\u7684\u8bad\u7ec3\u6570\u636e\u5f15\u5165 bias<\/strong>\uff1a\u5728\u6570\u636e\u91cf\u589e\u957f\u5b9e\u9a8c\u4e2d\u53ef\u4ee5\u89c2\u5bdf\u5230\u4e00\u4e2a\u5178\u578b\u7684\u7279\u5f81\uff0c\u5728\u65e9\u8d77\u7684\u6570\u636e\u91cf\u589e\u957f\u4e2d\uff0c\u6a21\u578b\u6027\u80fd\u7ecf\u5386\u4e86\u4e00\u4e2a\u65ad\u5d16\u5f0f\u7684\u4e0b\u8dcc\uff0c\u8fd9\u662f\u7531\u4e8e\u8bad\u7ec3\u6570\u636e\u4e0d\u8db3\uff0c\u800c\u65b0\u5f15\u5165\u7684\u8bad\u7ec3\u6570\u636e\u4e0e\u6d4b\u8bd5\u6570\u636e\u96c6\u5b58\u5728\u8f83\u5927\u7684\u504f\u79bb\uff0c\u5bfc\u81f4\u6a21\u578b\u8bad\u7ec3\u5b58\u5728\u8f83\u5927\u7684 bias\u3002\u8fd9\u4e00\u95ee\u9898\u53ef\u4ee5\u901a\u8fc7\u6269\u5927\u8bad\u7ec3\u6570\u636e\u91cf\u89e3\u51b3\uff0c\u8fd9\u6837\u505a\u4e0d\u4ec5\u589e\u5f3a\u4e86\u6a21\u578b\u6027\u80fd\uff0c\u4e5f\u53ef\u4ee5\u589e\u5f3a\u8bad\u7ec3\u7684\u9c81\u68d2\u6027\u3002<\/section>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-99a051c8bac28c9021220b4ebc8822e9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-99a051c8bac28c9021220b4ebc8822e9.png\"><\/a><\/p>\n<section><strong>\u603b\u7ed3<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section>AnyGraph \u6846\u67b6\u662f\u4e00\u4e2a\u9ad8\u6548\u4e14\u6709\u6548\u7684\u56fe\u57fa\u7840\u6a21\u578b\uff0c\u4e13\u4e3a\u5e94\u5bf9\u4e0d\u540c\u56fe\u6570\u636e\u96c6\u4e2d\u7ed3\u6784\u548c\u7279\u5f81\u5f02\u8d28\u6027\u7684\u591a\u65b9\u9762\u6311\u6218\u800c\u8bbe\u8ba1\u3002AnyGraph \u91c7\u7528\u521b\u65b0\u6027\u7684\u4e13\u5bb6\u6df7\u5408\uff08MoE\uff09\u67b6\u6784\uff0c\u5e76\u7ed3\u5408\u52a8\u6001\u4e13\u5bb6\u8def\u7531\u673a\u5236\uff0c\u4f7f\u5176\u5728\u8de8\u57df\u6cdb\u5316\u80fd\u529b\u65b9\u9762\u8fbe\u5230\u4e86\u6700\u5148\u8fdb\u7684\u6c34\u5e73\u3002\u5728 38 \u4e2a\u4e0d\u540c\u7684\u56fe\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u7684\u5e7f\u6cdb\u5b9e\u9a8c\u4e0d\u4ec5\u7a81\u663e\u4e86 AnyGraph \u5728<mark data-type=\"tech_methods\" data-id=\"d3a2c2a7-0181-4bfe-ac33-540f12116dbf\">\u96f6\u6837\u672c\u5b66\u4e60<\/mark>\u6027\u80fd\u4e0a\u7684\u5353\u8d8a\u8868\u73b0\uff0c\u8fd8\u8bc1\u660e\u4e86\u5176\u5bf9\u5206\u5e03\u504f\u79fb\u7684\u9c81\u68d2\u6027\u4ee5\u53ca\u5176\u9075\u5faa\u89c4\u6a21\u5b9a\u5f8b\u7684\u80fd\u529b\uff0c\u4ece\u800c\u968f\u7740\u6a21\u578b\u5927\u5c0f\u548c\u6570\u636e\u91cf\u7684\u589e\u52a0\u800c\u63d0\u9ad8\u4e86\u9884\u6d4b\u7cbe\u5ea6\u3002\u8be5\u6a21\u578b\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u6548\u7387\u4e0a\u7684\u8868\u73b0\uff0c\u901a\u8fc7\u4e0e\u73b0\u6709\u65b9\u6cd5\u7684\u6bd4\u8f83\u5f97\u5230\u4e86\u9a8c\u8bc1\uff0c\u8fdb\u4e00\u6b65\u5de9\u56fa\u4e86\u5176\u5b9e\u9645\u5e94\u7528\u6027\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-08-29-2\" target=\"_blank\">\u6e2f\u5927\u9ec4\u8d85\u56e2\u961f\u63a8\u51faAnyGraph, \u9996\u6b21\u63ed\u79d8\u56fe\u5927\u6a21\u578b\u7684Scaling Law<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u6e2f\u5927\u9ec4\u8d85\u56e2\u961f\u63a8\u51faAny [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[68,67,66],"class_list":["post-35333","post","type-post","status-publish","format-standard","hentry","category-news","tag-68","tag-67","tag-66"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u6e2f\u5927\u9ec4\u8d85\u56e2\u961f\u63a8\u51faAnyGraph, \u9996\u6b21\u63ed\u79d8\u56fe\u5927\u6a21\u578b\u7684Scaling Law - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=35333\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=35333\",\"url\":\"https:\/\/17aitech.com\/?p=35333\",\"name\":\"\u6e2f\u5927\u9ec4\u8d85\u56e2\u961f\u63a8\u51faAnyGraph, \u9996\u6b21\u63ed\u79d8\u56fe\u5927\u6a21\u578b\u7684Scaling Law - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=35333#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=35333#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1ba9b37cc027aac17b966c2b22e611b6.png\",\"datePublished\":\"2024-12-23T00:59:58+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=35333#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=35333\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=35333#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1ba9b37cc027aac17b966c2b22e611b6.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1ba9b37cc027aac17b966c2b22e611b6.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=35333#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u6e2f\u5927\u9ec4\u8d85\u56e2\u961f\u63a8\u51faAnyGraph, \u9996\u6b21\u63ed\u79d8\u56fe\u5927\u6a21\u578b\u7684Scaling Law\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u6e2f\u5927\u9ec4\u8d85\u56e2\u961f\u63a8\u51faAnyGraph, \u9996\u6b21\u63ed\u79d8\u56fe\u5927\u6a21\u578b\u7684Scaling Law - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=35333","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=35333","url":"https:\/\/17aitech.com\/?p=35333","name":"\u6e2f\u5927\u9ec4\u8d85\u56e2\u961f\u63a8\u51faAnyGraph, \u9996\u6b21\u63ed\u79d8\u56fe\u5927\u6a21\u578b\u7684Scaling Law - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=35333#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=35333#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1ba9b37cc027aac17b966c2b22e611b6.png","datePublished":"2024-12-23T00:59:58+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=35333#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=35333"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=35333#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1ba9b37cc027aac17b966c2b22e611b6.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/08\/frc-1ba9b37cc027aac17b966c2b22e611b6.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=35333#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u6e2f\u5927\u9ec4\u8d85\u56e2\u961f\u63a8\u51faAnyGraph, \u9996\u6b21\u63ed\u79d8\u56fe\u5927\u6a21\u578b\u7684Scaling Law"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/35333","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=35333"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/35333\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=35333"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=35333"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=35333"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}