{"id":5948,"date":"2022-08-21T18:10:45","date_gmt":"2022-08-21T10:10:45","guid":{"rendered":"http:\/\/139.9.1.231\/?p=5948"},"modified":"2022-08-21T18:10:47","modified_gmt":"2022-08-21T10:10:47","slug":"fl","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2022\/08\/21\/fl\/","title":{"rendered":"\u8054\u90a6\u56fe\u673a\u5668\u5b66\u4e60"},"content":{"rendered":"\n<p>\u8fd1\u5e74\u6765\uff0c\u56fe\u5df2\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u8868\u793a\u548c\u5904\u7406\u5f88\u591a\u9886\u57df\u7684\u590d\u6742\u6570\u636e\uff0c\u5982\u533b\u7597\u3001\u4ea4\u901a\u8fd0\u8f93\u3001\u751f\u7269\u4fe1\u606f\u5b66\u548c\u63a8\u8350\u7cfb\u7edf\u7b49\u3002\u56fe\u673a\u5668\u5b66\u4e60\u6280\u672f\u662f\u83b7\u53d6\u9690\u533f\u5728\u590d\u6742\u6570\u636e\u4e2d\u4e30\u5bcc\u4fe1\u606f\u7684\u6709\u529b\u5de5\u5177\uff0c\u5e76\u4e14\u5728\u50cf\u8282\u70b9\u5206\u7c7b\u548c\u94fe\u63a5\u9884\u6d4b\u7b49\u4efb\u52a1\u4e2d\uff0c\u5c55\u73b0\u51fa\u5f88\u5f3a\u7684\u6027\u80fd\u3002<br>\u5c3d\u7ba1\u56fe\u673a\u5668\u5b66\u4e60\u6280\u672f\u53d6\u5f97\u4e86\u91cd\u5927\u8fdb\u5c55\uff0c\u4f46\u5927\u591a\u6570\u90fd\u9700\u8981\u628a\u56fe\u6570\u636e\u96c6\u4e2d\u5b58\u50a8\u5728\u5355\u673a\u4e0a\u3002\u7136\u800c\uff0c\u968f\u7740\u5bf9\u6570\u636e\u5b89\u5168\u548c\u7528\u6237\u9690\u79c1\u7684\u91cd\u89c6\uff0c\u96c6\u4e2d\u5b58\u50a8\u6570\u636e\u53d8\u7684\u4e0d\u5b89\u5168\u548c\u4e0d\u53ef\u884c\u3002\u56fe\u6570\u636e\u901a\u5e38\u5206\u5e03\u5728\u591a\u4e2a\u6570\u636e\u6e90\uff08\u6570\u636e\u5b64\u5c9b\uff09\uff0c\u7531\u4e8e\u9690\u79c1\u548c\u5b89\u5168\u7684\u539f\u56e0\uff0c\u4ece\u4e0d\u540c\u7684\u5730\u65b9\u6536\u96c6\u6240\u9700\u7684\u56fe\u6570\u636e\u53d8\u7684\u4e0d\u53ef\u884c\u3002<br>\u4f8b\u5982\u4e00\u5bb6\u7b2c\u4e09\u65b9\u516c\u53f8\u60f3\u4e3a\u4e00\u4e9b\u91d1\u878d\u673a\u6784\u8bad\u7ec3\u56fe\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u4ee5\u5e2e\u52a9\u4ed6\u4eec\u68c0\u6d4b\u6f5c\u5728\u7684\u91d1\u878d\u72af\u7f6a\u548c\u6b3a\u8bc8\u5ba2\u6237\u3002\u6bcf\u4e2a\u91d1\u878d\u673a\u6784\u90fd\u62e5\u6709\u79c1\u6709\u5ba2\u6237\u6570\u636e\uff0c\u5982\u4eba\u53e3\u7edf\u8ba1\u6570\u636e\u4ee5\u53ca\u4ea4\u6613\u8bb0\u5f55\u7b49\u3002\u6bcf\u4e2a\u91d1\u878d\u673a\u6784\u7684\u5ba2\u6237\u5f62\u6210\u4e00\u4e2a\u5ba2\u6237\u56fe\uff0c\u5176\u4e2d\u8fb9\u4ee3\u8868\u4ea4\u6613\u8bb0\u5f55\u3002\u7531\u4e8e\u4e25\u683c\u7684\u9690\u79c1\u653f\u7b56\u548c\u5546\u4e1a\u7ade\u4e89\uff0c\u5404\u4e2a\u673a\u6784\u7684\u79c1\u6709\u5ba2\u6237\u6570\u636e\u65e0\u6cd5\u76f4\u63a5\u4e0e\u7b2c\u4e09\u65b9\u516c\u53f8\u6216\u5176\u5b83\u4ed6\u673a\u6784\u5171\u4eab\u3002\u540c\u65f6\uff0c\u673a\u6784\u4e4b\u95f4\u4e5f\u53ef\u80fd\u6709\u5173\u8054\uff0c\u8fd9\u53ef\u4ee5\u770b\u4f5c\u662f\u673a\u6784\u4e4b\u95f4\u7684\u7ed3\u6784\u4fe1\u606f\u3002\u56e0\u6b64\u9762\u4e34\u7684\u4e3b\u8981\u6311\u6218\u662f\uff1a\u5728\u4e0d\u76f4\u63a5\u8bbf\u95ee\u6bcf\u4e2a\u673a\u6784\u7684\u79c1\u6709\u5ba2\u6237\u6570\u636e\u7684\u60c5\u51b5\u4e0b\uff0c\u57fa\u4e8e\u79c1\u6709\u5ba2\u6237\u56fe\u548c\u673a\u6784\u95f4\u7ed3\u6784\u4fe1\u606f\uff0c\u6765\u8bad\u7ec3\u7528\u4e8e\u91d1\u878d\u72af\u7f6a\u68c0\u6d4b\u7684\u56fe\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002<br>\u8054\u90a6\u5b66\u4e60\uff08FL\uff09\u662f\u4e00\u79cd\u5206\u5e03\u5f0f\u673a\u5668\u5b66\u4e60\u65b9\u6848\uff0c\u901a\u8fc7\u534f\u4f5c\u8bad\u7ec3\u89e3\u51b3\u6570\u636e\u5b64\u5c9b\u95ee\u9898\u3002\u5b83\u4f7f\u53c2\u4e0e\u8005\uff08\u5373\u5ba2\u6237\uff09\u80fd\u591f\u5728\u4e0d\u5171\u4eab\u5176\u79c1\u6709\u6570\u636e\u7684\u60c5\u51b5\u4e0b\u8054\u5408\u8bad\u7ec3\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002\u56e0\u6b64\uff0c\u5c06 FL \u4e0e\u56fe\u673a\u5668\u5b66\u4e60\u76f8\u7ed3\u5408\u6210\u4e3a\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\u7684\u6709\u5e0c\u671b\u7684\u89e3\u51b3\u65b9\u6848\u3002<br>\u672c\u6587\u4e2d\uff0c\u6765\u81ea\u5f17\u5409\u5c3c\u4e9a\u5927\u5b66\u7684\u7814\u7a76\u8005\u63d0\u51fa\u8054\u90a6\u56fe\u673a\u5668\u5b66\u4e60\uff08FGML\uff0cFederated Graph Machine Learning\uff09\u3002\u4e00\u822c\u6765\u8bf4\uff0cFGML \u53ef\u4ee5\u6839\u636e\u7ed3\u6784\u4fe1\u606f\u7684\u7ea7\u522b\u5206\u4e3a\u4e24\u79cd\u8bbe\u7f6e\uff1a<br>\u7b2c\u4e00\u79cd\u662f\u5177\u6709\u7ed3\u6784\u5316\u6570\u636e\u7684 FL\uff0c\u5728\u5177\u6709\u7ed3\u6784\u5316\u6570\u636e\u7684 FL \u4e2d\uff0c\u5ba2\u6237\u57fa\u4e8e\u5176\u56fe\u6570\u636e\u534f\u4f5c\u8bad\u7ec3\u56fe\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u540c\u65f6\u5c06\u56fe\u6570\u636e\u4fdd\u7559\u5728\u672c\u5730\u3002<br>\u7b2c\u4e8c\u79cd\u662f\u7ed3\u6784\u5316 FL\uff0c\u5728\u7ed3\u6784\u5316 FL \u4e2d\uff0c\u5ba2\u6237\u7aef\u4e4b\u95f4\u5b58\u5728\u7ed3\u6784\u4fe1\u606f\uff0c\u5f62\u6210\u5ba2\u6237\u7aef\u56fe\u3002\u53ef\u4ee5\u5229\u7528\u5ba2\u6237\u7aef\u56fe\u8bbe\u8ba1\u66f4\u6709\u6548\u7684\u8054\u5408\u4f18\u5316\u65b9\u6cd5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"300\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-237-1024x300.png\" alt=\"\" class=\"wp-image-5950\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-237-1024x300.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-237-300x88.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-237-768x225.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-237.png 1073w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2207.11812.pdf<br>\u867d\u7136 FGML \u63d0\u4f9b\u4e86\u4e00\u4e2a\u6709\u524d\u666f\u7684\u84dd\u56fe\uff0c\u4f46\u4ecd\u5b58\u5728\u4e00\u4e9b\u6311\u6218\uff1a<br>1\u3001\u8de8\u5ba2\u6237\u7aef\u7684\u4fe1\u606f\u7f3a\u5931\u3002\u5728\u5177\u6709\u7ed3\u6784\u5316\u6570\u636e\u7684 FL \u4e2d\uff0c\u5e38\u89c1\u7684\u573a\u666f\u662f\u6bcf\u4e2a\u5ba2\u6237\u7aef\u673a\u5668\u90fd\u62e5\u6709\u5168\u5c40\u56fe\u7684\u5b50\u56fe\uff0c\u5e76\u4e14\u4e00\u4e9b\u8282\u70b9\u53ef\u80fd\u5177\u6709\u5c5e\u4e8e\u5176\u4ed6\u5ba2\u6237\u7aef\u7684\u8fd1\u90bb\u3002\u51fa\u4e8e\u9690\u79c1\u8003\u8651\uff0c\u8282\u70b9\u53ea\u80fd\u5728\u5ba2\u6237\u7aef\u5185\u805a\u5408\u5176\u8fd1\u90bb\u7684\u7279\u5f81\uff0c\u4f46\u65e0\u6cd5\u8bbf\u95ee\u4f4d\u4e8e\u5176\u5b83\u5ba2\u6237\u7aef\u4e0a\u7684\u7279\u5f81\uff0c\u8fd9\u5bfc\u81f4\u8282\u70b9\u8868\u793a\u4e0d\u8db3\u3002<br>2\u3001\u56fe\u7ed3\u6784\u7684\u9690\u79c1\u6cc4\u6f0f\u3002\u5728\u4f20\u7edf FL \u4e2d\uff0c\u4e0d\u5141\u8bb8\u5ba2\u6237\u7aef\u516c\u5f00\u5176\u6570\u636e\u6837\u672c\u7684\u7279\u5f81\u548c\u6807\u7b7e\u3002\u5728\u5177\u6709\u7ed3\u6784\u5316\u6570\u636e\u7684 FL \u4e2d\uff0c\u8fd8\u5e94\u8003\u8651\u7ed3\u6784\u4fe1\u606f\u7684\u9690\u79c1\u3002\u7ed3\u6784\u4fe1\u606f\u53ef\u4ee5\u901a\u8fc7\u5171\u4eab\u90bb\u63a5\u77e9\u9635\u76f4\u63a5\u516c\u5f00\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u4f20\u8f93\u8282\u70b9\u5d4c\u5165\u95f4\u63a5\u516c\u5f00\u3002<br>3\u3001\u8de8\u5ba2\u6237\u7aef\u7684\u6570\u636e\u5f02\u6784\u6027\u3002\u4e0e\u4f20\u7edf FL \u4e2d\u6570\u636e\u5f02\u6784\u6027\u6765\u81ea non-IID \u6570\u636e\u6837\u672c\u4e0d\u540c\uff0cFGML \u4e2d\u7684\u56fe\u6570\u636e\u5305\u542b\u4e30\u5bcc\u7684\u7ed3\u6784\u4fe1\u606f\u3002\u540c\u65f6\uff0c\u4e0d\u540c\u5ba2\u6237\u7684\u56fe\u7ed3\u6784\u4e5f\u4f1a\u5f71\u54cd\u56fe\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u6027\u80fd\u3002\u00a04\u3001\u53c2\u6570\u4f7f\u7528\u7684\u7b56\u7565\u3002\u5728\u7ed3\u6784\u5316 FL \u4e2d\uff0c\u5ba2\u6237\u7aef\u56fe\u4f7f\u5ba2\u6237\u7aef\u80fd\u591f\u4ece\u5176\u76f8\u90bb\u5ba2\u6237\u7aef\u83b7\u53d6\u4fe1\u606f\u3002\u5728\u7ed3\u6784\u5316 FL \u4e2d\uff0c\u9700\u8981\u8bbe\u8ba1\u6709\u6548\u7684\u7b56\u7565\uff0c\u4ee5\u5145\u5206\u5229\u7528\u7531\u4e2d\u5fc3\u670d\u52a1\u5668\u534f\u8c03\u6216\u5b8c\u5168\u5206\u6563\u7684\u8fd1\u90bb\u4fe1\u606f\u3002<br>\u4e3a\u4e86\u5e94\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u7814\u7a76\u4eba\u5458\u5f00\u53d1\u4e86\u5927\u91cf\u7b97\u6cd5\u3002\u76ee\u524d\u5404\u79cd\u7b97\u6cd5\u4e3b\u8981\u5173\u6ce8\u6807\u51c6 FL \u4e2d\u7684\u6311\u6218\u548c\u65b9\u6cd5\uff0c\u53ea\u6709\u5c11\u6570\u4eba\u5c1d\u8bd5\u89e3\u51b3 FGML \u4e2d\u7684\u5177\u4f53\u95ee\u9898\u548c\u6280\u672f\u3002\u6709\u4eba\u53d1\u8868\u5bf9 FGML \u8fdb\u884c\u5206\u7c7b\u7684\u7efc\u8ff0\u6027\u8bba\u6587\uff0c\u4f46\u6ca1\u6709\u603b\u7ed3 FGML \u4e2d\u7684\u4e3b\u8981\u6280\u672f\u3002\u800c\u6709\u7684\u7efc\u8ff0\u6587\u7ae0\u4ec5\u6db5\u76d6\u4e86 FL \u4e2d\u6570\u91cf\u6709\u9650\u7684\u76f8\u5173\u8bba\u6587\uff0c\u5e76\u975e\u5e38\u7b80\u8981\u5730\u4ecb\u7ecd\u4e86\u76ee\u524d\u73b0\u6709\u7684\u6280\u672f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"385\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-238-1024x385.png\" alt=\"\" class=\"wp-image-5951\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-238-1024x385.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/08\/image-238-300x113.png 300w, 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class=\"screen-reader-text\">\u8054\u90a6\u56fe\u673a\u5668\u5b66\u4e60<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[4],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/5948"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=5948"}],"version-history":[{"count":2,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/5948\/revisions"}],"predecessor-version":[{"id":5953,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/5948\/revisions\/5953"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=5948"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=5948"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=5948"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}