{"id":1074804,"date":"2022-06-30T23:01:00","date_gmt":"2022-07-01T06:01:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1074804"},"modified":"2024-09-25T20:30:02","modified_gmt":"2024-09-26T03:30:02","slug":"startrack-xiang-li","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/startrack-xiang-li\/","title":{"rendered":"\u94f8\u661f\u95ea\u8000 | 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class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"577\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/06\/\u56fe\u72471-1024x577.png\" alt=\"\u674e\u7fd4\uff08\u53f3\u4e0a\uff09\u4e0e\u201c\u661f\u642d\u6863\u201d\u674e\u4e1c\u80dc\uff08\u5de6\uff09\u3001\u201c\u94f8\u661f\u8ba1\u5212\u201d\u8d1f\u8d23\u4eba\u77f3\u8d1d\u8d1d\uff08\u53f3\u4e0b\uff09\u7ebf\u4e0a\u5408\u5f71\" class=\"wp-image-1074855\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/06\/\u56fe\u72471-1024x577.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/06\/\u56fe\u72471-300x169.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/06\/\u56fe\u72471-768x433.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/06\/\u56fe\u72471-1066x600.png 1066w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/06\/\u56fe\u72471-655x368.png 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/06\/\u56fe\u72471-240x135.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/06\/\u56fe\u72471-640x360.png 640w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/06\/\u56fe\u72471-960x540.png 960w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/06\/\u56fe\u72471.png 1099w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u674e\u7fd4\uff08\u53f3\u4e0a\uff09\u4e0e\u201c\u661f\u642d\u6863\u201d\u674e\u4e1c\u80dc\uff08\u5de6\uff09\u3001\u201c\u94f8\u661f\u8ba1\u5212\u201d\u8d1f\u8d23\u4eba\u77f3\u8d1d\u8d1d\uff08\u53f3\u4e0b\uff09\u7ebf\u4e0a\u5408\u5f71<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u5355\u624d\u534e\u770b\u6765\uff0c\u674e\u7fd4\u8001\u5e08\u662f\u4e00\u4f4d\u5bf9\u5f85\u5b66\u672f\u7279\u522b\u201c\u8f83\u771f\u201d\u3001\u6ca1\u6709\u77ed\u677f\u7684\u5b66\u672f\u7814\u7a76\u8005\u3002\u4ee4\u5355\u624d\u534e\u5370\u8c61\u6df1\u523b\u7684\u662f\uff1a\u201c\u5373\u4f7f\u662f\u5728\u6df1\u591c\u6216\u8005\u5468\u672b\u548c\u674e\u7fd4\u8001\u5e08\u8ba8\u8bba\u5b66\u672f\u95ee\u9898\uff0c\u4ed6\u4e5f\u80fd\u4fdd\u6301\u5f88\u597d\u7684\u72b6\u6001\uff0c\u5f88\u79ef\u6781\u5730\u8ba8\u8bba\u95ee\u9898\u3002\u201d\u4e0d\u4ec5\u4ec5\u5c40\u9650\u4e8e\u5408\u4f5c\u7684\u9879\u76ee\uff0c\u4e8c\u4eba\u7684\u65e5\u5e38\u8ba8\u8bba\u8fd8\u5305\u62ec\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u5404\u79cd\u53d1\u5c55\u65b9\u5411\u548c\u65b0\u8fd1\u6709\u610f\u601d\u7684\u8bba\u6587\uff0c<strong>\u201c\u6c9f\u901a\u4e0e\u5408\u4f5c\u5e2e\u52a9\u6211\u4eec\u52a0\u6df1\u5bf9\u8fd9\u4e2a\u9886\u57df\u7684\u7406\u89e3\uff0c\u78b0\u649e\u51fa\u65b0\u7684 idea\u3002\u201d<\/strong><\/p>\n\n\n\n<p>\u9664\u6b64\u4e4b\u5916\uff0c\u674e\u7fd4\u8fd8\u5728\u8bbf\u95ee\u671f\u95f4\u611f\u53d7\u5230\u4e86\u601d\u7ef4\u7684\u6fc0\u8361\u3002\u4ed6\u4f1a\u53c2\u52a0\u6bcf\u5468\u4e00\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff08\u4e0a\u6d77\uff09\u7684\u7ec4\u4f1a\uff0c\u201c\u6211\u4f1a\u542c\u5176\u4ed6\u7814\u7a76\u5458\u5728\u4ece\u4e8b\u4e00\u4e9b\u4ec0\u4e48\u9879\u76ee\uff0c\u804a\u804a\u4ed6\u4eec\u6700\u8fd1\u5728\u505a\u4ec0\u4e48\u3002\u201d\u674e\u7fd4\u8ba4\u4e3a\uff0c\u548c\u66f4\u591a\u7684\u7814\u7a76\u5458\u4ea4\u6d41\u662f\u5341\u5206\u5fc5\u8981\u7684\uff0c<strong>\u79ef\u6781\u6c9f\u901a\u53ef\u4ee5\u5b9e\u73b0\u5b66\u79d1\u7684\u4ea4\u53c9\u4e92\u8865\uff0c\u501f\u6b64\u673a\u4f1a\u6fc0\u53d1\u66f4\u591a\u79d1\u7814\u7075\u611f\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4f38\u624b\u6458\u661f-\u56fe\u795e\u7ecf\u7f51\u7edc\u7684-\u4ef0\u671b-\u4e0e-\u843d\u5730\">\u4f38\u624b\u6458\u661f\uff1a\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u201c\u4ef0\u671b\u201d\u4e0e\u201c\u843d\u5730\u201d<\/h2>\n\n\n\n<p>\u56fe\u795e\u7ecf\u7f51\u7edc\u662f\u76ee\u524d\u8f83\u4e3a\u706b\u70ed\u7684\u7814\u7a76\u9886\u57df\uff0c\u73b0\u6709\u7814\u7a76\u5f02\u8d28\u6027\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u65b9\u6cd5\uff0c\u5e38\u5229\u7528\u591a\u8df3\u90bb\u5c45\u6269\u5c55\u8282\u70b9\u7684\u90bb\u57df\uff0c\u4ee5\u5305\u542b\u66f4\u591a\u540c\u8d28\u8282\u70b9\u3002\u7136\u800c\uff0c\u4e3a\u4e0d\u540c\u7684\u8282\u70b9\u8bbe\u5b9a\u4e2a\u6027\u5316\u7684\u90bb\u57df\u5927\u5c0f\u662f\u4e00\u4e2a\u91cd\u5927\u7684\u6311\u6218\uff0c\u5728\u4fe1\u606f\u805a\u5408\u65f6\uff0c\u6392\u9664\u5728\u90bb\u57df\u4e4b\u5916\u7684\u5176\u4ed6\u540c\u8d28\u8282\u70b9\u4e5f\u5e38\u88ab\u5ffd\u7565\u3002<\/p>\n\n\n\n<p>\u674e\u7fd4\u5728\u8bbf\u95ee\u671f\u95f4\u4e0e\u674e\u4e1c\u80dc\u3001\u5355\u624d\u534e\u3001\u65b0\u52a0\u5761\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u526f\u6559\u6388\u9a86\u601d\u5f3a\u7b49\u4eba\u5408\u4f5c\u5b8c\u6210\u7684\u5de5\u4f5c\u5373\u662f\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u4ed6\u4eec<strong>\u4e00\u540c\u63d0\u51fa\u4e86 GloGNN \u548c GloGNN++ \u4e24\u4e2a\u6a21\u578b<\/strong>\uff0c\u5e76\u901a\u8fc7\u5e7f\u6cdb\u7684\u5b9e\u9a8c\u8bc1\u660e\u4e86\u8fd9\u4e24\u4e2a\u6a21\u578b\u5177\u6709\u8f83\u597d\u7684\u6027\u80fd\u548c\u8f83\u9ad8\u7684\u6548\u7387\uff0c\u5927\u5927\u52a0\u901f\u5f02\u8d28\u6027\u7f51\u7edc\u7684\u8bad\u7ec3\uff0c\u540c\u65f6\u5e76\u4e0d\u635f\u5931\u4efb\u4f55\u8bad\u7ec3\u7cbe\u5ea6\u3002\u4eca\u5e74\u4e8c\u6708\uff0c\u56f4\u7ed5\u8fd9\u9879\u5de5\u4f5c\u5b8c\u6210\u7684\u8bba\u6587\u300aFinding Global Homophily in Graph Neural Networks When Meeting Heterophily\u300b\u6295\u7a3f\u81f3 ICML \u4f1a\u8bae\uff0c\u5e76\u4e14\u5df2\u88ab\u987a\u5229\u63a5\u6536\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"619\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/06\/\u56fe\u72472-1024x619.png\" alt=\"\u674e\u7fd4\u5728\u201c\u94f8\u661f\u62a5\u544a\u201d\u4e0a\u5bf9\u7814\u7a76\u5de5\u4f5c\u7684\u5c55\u793a\" class=\"wp-image-1074858\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/06\/\u56fe\u72472-1024x619.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/06\/\u56fe\u72472-300x181.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/06\/\u56fe\u72472-768x464.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/06\/\u56fe\u72472-240x145.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2022\/06\/\u56fe\u72472.png 1233w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption 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