{"id":46056,"date":"2023-10-26T16:43:45","date_gmt":"2023-10-26T08:43:45","guid":{"rendered":"https:\/\/swarma.org\/?p=46056"},"modified":"2023-10-26T16:43:45","modified_gmt":"2023-10-26T08:43:45","slug":"%e5%89%8d%e6%b2%bf%e7%bb%bc%e8%bf%b0%ef%bc%9a%e5%9b%be%e5%9f%ba%e7%a1%80%e6%a8%a1%e5%9e%8b%e6%98%af%e5%90%a6%e4%bb%a3%e8%a1%a8%e5%9b%be%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e7%9a%84%e4%b8%8b%e4%b8%80","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=46056","title":{"rendered":"\u524d\u6cbf\u7efc\u8ff0\uff1a\u56fe\u57fa\u7840\u6a21\u578b\u662f\u5426\u4ee3\u8868\u56fe\u673a\u5668\u5b66\u4e60\u7684\u4e0b\u4e00\u4e2a\u524d\u6cbf"},"content":{"rendered":"
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\u8fd1\u65e5\uff0c\u5317\u90aeGAMMA Lab\u5e08\u751f\u4e0e\u56fd\u5185\u5916\u591a\u540d\u4e13\u5bb6\u5b66\u8005\u8054\u5408\u53d1\u5e03\u4e86\u540d\u4e3a\u201cTowards Graph Foundation Models: A Survey and Beyond\u201d\u7684\u6587\u7ae0\uff0c\u63a2\u8ba8\u4e86\u56fe\u57fa\u7840\u6a21\u578b\u7684\u6982\u5ff5\u3001\u5b9e\u73b0\u56fe\u57fa\u7840\u6a21\u578b\u7684\u6f5c\u5728\u65b9\u6848\u548c\u672a\u6765\u7814\u7a76\u65b9\u5411\u3002\u8fd9\u53ef\u80fd\u662f\u7b2c\u4e00\u7bc7\u5173\u4e8e\u56fe\u57fa\u7840\u6a21\u578b\u7684\u7efc\u8ff0\u3002<\/span><\/strong><\/section>\n
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\u5218\u4f73\u73ae<\/span><\/span> <\/span>| \u4f5c\u8005<\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/section>\n
\u5317\u90ae GAMMA Lab | <\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong><\/span><\/strong>\u6765\u6e90<\/span><\/strong><\/span><\/strong><\/section>\n<\/section>\n

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\u4ee5GPT-4\u4e3a\u4ee3\u8868\u7684\u57fa\u7840\u6a21\u578b\u5df2\u7ecf\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u7b49\u8bf8\u591a\u9886\u57df\u5f15\u8d77\u4e86\u8f70\u52a8\uff0c\u8fd9\u4e5f\u5438\u5f15\u7740\u56fe\u5b66\u4e60\u9886\u57df\u7814\u7a76\u8005\u4eec\u7684\u5173\u6ce8\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u56fe\u673a\u5668\u5b66\u4e60\u7ecf\u5386\u4e86\u4ece\u6d45\u5c42\u65b9\u6cd5\u5230\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\u7684\u8303\u5f0f\u8f6c\u53d8\uff0c\u800c\u5f53\u524d\u7684\u6df1\u5ea6\u56fe\u5b66\u4e60\u65b9\u6cd5\u4e5f\u9010\u6e10\u66b4\u9732\u51fa\u4e86\u8868\u8fbe\u80fd\u529b\u3001\u6cdb\u5316\u6027\u4e0d\u8db3\u7684\u95ee\u9898\uff0c\u4f7f\u6a21\u578b\u65e0\u6cd5\u9002\u7528\u4e8e\u66f4\u591a\u7684\u56fe\u6570\u636e\u548c\u66f4\u5e7f\u6cdb\u7684\u56fe\u4efb\u52a1\u3002\u56fe\u5b66\u4e60\u662f\u5426\u4e5f\u4f1a\u8fce\u6765\u201c<\/span>\u56fe\u57fa\u7840\u6a21\u578b<\/span>\u201d\u7684\u4e0b\u4e00\u4ee3\u5b66\u4e60\u8303\u5f0f\u5462\uff1f<\/span><\/span><\/section>\n

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\u8fd1\u65e5\uff0c\u5317\u90aeGAMMA Lab\u5e08\u751f\u4e0e\u56fd\u5185\u5916\u591a\u540d\u4e13\u5bb6\u5b66\u8005\u8054\u5408\u53d1\u5e03\u4e86\u540d\u4e3a\u201cTowards Graph Foundation Models: A Survey and Beyond\u201d\u7684\u6587\u7ae0\uff0c\u63a2\u8ba8\u4e86\u56fe\u57fa\u7840\u6a21\u578b\u7684\u6982\u5ff5\u3001\u5b9e\u73b0\u56fe\u57fa\u7840\u6a21\u578b\u7684\u6f5c\u5728\u65b9\u6848\u548c\u672a\u6765\u7814\u7a76\u65b9\u5411\u3002<\/span><\/section>\n

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\u6807\u9898\uff1aTowards Graph Foundation Models: A Survey and Beyond<\/span><\/span><\/section>\n
\u4f5c\u8005\uff1aJiawei Liu*, Cheng Yang*, Zhiyuan Lu, Junze Chen, Yibo Li, Mengmei Zhang, Ting Bai, Yuan Fang, Lichao Sun, Philip S. Yu, and Chuan Shi<\/span><\/section>\n
\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2310.11829.pdf<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n


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\u7b80\u4ecb\uff1a\u968f\u7740\u8ba1\u7b97\u80fd\u529b\u7684\u8fc5\u731b\u589e\u957f\u548c\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u7684\u7a81\u7834\uff0c\u5c24\u5176\u662fTransformer\u67b6\u6784\u7684\u51fa\u73b0\uff0c\u4eba\u5de5\u667a\u80fd\u9886\u57df\u5f15\u5165\u4e86\u201c\u57fa\u7840\u6a21\u578b\u201d\u7684\u6982\u5ff5\u3002\u57fa\u7840\u6a21\u578b\u662f\u6307\u4efb\u4f55\u5728\u5e7f\u6cdb\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u53ef\u4ee5\u9002\u5e94\u5404\u79cd\u4e0b\u6e38\u4efb\u52a1\u3002\u57fa\u7840\u6a21\u578b\u7684\u67b6\u6784\u548c\u8bad\u7ec3\u7b56\u7565\u7684\u8fdb\u6b65\u8d4b\u4e88\u4e86\u5b83\u4eec\u72ec\u7279\u7684\u7279\u6027\uff0c\u5982\u6d8c\u73b0<\/span>\uff08Emergence\uff09<\/span>\u548c\u540c\u8d28\u5316<\/span>\uff08Homogenization\uff09<\/span>\uff0c\u4f7f\u5b83\u4eec\u6210\u4e3a\u4f17\u591a\u4e0b\u6e38\u4eba\u5de5\u667a\u80fd\u5e94\u7528\u7684\u4e3b\u8981\u6784\u5efa\u6a21\u5757\u3002\u6d8c\u73b0\u8fd9\u4e00\u672f\u8bed\u8868\u660e\uff0c\u968f\u7740\u57fa\u7840\u6a21\u578b\u7684\u6269\u5927\uff0c\u5b83\u53ef\u80fd\u4f1a\u81ea\u53d1\u5730\u5c55\u73b0\u65b0\u9896\u7684\u80fd\u529b\u3002\u540c\u65f6\uff0c\u540c\u8d28\u5316\u6697\u793a\u4e86\u6a21\u578b\u7684\u591a\u529f\u80fd\u6027\uff0c\u4f7f\u5176\u80fd\u591f\u5728\u5404\u79cd\u5e94\u7528\u4e2d\u90e8\u7f72\u3002\u7531\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/span>\uff08LLMs\uff09<\/span>\u7684\u53d1\u5c55\uff0c\u57fa\u7840\u6a21\u578b\u7684\u6982\u5ff5\u9996\u5148\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406<\/span>\uff08NLP\uff09<\/span>\u4e2d\u6210\u4e3a\u73b0\u5b9e\u3002\u4ece\u90a3\u65f6\u8d77\uff0c\u57fa\u7840\u6a21\u578b\u5c55\u793a\u4e86\u60ca\u4eba\u7684\u591a\u529f\u80fd\u6027\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u5904\u7406\u6587\u672c\uff0c\u8fd8\u53ef\u4ee5\u5904\u7406\u56fe\u50cf\u6570\u636e\u3001\u89c6\u9891\u6570\u636e\u3001\u97f3\u9891\u6570\u636e\u548c\u591a\u6a21\u6001\u8f93\u5165\u3002\u8fd9\u79cd\u591a\u529f\u80fd\u6027\u4f7f\u5b83\u4eec\u80fd\u591f\u5728\u5404\u79cd\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u5305\u62ec\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u97f3\u9891\u4fe1\u53f7\u5904\u7406\u548c\u63a8\u8350\u7cfb\u7edf\u7b49\u3002<\/span><\/section>\n

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\u56fe3\uff1a\u57fa\u4e8eGNN\u7684\u6a21\u578b\u793a\u610f\u56fe<\/span><\/section>\n

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\u56fe5\uff1a\u57fa\u4e8eLLM\u7684\u6a21\u578b\u793a\u610f\u56fe<\/span><\/section>\n

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\u56fe7\uff1a\u57fa\u4e8eGNN+LLM\u7684\u6a21\u578b\u793a\u610f\u56fe<\/span><\/section>\n

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\u2022 \u672c\u6587\u9996\u6b21\u5b9a\u4e49\u4e86\u56fe\u57fa\u7840\u6a21\u578b\u7684\u6982\u5ff5\uff0c\u63a2\u8ba8\u4e86\u5b83\u4eec\u80fd\u529b\u7684\u6838\u5fc3\u95ee\u9898\u548c\u7279\u5f81\u3002<\/span><\/section>\n
\u2022 \u672c\u6587\u5f15\u5165\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u5206\u7c7b\u6cd5\uff0c\u5e76\u8ba8\u8bba\u4e86\u6bcf\u79cd\u65b9\u6cd5\u7684\u4f18\u52bf\u548c\u5c40\u9650\u6027\u3002 <\/span><\/section>\n
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<\/p>\n<\/section>\n

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\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n

1. <\/strong>\u51e0\u4f55\u6df1\u5ea6\u5b66\u4e60\uff1a\u8ba9\u7269\u7406\u4e16\u754c\u62e5\u6709AI | \u9ec4\u6587\u70b3\u5206\u4eab\u6574\u7406<\/a><\/strong><\/strong><\/strong><\/span><\/section>\n
2. <\/strong><\/span>\u4eba\u5de5\u667a\u80fd\u524d\u6cbf\uff1a\u7ec4\u5408\u4f18\u5316\u95ee\u9898\u7684\u673a\u5668\u5b66\u4e60\u6c42\u89e3 | \u8303\u957f\u4fca\u5206\u4eab\u6574\u7406<\/a><\/strong><\/span><\/strong><\/section>\n
3.<\/strong>  2023\u5e74\uff0c\u8bf7\u4e0d\u8981\u5ffd\u7565\uff1a\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09\u8fd9\u4e00\u5339\u9ed1\u9a6c\uff01<\/a><\/strong><\/span><\/section>\n
4. <\/strong><\/strong><\/span>\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/strong><\/strong><\/span><\/section>\n
5. \u6210\u4e3a\u96c6\u667aVIP\uff0c\u89e3\u9501\u5168\u7ad9\u8bfe\u7a0b\uff0f\u8bfb\u4e66\u4f1a<\/a><\/span><\/strong><\/strong><\/strong><\/section>\n
6. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n


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\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/strong><\/section>\n

<\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u5bfc\u8bed \u8fd1\u65e5\uff0c\u5317\u90aeGAMMA Lab\u5e08\u751f\u4e0e\u56fd\u5185\u5916\u591a\u540d\u4e13\u5bb6\u5b66\u8005\u8054\u5408\u53d1\u5e03\u4e86\u540d\u4e3a\u201cTowards Graph Foundation Models: A Survey and Beyond\u201d\u7684\u6587\u7ae0\uff0c\u63a2\u8ba8\u4e86\u56fe\u57fa\u7840\u6a21\u578b\u7684\u6982\u5ff5\u3001\u5b9e\u73b0\u56fe\u57fa\u7840\u6a21\u578b\u7684\u6f5c\u5728\u65b9\u6848\u548c\u672a\u6765\u7814\u7a76\u65b9\u5411\u3002\u8fd9\u53ef\u80fd\u662f\u7b2c\u4e00\u7bc7\u5173\u4e8e\u56fe\u57fa\u7840\u6a21\u578b\u7684\u7efc\u8ff0\u3002 \u7814\u7a76\u9886\u57df\uff1a…<\/p>\n","protected":false},"author":0,"featured_media":46047,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/46056"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=46056"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/46056\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/46047"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=46056"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=46056"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=46056"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=46056"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}