{"id":514,"date":"2025-11-04T07:47:00","date_gmt":"2025-11-03T23:47:00","guid":{"rendered":"https:\/\/www.ndnlab.com\/?p=514"},"modified":"2025-11-09T04:15:31","modified_gmt":"2025-11-08T20:15:31","slug":"llm-enhanced-heterogeneous-graph-embedding-model-for-multi-task-dns-security","status":"publish","type":"post","link":"https:\/\/www.ndnlab.com\/?p=514","title":{"rendered":"LLM-Enhanced Heterogeneous Graph Embedding Model for Multi-Task DNS Security"},"content":{"rendered":"\n<p>\u300a<a href=\"https:\/\/www.researchgate.net\/publication\/397020559_LLM-Enhanced_Heterogeneous_Graph_Embedding_Model_for_Multi-Task_DNS_Security\">LLM-Enhanced Heterogeneous Graph Embedding Model for Multi-Task DNS Security<\/a>\u300b\u878d\u5408\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5f02\u6784\u56fe\u5d4c\u5165\uff08Heterogeneous\u00a0Graph Embedding\uff09DNS\u5b89\u5168\u591a\u4efb\u52a1\u68c0\u6d4b<br><br>\u57df\u540d\u7cfb\u7edf\uff08DNS\uff09\u4f5c\u4e3a\u4e92\u8054\u7f51\u7684\u201c\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u201d\uff0c\u5176\u5b89\u5168\u6027\u662f\u6574\u4e2a\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u7684\u57fa\u77f3\u3002\u7136\u800c\uff0c\u4eceDGA\uff08\u57df\u540d\u751f\u6210\u7b97\u6cd5\uff09\u6076\u610f\u8f6f\u4ef6\u3001DNS\u96a7\u9053\u5230Fast-Flux\u7f51\u7edc\uff0c\u9488\u5bf9DNS\u7684\u653b\u51fb\u624b\u6bb5\u65e5\u76ca\u590d\u6742\u5316\u3001\u9690\u853d\u5316\u548c\u667a\u80fd\u5316\uff0c\u7ed9\u4f20\u7edf\u57fa\u4e8e\u89c4\u5219\u548c\u9759\u6001\u7279\u5f81\u5e93\u7684\u9632\u5fa1\u4f53\u7cfb\u5e26\u6765\u4e86\u4e25\u5cfb\u6311\u6218\u3002\u5728\u6b64\u80cc\u666f\u4e0b\uff0c\u5982\u4f55\u4ece\u6d77\u91cf\u3001\u5f02\u6784\u3001\u9ad8\u7ef4\u7684DNS\u6d41\u91cf\u6570\u636e\u4e2d\u81ea\u52a8\u3001\u7cbe\u51c6\u5730\u6316\u6398\u6df1\u5c42\u5a01\u80c1\uff0c\u6210\u4e3a\u7f51\u7edc\u5b89\u5168\u9886\u57df\u4e9f\u5f85\u89e3\u51b3\u7684\u6838\u5fc3\u79d1\u5b66\u95ee\u9898\u3002\u300aLLM-Enhanced Heterogeneous Graph Embedding Model for Multi-Task DNS Security\u300b\u7814\u7a76\u521b\u9020\u6027\u5730\u5c06\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b\u4e0e\u5f02\u6784\u56fe\u795e\u7ecf\u7f51\u7edc\uff08HGNN\uff09\u7684\u7ed3\u6784\u5efa\u6a21\u80fd\u529b\u76f8\u7ed3\u5408\uff0c\u5e76\u6784\u5efa\u4e86\u4e00\u4e2a\u591a\u4efb\u52a1\u5b66\u4e60\uff08MTL\uff09\u6846\u67b6\uff0c\u5b9e\u73b0\u4e86\u5bf9\u591a\u79cdDNS\u5a01\u80c1\u7684\u7edf\u4e00\u3001\u9ad8\u6548\u68c0\u6d4b\u3002\u8fd9\u4e0d\u4ec5\u662f\u4e00\u6b21\u6280\u672f\u4e0a\u7684\u5de7\u5999\u878d\u5408\uff0c\u66f4\u6807\u5fd7\u7740DNS\u5b89\u5168\u9632\u5fa1\u6b63\u4ece\u201c\u5355\u70b9\u3001\u5b64\u7acb\u201d\u7684\u6a21\u5f0f\u5411\u201c\u5168\u5c40\u3001\u534f\u540c\u3001\u667a\u80fd\u201d\u7684\u65b0\u8303\u5f0f\u6f14\u8fdb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"737\" height=\"484\" src=\"https:\/\/www.ndnlab.com\/wp-content\/uploads\/2025\/11\/image-1.png\"  class=\"wp-image-522\" srcset=\"https:\/\/www.ndnlab.com\/wp-content\/uploads\/2025\/11\/image-1.png 737w, https:\/\/www.ndnlab.com\/wp-content\/uploads\/2025\/11\/image-1-300x197.png 300w\" sizes=\"auto, (max-width: 737px) 100vw, 737px\" title=\"LLM-Enhanced Heterogeneous Graph Embedding Model for Multi-Task DNS Security\u63d2\u56fe\" alt=\"LLM-Enhanced Heterogeneous Graph Embedding Model for Multi-Task DNS Security\u63d2\u56fe\" \/><\/figure>\n\n\n\n<p><strong>\u6838\u5fc3\u521b\u65b0\u4e0e\u6280\u672f\u6df1\u5ea6\u89e3\u6790<\/strong><br>\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u8bed\u4e49-\u7ed3\u6784-\u4efb\u52a1\u201d\u4e09\u4f4d\u4e00\u4f53\u7684\u534f\u540c\u5b66\u4e60\u6a21\u578b\uff0c\u5176\u6838\u5fc3\u521b\u65b0\u70b9\u53ef\u62c6\u89e3\u4e3a\u4ee5\u4e0b\u4e09\u4e2a\u5c42\u9762\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u201c\u8bed\u4e49\u589e\u5f3a\u201d\uff1a\u4ece\u5b57\u7b26\u4e32\u5230\u5b89\u5168\u610f\u56fe\u7684\u8de8\u8d8a<\/strong><br>\u4f20\u7edf\u65b9\u6cd5\u901a\u5e38\u5c06\u57df\u540d\u3001IP\u5730\u5740\u7b49\u89c6\u4e3a\u65e0\u610f\u4e49\u7684\u5b57\u7b26\u4e32\uff0c\u6216\u4f9d\u8d56\u4eba\u5de5\u63d0\u53d6\u7684\u7edf\u8ba1\u7279\u5f81\uff08\u5982\u957f\u5ea6\u3001\u71b5\u503c\uff09\u3002\u672c\u6587\u6700\u5927\u7684\u7a81\u7834\u4e4b\u4e00\uff0c\u662f\u5229\u7528\u9884\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982BERT\uff09\u5bf9DNS\u5b9e\u4f53\u8fdb\u884c\u6df1\u5ea6\u8bed\u4e49\u7f16\u7801\u3002<br>\u6280\u672f\u5185\u6db5\uff1a\u6a21\u578b\u5c06\u57df\u540d\uff08\u598212345abcde.example.com\uff09\u548cIP\u5730\u5740\u7b49\u8f93\u5165LLM\uff0c\u5229\u7528\u5176\u5f3a\u5927\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\uff0c\u5c06\u5176\u8f6c\u5316\u4e3a\u5bcc\u542b\u8bed\u4e49\u4fe1\u606f\u7684\u4f4e\u7ef4\u5411\u91cf\u3002\u4f8b\u5982\uff0cLLM\u80fd\u591f\u201c\u7406\u89e3\u201dDGA\u57df\u540d\u901a\u5e38\u5177\u6709\u7684\u968f\u673a\u6027\u3001\u65e0\u610f\u4e49\u6027\uff0c\u4ee5\u53ca\u6b63\u5e38\u57df\u540d\u53ef\u80fd\u5305\u542b\u7684\u8bcd\u6c47\u3001\u54c1\u724c\u7b49\u6a21\u5f0f\u3002\u8fd9\u79cd\u7f16\u7801\u65b9\u5f0f\u8d85\u8d8a\u4e86\u8868\u9762\u7279\u5f81\uff0c\u76f4\u6307\u5b9e\u4f53\u80cc\u540e\u6f5c\u5728\u7684\u201c\u5b89\u5168\u610f\u56fe\u201d\u3002\u8fd9\u5f00\u521b\u4e86\u5c06\u57fa\u7840\u6a21\u578b\u5e94\u7528\u4e8e\u7f51\u7edc\u5a01\u80c1\u5b9e\u4f53\u8bed\u4e49\u7406\u89e3\u7684\u5148\u6cb3\u3002\u5b83\u8bc1\u660e\u4e86LLM\u5728\u975e\u6587\u672c\u3001\u7ed3\u6784\u5316\u7684\u5b89\u5168\u6570\u636e\u4e0a\u540c\u6837\u5177\u6709\u5de8\u5927\u7684\u6f5c\u529b\uff0c\u4e3a\u201cAI for Security\u201d\u9886\u57df\u63d0\u4f9b\u4e86\u65b0\u7684\u7814\u7a76\u89c6\u89d2\uff0c\u5373\u5982\u4f55\u5229\u7528\u5927\u6a21\u578b\u7684\u6cdb\u5316\u77e5\u8bc6\u6765\u589e\u5f3a\u7279\u5b9a\u5b89\u5168\u573a\u666f\u7684\u7279\u5f81\u8868\u793a\u3002<br><\/li>\n\n\n\n<li><strong>\u5f02\u6784\u56fe\u795e\u7ecf\u7f51\u7edc\uff08HGNN\uff09\u7684\u201c\u5173\u7cfb\u5efa\u6a21\u201d\uff1a\u4ece\u5b64\u7acb\u70b9\u5230\u590d\u6742\u7f51\u7edc\u7684\u6d1e\u5bdf<\/strong><br>DNS\u6570\u636e\u5929\u7136\u5177\u5907\u5f02\u6784\u6027\uff0c\u5305\u542b\u591a\u79cd\u5b9e\u4f53\uff08\u57df\u540d\u3001IP\u3001\u5ba2\u6237\u7aef\u3001\u8d44\u6e90\u8bb0\u5f55\u7c7b\u578b\uff09\u548c\u590d\u6742\u5173\u7cfb\uff08\u89e3\u6790\u3001\u8bbf\u95ee\u3001\u522b\u540d\u6307\u5411\uff09\u3002\u8be5\u7814\u7a76\u7cbe\u51c6\u5730\u6355\u6349\u4e86\u8fd9\u4e00\u7279\u6027\uff0c\u6784\u5efa\u4e86DNS\u5f02\u6784\u56fe\u3002\u56fe\u4e2d\u8282\u70b9\u4ee3\u8868\u4e0d\u540c\u7c7b\u578b\u7684\u5b9e\u4f53\uff0c\u8fb9\u4ee3\u8868\u5b83\u4eec\u4e4b\u95f4\u7684\u4ea4\u4e92\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u5ba2\u6237\u7aef\u8282\u70b9\u901a\u8fc7\u201c\u67e5\u8be2\u201d\u8fb9\u8fde\u63a5\u4e00\u4e2a\u57df\u540d\u8282\u70b9\uff0c\u8be5\u57df\u540d\u8282\u70b9\u518d\u901a\u8fc7\u201c\u89e3\u6790\u81f3\u201d\u8fb9\u8fde\u63a5\u4e00\u4e2aIP\u8282\u70b9\u3002\u968f\u540e\uff0c\u91c7\u7528\u5f02\u6784\u56fe\u795e\u7ecf\u7f51\u7edc\uff08\u5982RGCN\u3001HAN\uff09\u5bf9\u56fe\u7ed3\u6784\u8fdb\u884c\u5b66\u4e60\u3002HGNN\u80fd\u591f\u805a\u5408\u90bb\u5c45\u8282\u70b9\u7684\u4fe1\u606f\uff0c\u5e76\u533a\u5206\u4e0d\u540c\u7c7b\u578b\u8fb9\u7684\u91cd\u8981\u6027\uff0c\u4ece\u800c\u5b66\u4e60\u5230\u6bcf\u4e2a\u8282\u70b9\u5728\u5168\u5c40\u7f51\u7edc\u4e0a\u4e0b\u6587\u4e2d\u7684\u7cbe\u70bc\u8868\u793a\u3002\u8be5\u65b9\u6cd5\u5c06\u5a01\u80c1\u68c0\u6d4b\u4ece\u201c\u5355\u5b9e\u4f53\u5206\u6790\u201d\u63d0\u5347\u5230\u4e86\u201c\u591a\u5b9e\u4f53\u5173\u7cfb\u5206\u6790\u201d\u7684\u9ad8\u5ea6\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u770b\u4f3c\u65e0\u5bb3\u7684\u57df\u540d\uff0c\u5982\u679c\u5b83\u88ab\u5927\u91cf\u5206\u6563\u7684\u5ba2\u6237\u7aef\u67e5\u8be2\uff0c\u5e76\u89e3\u6790\u5230\u5df2\u77e5\u7684\u6076\u610fIP\uff0c\u5176\u5728\u56fe\u4e2d\u7684\u5d4c\u5165\u5411\u91cf\u5c31\u4f1a\u663e\u8457\u5f02\u5e38\u3002\u8fd9\u4e0e\u5f53\u524d\u56fe\u5b66\u4e60\u9886\u57df\u5173\u6ce8\u52a8\u6001\u56fe\u3001\u53ef\u89e3\u91ca\u56fe\u795e\u7ecf\u7f51\u7edc\uff08XGNN\uff09\u7684\u70ed\u70b9\u7d27\u5bc6\u76f8\u5173\uff0c\u4e3a\u540e\u7eed\u7684\u653b\u51fb\u6eaf\u6e90\u548c\u56e2\u4f19\u6316\u6398\u5960\u5b9a\u4e86\u57fa\u7840\u3002<br><\/li>\n\n\n\n<li><strong>\u591a\u4efb\u52a1\u5b66\u4e60\uff08MTL\uff09\u6846\u67b6\u7684\u201c\u534f\u540c\u589e\u6548\u201d\uff1a\u4ece\u4e13\u7528\u6a21\u578b\u5230\u7edf\u4e00\u5e73\u53f0\u7684\u6f14\u8fdb<\/strong><br>DNS\u5a01\u80c1\u79cd\u7c7b\u7e41\u591a\uff0c\u4f20\u7edf\u505a\u6cd5\u662f\u4e3a\u6bcf\u79cd\u5a01\u80c1\u8bad\u7ec3\u4e00\u4e2a\u72ec\u7acb\u7684\u68c0\u6d4b\u6a21\u578b\uff0c\u5bfc\u81f4\u8d44\u6e90\u5197\u4f59\u4e14\u6a21\u578b\u95f4\u65e0\u6cd5\u5171\u4eab\u77e5\u8bc6\u3002<br>\u8be5\u7814\u7a76\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u591a\u4efb\u52a1\u5b66\u4e60\u6846\u67b6\uff0c\u5c06DGA\u68c0\u6d4b\u3001DNS\u96a7\u9053\u68c0\u6d4b\u3001\u6076\u610fIP\u8bc6\u522b\u7b49\u591a\u4e2a\u4efb\u52a1\u96c6\u6210\u5728\u540c\u4e00\u4e2a\u6a21\u578b\u4e2d\u3002\u6a21\u578b\u7684\u5e95\u5c42\u662f\u5171\u4eab\u7684\u56fe\u5d4c\u5165\u5c42\uff0c\u8d1f\u8d23\u5b66\u4e60\u901a\u7528\u7684\u3001\u9c81\u68d2\u7684DNS\u5b9e\u4f53\u8868\u793a\uff1b\u4e0a\u5c42\u5219\u662f\u9488\u5bf9\u4e0d\u540c\u4efb\u52a1\u7684\u7279\u5b9a\u8f93\u51fa\u5c42\u3002\u901a\u8fc7\u591a\u4efb\u52a1\u5b66\u4e60\uff0c\u6a21\u578b\u5728\u5171\u4eab\u8868\u793a\u5c42\u5b66\u4e60\u5230\u7684\u7279\u5f81\u66f4\u5177\u6cdb\u5316\u6027\uff0c\u80fd\u591f\u540c\u65f6\u63d0\u5347\u6240\u6709\u4efb\u52a1\u7684\u6027\u80fd\uff08\u4e00\u79cd\u9690\u5f0f\u7684\u6570\u636e\u589e\u5f3a\u548c\u6b63\u5219\u5316\uff09\u3002\u8fd9\u5951\u5408\u4e86\u5f53\u524dAI\u9886\u57df\u5bf9\u6a21\u578b\u6548\u7387\u3001\u901a\u7528\u6027\u7684\u8ffd\u6c42\uff0c\u662f\u6784\u5efa\u201c\u4e00\u7ad9\u5f0f\u201d\u667a\u80fd\u5b89\u5168\u5206\u6790\u5e73\u53f0\u7684\u5173\u952e\u6280\u672f\u8def\u5f84\u3002\u5b83\u51cf\u5c11\u4e86\u6a21\u578b\u90e8\u7f72\u548c\u7ef4\u62a4\u7684\u590d\u6742\u5ea6\uff0c\u66f4\u7b26\u5408\u771f\u5b9e\u5de5\u4e1a\u573a\u666f\u7684\u9700\u6c42\u3002<br><br>\u8be5\u7814\u7a76\u4e0d\u4ec5\u6280\u672f\u5148\u8fdb\uff0c\u5176\u7814\u7a76\u65b9\u5411\u4e0e\u5f53\u524d\u5168\u7403\u5b66\u672f\u70ed\u70b9\u548c\u56fd\u5bb6\u6218\u7565\u5e03\u5c40\u9ad8\u5ea6\u5951\u5408\u3002\u8be5\u7814\u7a76\u662f\u201c\u4eba\u5de5\u667a\u80fd+\u7f51\u7edc\u5b89\u5168\u201d\u7684\u5178\u578b\u8303\u4f8b\u3002\u5b83\u5229\u7528\u524d\u6cbfAI\u6280\u672f\uff08LLM\u3001GNN\uff09\u89e3\u51b3\u4e86\u4f20\u7edf\u4ea7\u4e1a\uff08\u7f51\u7edc\u5b89\u5168\uff09\u7684\u75db\u7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Heterogeneous Graph Embedding Model for Multi-Task DNS Security\u300b\u878d\u5408\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5f02\u6784\u56fe\u5d4c\u5165\uff08Heterogeneous\u00a0Graph Embedding\uff09DNS\u5b89\u5168\u591a\u4efb\u52a1\u68c0\u6d4b \u57df\u540d\u7cfb\u7edf\uff08DNS\uff09\u4f5c\u4e3a\u4e92\u8054\u7f51\u7684\u201c\u4e2d\u67a2\u795e\u7ecf\u7cfb\u7edf\u201d\uff0c\u5176\u5b89\u5168\u6027\u662f\u6574\u4e2a\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u7684\u57fa\u77f3\u3002\u7136\u800c\uff0c\u4eceDGA\uff08\u57df\u540d\u751f\u6210\u7b97\u6cd5\uff09\u6076\u610f\u8f6f\u4ef6\u3001DNS\u96a7\u9053\u5230Fast-Flux\u7f51\u7edc\uff0c\u9488\u5bf9DNS\u7684\u653b\u51fb\u624b\u6bb5\u65e5\u76ca\u590d\u6742\u5316\u3001\u9690\u853d\u5316\u548c\u667a\u80fd\u5316\uff0c\u7ed9\u4f20\u7edf\u57fa &hellip; <a href=\"https:\/\/www.ndnlab.com\/?p=514\">\u7ee7\u7eed\u9605\u8bfb <span class=\"meta-nav\">&rarr;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":522,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[18,17,5],"tags":[],"class_list":["post-514","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-web3-0","category-17","category-rengongzhineng"],"_links":{"self":[{"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/posts\/514","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=514"}],"version-history":[{"count":2,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/posts\/514\/revisions"}],"predecessor-version":[{"id":523,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/posts\/514\/revisions\/523"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=\/wp\/v2\/media\/522"}],"wp:attachment":[{"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=514"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=514"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ndnlab.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=514"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}