{"id":4930,"date":"2026-05-18T15:00:11","date_gmt":"2026-05-18T07:00:11","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/05\/18\/%e4%bf%a1%e9%80%9a%e9%99%a2%e6%b8%85%e5%8d%8e%e6%8f%90%e5%87%bafedre%ef%bc%9a%e7%94%a8%e3%80%8c%e7%ba%a0%e7%bc%a0%e3%80%8d%e6%90%9e%e5%ae%9a%e8%81%94%e9%82%a6%e5%ad%a6%e4%b9%a0%e4%b8%89%e9%9a%be\/"},"modified":"2026-05-18T15:00:11","modified_gmt":"2026-05-18T07:00:11","slug":"%e4%bf%a1%e9%80%9a%e9%99%a2%e6%b8%85%e5%8d%8e%e6%8f%90%e5%87%bafedre%ef%bc%9a%e7%94%a8%e3%80%8c%e7%ba%a0%e7%bc%a0%e3%80%8d%e6%90%9e%e5%ae%9a%e8%81%94%e9%82%a6%e5%ad%a6%e4%b9%a0%e4%b8%89%e9%9a%be","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/05\/18\/%e4%bf%a1%e9%80%9a%e9%99%a2%e6%b8%85%e5%8d%8e%e6%8f%90%e5%87%bafedre%ef%bc%9a%e7%94%a8%e3%80%8c%e7%ba%a0%e7%bc%a0%e3%80%8d%e6%90%9e%e5%ae%9a%e8%81%94%e9%82%a6%e5%ad%a6%e4%b9%a0%e4%b8%89%e9%9a%be\/","title":{"rendered":"\u4fe1\u901a\u9662&\u6e05\u534e\u63d0\u51faFedRE\uff1a\u7528\u300c\u7ea0\u7f20\u300d\u641e\u5b9a\u8054\u90a6\u5b66\u4e60\u4e09\u96be\u56f0\u5883 | CVPR 26"},"content":{"rendered":"
\"\u4fe1\u901a\u9662&\u6e05\u534e\u63d0\u51faFedRE\uff1a\u7528\u300c\u7ea0\u7f20\u300d\u641e\u5b9a\u8054\u90a6\u5b66\u4e60\u4e09\u96be\u56f0\u5883<\/div><\/figure>\n
\"\u4fe1\u901a\u9662&\u6e05\u534e\u63d0\u51faFedRE\uff1a\u7528\u300c\u7ea0\u7f20\u300d\u641e\u5b9a\u8054\u90a6\u5b66\u4e60\u4e09\u96be\u56f0\u5883<\/div><\/figure>\n
\"\u4fe1\u901a\u9662&\u6e05\u534e\u63d0\u51faFedRE\uff1a\u7528\u300c\u7ea0\u7f20\u300d\u641e\u5b9a\u8054\u90a6\u5b66\u4e60\u4e09\u96be\u56f0\u5883<\/div><\/figure>\n
\"\u4fe1\u901a\u9662&\u6e05\u534e\u63d0\u51faFedRE\uff1a\u7528\u300c\u7ea0\u7f20\u300d\u641e\u5b9a\u8054\u90a6\u5b66\u4e60\u4e09\u96be\u56f0\u5883<\/div><\/figure>\n

\u9690\u79c1\u548c\u6027\u80fd\u6211\u5168\u90fd\u8981<\/p>\n

\u5728\u8054\u90a6\u5b66\u4e60\u4e2d\uff0c\u5982\u4f55\u540c\u65f6\u517c\u987e\u6a21\u578b\u6027\u80fd\u3001\u6570\u636e\u9690\u79c1\u548c\u901a\u4fe1\u5f00\u9500\uff0c\u662f\u4e00\u4e2a\u4e9f\u9700\u89e3\u51b3\u7684\u6311\u6218\u3002<\/p>\n

\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u5404\u5ba2\u6237\u7aef\u5f80\u5f80\u91c7\u7528\u4e0d\u540c\u7684\u6a21\u578b\u67b6\u6784\uff0c\u4f8b\u5982\u90e8\u5206\u5ba2\u6237\u7aef\u4f7f\u7528\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0c\u800c\u5176\u4ed6\u5ba2\u6237\u7aef\u5219\u91c7\u7528Transformer\uff0c\u5f62\u6210\u5178\u578b\u7684\u6a21\u578b\u5f02\u6784\u573a\u666f\uff0c\u8fd9\u8fdb\u4e00\u6b65\u589e\u52a0\u4e86\u8054\u90a6\u5b66\u4e60\u7684\u4f18\u5316\u96be\u5ea6\u3002<\/p>\n

\u4e3a\u89e3\u51b3\u4e0a\u8ff0\u96be\u9898\uff0c\u6765\u81ea\u4e2d\u56fd\u4fe1\u901a\u9662\u6cf0\u5c14\u82f1\u798f\u516c\u53f8\u3001\u6e05\u534e\u5927\u5b66\u7b49\u9ad8\u6821\u7684\u8054\u5408\u7814\u7a76\u56e2\u961f\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u8868\u5f81\u7ea0\u7f20\u7684\u8054\u90a6\u5b66\u4e60\u6846\u67b6\uff08Federated Representation Entanglement\uff0cFedRE\uff09\u3002<\/p>\n

\u8be5\u6846\u67b6\u5728\u4fdd\u8bc1\u6a21\u578b\u6027\u80fd\u7684\u524d\u63d0\u4e0b\uff0c\u6709\u6548\u4fdd\u62a4\u6570\u636e\u9690\u79c1\u5e76\u964d\u4f4e\u901a\u4fe1\u5f00\u9500\uff0c\u540c\u65f6\u53ef\u9002\u914d\u6a21\u578b\u5f02\u6784\u4e0e\u6a21\u578b\u540c\u6784\u4e24\u7c7b\u8054\u90a6\u5b66\u4e60\u573a\u666f\u3002<\/p>\n

\u8bba\u6587\u6807\u9898\uff1aFedRE: A Representation Entanglement Framework for Model-Heterogeneous Federated Learning\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2511.22265\u4ee3\u7801\u4ed3\u5e93\uff1ahttps:\/\/github.com\/AIResearch-Group\/FedRE<\/p>\n

\u5728\u6a21\u578b\u5f02\u6784\u573a\u666f\u4e0b\uff0c\u591a\u4e2a\u5ba2\u6237\u7aef\u91c7\u7528\u4e0d\u540c\u67b6\u6784\u7684\u8868\u5f81\u63d0\u53d6\u5668\uff08\u5982ResNet\uff0cViT\uff09\uff0c\u4f46\u5206\u7c7b\u5668\u67b6\u6784\u4fdd\u6301\u4e00\u81f4\uff08\u5373\u4efb\u52a1\u4e00\u81f4\uff09\uff0c\u56e0\u6b64\u65e0\u6cd5\u50cfFedAvg\u90a3\u6837\u76f4\u63a5\u8fdb\u884c\u6a21\u578b\u53c2\u6570\u7684\u805a\u5408\u3002<\/p>\n

\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u4e00\u4e2a\u53ef\u884c\u601d\u8def\u662f\u5229\u7528\u5ba2\u6237\u7aef\u8868\u5f81\u5728\u670d\u52a1\u5668\u7aef\u8bad\u7ec3\u5168\u5c40\u5206\u7c7b\u5668\uff0c\u540c\u65f6\u517c\u987e\u9690\u79c1\u4fdd\u62a4\u4e0e\u901a\u4fe1\u6548\u7387\u3002<\/p>\n

\u4e00\u79cd\u6734\u7d20\u7684\u65b9\u6cd5\u662fFedAllRep\uff0c\u8be5\u65b9\u6cd5\u5c06\u6bcf\u4e2a\u5ba2\u6237\u7aef\u7684\u6240\u6709\u6837\u672c\u8868\u5f81\u4e0a\u4f20\u81f3\u670d\u52a1\u5668\u7528\u4e8e\u8bad\u7ec3\u5168\u5c40\u5206\u7c7b\u5668\u3002<\/p>\n

\u7531\u4e8e\u80fd\u591f\u5145\u5206\u5229\u7528\u6240\u6709\u6837\u672c\u7684\u8868\u5f81\uff0c\u8be5\u65b9\u6cd5\u901a\u5e38\u80fd\u591f\u83b7\u5f97\u8f83\u597d\u7684\u6a21\u578b\u6027\u80fd\uff08\u5982Figure 2\u5de6\u56fe\u6240\u793a\uff09\uff0c\u4f46\u5176\u901a\u4fe1\u5f00\u9500\u8f83\u5927\uff0c\u5e76\u4e14\u5bb9\u6613\u53d7\u5230\u8868\u5f81\u9006\u5411\u653b\u51fb\u8fdb\u800c\u6cc4\u6f0f\u9690\u79c1\u3002<\/p>\n

\u4e3a\u7f13\u89e3\u6b64\u95ee\u9898\uff0cFedGH\u91c7\u7528\u7c7b\u522b\u539f\u578b\u4f5c\u4e3a\u5ba2\u6237\u7aef\u77e5\u8bc6\u4e0a\u4f20\u81f3\u670d\u52a1\u5668\u8bad\u7ec3\u5168\u5c40\u5206\u7c7b\u5668\u3002<\/p>\n

\u8be5\u65b9\u6cd5\u80fd\u591f\u6709\u6548\u964d\u4f4e\u901a\u4fe1\u6210\u672c\u5e76\u589e\u5f3a\u9690\u79c1\u4fdd\u62a4\u80fd\u529b\u3002\u4f46\u7531\u4e8e\u7c7b\u539f\u578b\u4e3b\u8981\u523b\u753b\u7c7b\u522b\u4e2d\u5fc3\u4fe1\u606f\uff0c\u53ef\u80fd\u5bfc\u81f4\u5168\u5c40\u5206\u7c7b\u5668\u8fc7\u5ea6\u5173\u6ce8\u7c7b\u522b\u539f\u578b\uff0c\u8fdb\u800c\u5f62\u6210\u8f83\u4e3a\u5c16\u9510\u7684\u51b3\u7b56\u8fb9\u754c\uff08\u5982Figure 2\u4e2d\u95f4\u6240\u793a\uff09\uff0c\u6700\u7ec8\u5f71\u54cd\u6a21\u578b\u6027\u80fd\u3002<\/p>\n

\u4e0a\u8ff0\u65b9\u6cd5\u7684\u5c40\u9650\u6027\u542f\u53d1\u4e86FedRE\u7684\u8bbe\u8ba1\uff0c\u5176\u5f15\u5165\u7ea0\u7f20\u8868\u5f81\u4f5c\u4e3a\u4e00\u79cd\u65b0\u7684\u5ba2\u6237\u7aef\u77e5\u8bc6\u8868\u793a\u65b9\u5f0f\u3002<\/p>\n

\u5177\u4f53\u800c\u8a00\uff0c\u5728\u6bcf\u4e2a\u5ba2\u6237\u7aef\uff0cFedRE\u901a\u8fc7\u968f\u673a\u52a0\u6743\u7684\u65b9\u5f0f\uff0c\u5c06\u6765\u81ea\u4e0d\u540c\u7c7b\u522b\u7684\u672c\u5730\u8868\u5f81\u878d\u5408\u4e3a\u4e00\u4e2a\u7ea0\u7f20\u8868\u5f81\uff0c\u5e76\u751f\u6210\u5bf9\u5e94\u7684\u7ea0\u7f20\u6807\u7b7e\u7f16\u7801\u3002<\/p>\n

\u968f\u540e\uff0c\u6bcf\u4e2a\u5ba2\u6237\u7aef\u4ec5\u9700\u4e0a\u4f20\u4e00\u4e2a\u7ea0\u7f20\u8868\u5f81\u53ca\u5176\u7ea0\u7f20\u6807\u7b7e\u7f16\u7801\u81f3\u670d\u52a1\u5668\uff0c\u7528\u4e8e\u8bad\u7ec3\u5168\u5c40\u5206\u7c7b\u5668\u3002<\/p>\n

\u7531\u4e8e\u7ea0\u7f20\u6807\u7b7e\u5305\u542b\u8de8\u7c7b\u522b\u7684\u76d1\u7763\u4fe1\u53f7\uff0c\u4e14\u5728\u6bcf\u4e00\u8f6e\u901a\u4fe1\u4e2d\u90fd\u4f1a\u91cd\u65b0\u91c7\u6837\u6743\u91cd\u4ee5\u589e\u52a0\u591a\u6837\u6027\uff0c\u5168\u5c40\u5206\u7c7b\u5668\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u80fd\u591f\u540c\u65f6\u8003\u8651\u591a\u4e2a\u7c7b\u522b\uff0c\u4ece\u800c\u907f\u514d\u5bf9\u5355\u4e00\u7c7b\u522b\u8fc7\u5ea6\u81ea\u4fe1\uff0c\u5b66\u4e60\u5230\u66f4\u52a0\u5e73\u6ed1\u7684\u51b3\u7b56\u8fb9\u754c\uff08\u5982Figure 2\u53f3\u56fe\u6240\u793a\uff09\u3002<\/p>\n

\u6b64\u5916\uff0c\u4e00\u4e2a\u7ea0\u7f20\u8868\u5f81\u878d\u5408\u4e86\u5ba2\u6237\u7aef\u7684\u6240\u6709\u672c\u5730\u8868\u5f81\uff0c\u589e\u52a0\u4e86\u8868\u5f81\u9006\u5411\u653b\u51fb\u7684\u96be\u5ea6\uff1b\u540c\u65f6\uff0c\u6bcf\u4e2a\u5ba2\u6237\u7aef\u4ec5\u4e0a\u4f20\u4e00\u4e2a\u7ea0\u7f20\u8868\u5f81\uff0c\u4e5f\u8fdb\u4e00\u6b65\u964d\u4f4e\u4e86\u901a\u4fe1\u5f00\u9500\u3002<\/p>\n

\u5982\u56fe\u6240\u793a\uff0cFedRE\u6846\u67b6\u4e3b\u8981\u5305\u542b\u4e09\u4e2a\u6b65\u9aa4\uff1a<\/p>\n

\u7b2c\u4e00\uff0c\u5404\u5ba2\u6237\u7aef\u5229\u7528\u672c\u5730\u6570\u636e\u5b8c\u6210\u5c40\u90e8\u6a21\u578b\u8bad\u7ec3\u66f4\u65b0\u3002<\/p>\n

\u7b2c\u4e8c\uff0c\u5404\u5ba2\u6237\u7aef\u5bf9\u672c\u5730\u6240\u6709\u8868\u5f81\u8fdb\u884c\u805a\u5408\uff08\u5177\u4f53\u65b9\u6cd5\u8bf7\u53c2\u8003\u539f\u6587\uff0c\u53ef\u91c7\u7528\u591a\u79cd\u7b56\u7565\uff09\uff0c\u751f\u6210\u7edf\u4e00\u7684\u7ea0\u7f20\u8868\u5f81\uff0c\u540c\u65f6\u805a\u5408\u5bf9\u5e94\u7684\u6807\u7b7e\u7f16\u7801\u5f62\u6210\u7edf\u4e00\u7684\u7ea0\u7f20\u6807\u7b7e\u7f16\u7801\uff0c\u5e76\u4e0a\u4f20\u81f3\u670d\u52a1\u5668\u3002<\/p>\n

\u6700\u540e\uff0c\u670d\u52a1\u5668\u5229\u7528\u6536\u5230\u7684\u7ea0\u7f20\u8868\u5f81\u8bad\u7ec3\u5168\u5c40\u5206\u7c7b\u5668\uff0c\u5e76\u5c06\u66f4\u65b0\u540e\u7684\u5168\u5c40\u6a21\u578b\u4e0b\u53d1\u7ed9\u5404\u5ba2\u6237\u7aef\uff0c\u7528\u4e8e\u66ff\u6362\u5c40\u90e8\u6a21\u578b\u7684\u5206\u7c7b\u5668\uff0c\u8fdb\u5165\u4e0b\u4e00\u8f6e\u8fed\u4ee3\u3002<\/p>\n

Table 1\u5c55\u793a\u4e86\u6a21\u578b\u5f02\u6784\u8bbe\u7f6e\u4e0b\u7684\u5b9e\u9a8c\u7ed3\u679c\uff08\u6a21\u578b\u540c\u6784\u7ed3\u679c\u8bf7\u53c2\u89c1\u539f\u6587\u9644\u5f55\uff09\u3002<\/p>\n

\u6574\u4f53\u6765\u770b\uff0cFedRE\u53d6\u5f97\u4e86\u8f83\u4e3a\u4f18\u5f02\u7684\u6027\u80fd\u8868\u73b0\uff0c\u5e76\u4f18\u4e8eFedGH\u3002<\/p>\n

\u8fd9\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u8868\u660e\uff0c\u76f8\u8f83\u4e8e\u57fa\u4e8e\u7c7b\u522b\u539f\u578b\u7684\u65b9\u6cd5\uff0c\u91c7\u7528\u7ea0\u7f20\u8868\u5f81\u8bad\u7ec3\u5168\u5c40\u5206\u7c7b\u5668\u53ef\u80fd\u66f4\u52a0\u6709\u6548\u3002<\/p>\n

\u4e3a\u8bc4\u4f30\u9690\u79c1\u4fdd\u62a4\u80fd\u529b\uff0c\u5206\u522b\u5bf9\u539f\u59cb\u8868\u5f81\u3001\u7c7b\u522b\u539f\u578b\u4e0e\u7ea0\u7f20\u8868\u5f81\u8fdb\u884c\u8868\u5f81\u9006\u5411\u653b\u51fb\u91cd\u5efa\u539f\u59cb\u6837\u672c\u3002<\/p>\n

Figure 4\u5c55\u793aTinyImageNet\u7ed3\u679c\uff1a\u539f\u59cb\u8868\u5f81\u53ef\u8f83\u6e05\u6670\u6062\u590d\u8f6e\u5ed3\uff0c\u5b58\u5728\u8f83\u9ad8\u653b\u51fb\u98ce\u9669\uff1b\u7c7b\u522b\u539f\u578b\u53ef\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6062\u590d\u7c7b\u522b\u4fe1\u606f\uff08\u5982\u9c7c\u7c7b\u8f6e\u5ed3\uff09\u3002<\/p>\n

\u800c\u7ea0\u7f20\u8868\u5f81\u91cd\u5efa\u7ed3\u679c\u51e0\u4e4e\u4e0d\u53ef\u8fa8\u8bc6\uff0c\u8868\u660e\u5176\u901a\u8fc7\u591a\u7c7b\u522b\u4fe1\u606f\u878d\u5408\u663e\u8457\u964d\u4f4e\u4e86\u6837\u672c\u53ef\u6062\u590d\u6027\u3002<\/p>\n

Table 2\u53ef\u4ee5\u770b\u5230\uff0cFedRE\u5728\u4e0a\u4f20\u9636\u6bb5\u7684\u901a\u4fe1\u5f00\u9500\u6700\u4f4e\uff0c\u56e0\u4e3a\u6bcf\u4e2a\u5ba2\u6237\u7aef\u53ea\u9700\u4e0a\u4f20\u4e00\u4e2a\u7ea0\u7f20\u8868\u5f81\u53ca\u5176\u5bf9\u5e94\u7684\u6807\u7b7e\u7f16\u7801\u3002<\/p>\n

\u5728\u5e7f\u64ad\u9636\u6bb5\uff0c\u5176\u901a\u4fe1\u5f00\u9500\u4e0e\u57fa\u4e8e\u5206\u7c7b\u5668\u7684\u65b9\u6cd5\uff08\u5982LG-FedAvg\uff09\u548c\u57fa\u4e8e\u539f\u578b\u7684\u65b9\u6cd5\uff08\u5982FedProto\uff09\u5927\u81f4\u76f8\u5f53\u3002<\/p>\n

\u5728\u6570\u636e\u8981\u7d20\u6d41\u901a\u4e0e\u9690\u79c1\u5408\u89c4\u8981\u6c42\u65e5\u76ca\u4e25\u683c\u7684\u80cc\u666f\u4e0b\uff0c\u5982\u4f55\u517c\u987e\u6570\u636e\u4ef7\u503c\u6316\u6398\u4e0e\u654f\u611f\u4fe1\u606f\u9632\u62a4\uff0c\u5df2\u6210\u4e3a\u884c\u4e1a\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\u3002<\/p>\n

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