{"id":2774,"date":"2025-04-09T14:54:28","date_gmt":"2025-04-09T06:54:28","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=2774"},"modified":"2025-04-09T14:54:28","modified_gmt":"2025-04-09T06:54:28","slug":"202504-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-clusterformer-neural-clustering-attention-for-efficient-and-effective-transformer","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202504-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-clusterformer-neural-clustering-attention-for-efficient-and-effective-transformer\/","title":{"rendered":"202504 \u8bba\u6587\u7814\u8bfb-ClusterFormer: Neural Clustering Attention for Efficient and Effective Transformer"},"content":{"rendered":"\n<p>\u6765\u6e90:\u8ba1\u7b97\u8bed\u8a00\u5b66\u534f\u4f1a\u7b2c60\u5c4a\u5e74\u4f1a\u8bba\u6587\u96c6, 2022<\/p>\n\n\n\n<p>\u4f5c\u8005: Ningning Wang, Guobing Gan, Peng Zhang, Shuai Zhang, Junqiu Wei, Qun Liu, Xin Jiang<\/p>\n\n\n\n<p>\u5355\u4f4d:\u5929\u6d25\u5927\u5b66\u667a\u80fd\u4e0e\u8ba1\u7b97\u5b66\u9662<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u8bba\u6587\u4e3b\u8981\u5de5\u4f5c\u53ca\u8d21\u732e<\/h2>\n\n\n\n<p>       \u4e3a\u4e86\u89e3\u51b3\u8bb8\u591aTransformer\u6709\u6548\u6027\u4e0b\u964d\u7684\u95ee\u9898\uff0c\u5c24\u5176\u662f\u57fa\u4e8e\u6a21\u5f0f\u7684\u7a00\u758f\u65b9\u6cd5\uff0c\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u4e86\u795e\u7ecf\u805a\u7c7b\u65b9\u6cd5\u6765\u5b66\u4e60\u6ce8\u610f\u529b\u7684\u7a00\u758f\u6a21\u5f0f\u3002 \u5b83\u53ef\u4ee5\u65e0\u7f1d\u96c6\u6210\u5230\u795e\u7ecf\u7f51\u7edc\u4e2d\u4ee5\u8fdb\u884c\u8054\u5408\u57f9\u8bad\u548c\u4f18\u5316\u3002\u5728\u8bba\u6587\u4e2d\uff0c\u7fa4\u96c6\u4e2d\u5fc3\uff08Centroid\uff09\u901a\u8fc7\u6240\u6709\u5355\u8bcd\u9690\u85cf\u72b6\u6001\u7684\u52a0\u6743\u603b\u548c\u8fdb\u884c\u66f4\u65b0\u3002 \u540c\u65f6\uff0c\u7fa4\u96c6\u6210\u5458\u6839\u636e\u8d28\u5fc3\u548c\u5355\u8bcd\u9690\u85cf\u72b6\u6001\u7684\u4e0b\u5c5e\u77e9\u9635\u8fdb\u884c\u5212\u5206\u3002\u805a\u7c7b\u635f\u5931\u7684\u4f18\u5316\u53ef\u4ee5\u6307\u5bfc\u5355\u8bcd\u9690\u85cf\u72b6\u6001\u7684\u8868\u793a\uff0c\u540c\u65f6\u5b66\u4e60\u96c6\u7fa4\u8d28\u5fc3\u3002 \u795e\u7ecf\u805a\u7c7b\u65b9\u6cd5\u548c\u6ce8\u610f\u529b\u8bad\u7ec3\u7684\u6574\u5408\u4f7f\u6587\u4e2d\u7684\u795e\u7ecf\u805a\u7c7b\u6ce8\u610f\u529b\u6bd4\u4ee5\u524d\u7684\u57fa\u4e8e\u805a\u7c7b\u7684\u7a00\u758f\u6ce8\u610f\u673a\u5236\u66f4\u597d\u3002<br>       \u4e3b\u8981\u8d21\u732e\uff1a<br>       1.\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u901a\u8fc7\u7684\u7aef\u5230\u7aef\u6a21\u7cca\u805a\u7c7b\u65b9\u6cd5\uff0c\u540d\u4e3a\u795e\u7ecf\u805a\u7c7b\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u53ef\u4ee5\u52a8\u6001\u5730\u5b66\u4e60\u6bcf\u4e2a\u5355\u8bcd\u7684\u6743\u91cd\uff0c\u7136\u540e\u901a\u8fc7\u52a0\u6743\u6240\u6709\u8f93\u5165\u5355\u8bcd\u4ee5\u53ca\u5bf9\u7279\u5b9a\u4efb\u52a1\u7684\u57f9\u8bad\u6765\u66f4\u65b0\u8d28\u5fc3\u3002<br>       2. \u6839\u636e\u63d0\u51fa\u7684\u805a\u7c7b\u65b9\u6cd5\u8bbe\u8ba1\u795e\u7ecf\u805a\u7c7b\u6ce8\u610f\u673a\u5236\uff0c\u4ee5\u91cd\u6784\u81ea\u6ce8\u610f\u529b\u673a\u5236\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u4e0e\u5178\u578b\u7684\u7a00\u758f\u6ce8\u610f\u6a21\u578b\u76f8\u6bd4\uff0c\u8fd9\u7bc7\u8bba\u6587\u7684\u65b9\u6cd5\u5177\u6709\u7a81\u51fa\u7684\u6548\u7387\u548c\u66f4\u597d\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u6a21\u578b\u6846\u67b6<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"414\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72471-1024x414.png\" alt=\"\" class=\"wp-image-2775\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72471-1024x414.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72471-300x121.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72471-768x310.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72471.png 1228w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">2.1. Neural Clustering Method<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"528\" height=\"310\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72472.png\" alt=\"\" class=\"wp-image-2776\" style=\"width:620px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72472.png 528w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72472-300x176.png 300w\" sizes=\"auto, (max-width: 528px) 100vw, 528px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"532\" height=\"199\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72473.png\" alt=\"\" class=\"wp-image-2777\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72473.png 532w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72473-300x112.png 300w\" sizes=\"auto, (max-width: 532px) 100vw, 532px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"528\" height=\"196\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72474.png\" alt=\"\" class=\"wp-image-2778\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72474.png 528w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72474-300x111.png 300w\" sizes=\"auto, (max-width: 528px) 100vw, 528px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"516\" height=\"126\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72475.png\" alt=\"\" class=\"wp-image-2779\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72475.png 516w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72475-300x73.png 300w\" sizes=\"auto, (max-width: 516px) 100vw, 516px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">2.2. Neural Clustering Attention Mechanism<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"525\" height=\"361\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72476.png\" alt=\"\" class=\"wp-image-2780\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72476.png 525w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72476-300x206.png 300w\" sizes=\"auto, (max-width: 525px) 100vw, 525px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"511\" height=\"144\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72477.png\" alt=\"\" class=\"wp-image-2781\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72477.png 511w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72477-300x85.png 300w\" sizes=\"auto, (max-width: 511px) 100vw, 511px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"513\" height=\"99\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72478.png\" alt=\"\" class=\"wp-image-2782\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72478.png 513w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72478-300x58.png 300w\" sizes=\"auto, (max-width: 513px) 100vw, 513px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"517\" height=\"127\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72479.png\" alt=\"\" class=\"wp-image-2784\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72479.png 517w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u72479-300x74.png 300w\" sizes=\"auto, (max-width: 517px) 100vw, 517px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"522\" height=\"317\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724710.png\" alt=\"\" class=\"wp-image-2785\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724710.png 522w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724710-300x182.png 300w\" sizes=\"auto, (max-width: 522px) 100vw, 522px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">2.3. Analysis of Complexity<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"526\" height=\"414\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724711.png\" alt=\"\" class=\"wp-image-2786\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724711.png 526w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724711-300x236.png 300w\" sizes=\"auto, (max-width: 526px) 100vw, 526px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"592\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724712-1024x592.png\" alt=\"\" class=\"wp-image-2787\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724712-1024x592.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724712-300x174.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724712-768x444.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724712.png 1072w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"530\" height=\"306\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724713.png\" alt=\"\" class=\"wp-image-2788\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724713.png 530w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724713-300x173.png 300w\" sizes=\"auto, (max-width: 530px) 100vw, 530px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"292\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724714-1024x292.png\" alt=\"\" class=\"wp-image-2789\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724714-1024x292.png 1024w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724714-300x86.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724714-768x219.png 768w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724714.png 1094w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"523\" height=\"324\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724715.png\" alt=\"\" class=\"wp-image-2790\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724715.png 523w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724715-300x186.png 300w\" sizes=\"auto, (max-width: 523px) 100vw, 523px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"931\" height=\"324\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724716.png\" alt=\"\" class=\"wp-image-2791\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724716.png 931w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724716-300x104.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724716-768x267.png 768w\" sizes=\"auto, (max-width: 931px) 100vw, 931px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"553\" height=\"347\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2025\/04\/\u56fe\u724717.png\" alt=\"\" class=\"wp-image-2792\" 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