{"id":38536,"date":"2025-02-18T06:01:10","date_gmt":"2025-02-17T22:01:10","guid":{"rendered":"https:\/\/17aitech.com\/?p=38536"},"modified":"2025-02-18T06:01:10","modified_gmt":"2025-02-17T22:01:10","slug":"%e9%a6%96%e4%b8%aa%e5%9f%ba%e4%ba%8e%e7%bb%9f%e8%ae%a1%e5%ad%a6%e7%9a%84%e7%ba%bf%e6%80%a7%e6%b3%a8%e6%84%8f%e5%8a%9b%e6%9c%ba%e5%88%b6tost%ef%bc%8c%e9%ab%98%e5%88%86%e6%8b%bf%e4%b8%8biclr-spotlight","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38536","title":{"rendered":"\u9996\u4e2a\u57fa\u4e8e\u7edf\u8ba1\u5b66\u7684\u7ebf\u6027\u6ce8\u610f\u529b\u673a\u5236ToST\uff0c\u9ad8\u5206\u62ff\u4e0bICLR Spotlight"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-17-2\" target=\"_blank\">\u9996\u4e2a\u57fa\u4e8e\u7edf\u8ba1\u5b66\u7684\u7ebf\u6027\u6ce8\u610f\u529b\u673a\u5236ToST\uff0c\u9ad8\u5206\u62ff\u4e0bICLR Spotlight<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6b1396d786872185fb37bc8915b551ec.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6b1396d786872185fb37bc8915b551ec.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p><strong>\u672c\u6587\u7b2c\u4e00\u4f5c\u8005\u4e3a\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u4e09\u5e74\u7ea7\u535a\u58eb\u751f\u5434\u6893\u9633\uff0c\u5bfc\u5e08\u4e3a\u9a6c\u6bc5\u6559\u6388\u3002\u5434\u7684\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u4e3a\u8868\u5f81\u5b66\u4e60\u4e0e\u591a\u6a21\u6001\u5b66\u4e60\u3002\u8be5\u5de5\u4f5c\u7531\u591a\u6240\u5b66\u6821\u4e0e\u673a\u6784\u7684\u7814\u7a76\u8005\u5171\u540c\u5b8c\u6210\uff0c\u5305\u62ec\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u3001\u5bbe\u5915\u6cd5\u5c3c\u4e9a\u5927\u5b66\u3001\u5bc6\u6b47\u6839\u5927\u5b66\u3001\u6e05\u534e\u5927\u5b66\u3001\u5fc6\u751f\u79d1\u6280\u3001\u9999\u6e2f\u5927\u5b66\u3001\u7ea6\u7ff0\u00b7\u970d\u666e\u91d1\u65af\u5927\u5b66\u7b49\u3002\u636e\u6089\uff0c\u9a6c\u6bc5\u6559\u6388\u5df2\u53d7\u9080\u5728\u4eca\u5e74\u56db\u6708\u7684ICLR\u5927\u4f1a\u4e0a\u5c31\u548c\u6b64\u9879\u6210\u679c\u76f8\u5173\u7684\u4e00\u7cfb\u5217\u767d\u76d2\u795e\u7ecf\u7f51\u7edc\u76f8\u5173\u5de5\u4f5c\uff0c\u8fdb\u884c\u4e3a\u65f6\u4e00\u5c0f\u65f6\u7684\u4e3b\u9898\u62a5\u544a\uff08Keynote\uff09\u3002<\/strong><\/p>\n<p>Transformer \u67b6\u6784\u5728\u8fc7\u53bb\u51e0\u5e74\u4e2d\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\u5728\u591a\u4e2a\u9886\u57df\uff08\u5982\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u957f\u5e8f\u5217\u4efb\u52a1\uff09\u4e2d\u53d6\u5f97\u4e86\u975e\u51e1\u7684\u6210\u5c31\u3002\u7136\u800c\uff0c\u5176\u6838\u5fc3\u7ec4\u4ef6\u300c\u81ea\u6ce8\u610f\u529b\u673a\u5236\u300d \u7684\u8ba1\u7b97\u590d\u6742\u5ea6\u968f\u8f93\u5165 token \u6570\u91cf\u5448\u4e8c\u6b21\u65b9\u589e\u957f\uff0c\u5bfc\u81f4\u8d44\u6e90\u6d88\u8017\u5de8\u5927\uff0c\u96be\u4ee5\u6269\u5c55\u5230\u66f4\u957f\u7684\u5e8f\u5217\u6216\u66f4\u5927\u7684\u6a21\u578b\u3002<\/p>\n<p>Token Statistics Transformer (ToST) \u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5b83\u7684\u65f6\u95f4\u590d\u6742\u5ea6\u662f\u7ebf\u6027\u7684\u3002\u901a\u8fc7\u5bf9\u5e8f\u5217\u7279\u5f81\u7684\u7edf\u8ba1\u5efa\u6a21\uff0cToST \u63d0\u9ad8\u4e86\u5e8f\u5217\u5904\u7406\u4efb\u52a1\u4e2d\u7684\u6548\u7387\u3002\u6587\u7ae0\u63a2\u8ba8\u4e86\u57fa\u4e8e\u53d8\u5206\u7f16\u7801\u7387\u7f29\u51cf\uff08Variational Rate Reduction, VRR\uff09\u7684\u6846\u67b6\uff0c\u5e76\u901a\u8fc7\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u5176\u5728\u4e0d\u540c\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\uff0c\u901a\u8fc7\u9769\u65b0\u4f20\u7edf\u6ce8\u610f\u529b\u673a\u5236\uff0c\u89e3\u51b3\u4e86\u8fd9\u4e9b\u957f\u671f\u56f0\u6270 Transformer \u67b6\u6784\u7684\u6548\u7387\u74f6\u9888\u3002<\/p>\n<p>ToST \u4e5f\u4f5c\u4e3a Spotlight \u8bba\u6587\uff0c\u5165\u9009\u4e86 ICLR 2025 \u5927\u4f1a\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-437bd9d9995a50df16b4e1c9585abbbb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-437bd9d9995a50df16b4e1c9585abbbb.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aToken Statistics Transformer: Linear-Time Attention via Variational Rate Reduction<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2412.17810<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/robinwu218.github.io\/ToST\/<\/section>\n<\/li>\n<li>\n<section>\u76ee\u524d\u8be5\u5de5\u4f5c\u5df2\u5f00\u6e90\uff1ahttps:\/\/github.com\/RobinWu218\/ToST<\/section>\n<\/li>\n<\/ul>\n<p><strong>\u7814\u7a76\u80cc\u666f\u4e0e\u52a8\u673a<\/strong><\/p>\n<p>\u4e00\u76f4\u4ee5\u6765\uff0c\u81ea\u6ce8\u610f\u529b\u673a\u5236\u4f9d\u8d56\u4e8e\u5bf9\u8f93\u5165 token \u4e24\u4e24\u76f8\u4f3c\u6027\u7684\u8ba1\u7b97\uff0c\u8fd9\u4e00\u8fc7\u7a0b\u867d\u7136\u6709\u6548\uff0c\u4f46\u5176\u8d44\u6e90\u5f00\u9500\u663e\u8457\uff1b\u5c24\u5176\u5f53\u8f93\u5165 token \u6570\u91cf\u6781\u5927\u65f6\uff0c\u4f20\u7edf\u6ce8\u610f\u529b\u673a\u5236\uff08\u5982 Transformer \u4e2d\u7684\u5168\u5c40\u6ce8\u610f\u529b\uff09\u5728\u8ba1\u7b97\u590d\u6742\u5ea6\u548c\u5185\u5b58\u4f7f\u7528\u4e0a\u7684\u74f6\u9888\u95ee\u9898\u6108\u53d1\u663e\u8457\u3002<\/p>\n<p>\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u7edf\u8ba1\u5b66\u7279\u5f81\u7684\u6ce8\u610f\u529b\u673a\u5236\uff1aToken Statistics Self-Attention (TSSA)\u3002\u5b83\u901a\u8fc7\u907f\u514d\u4e24\u4e24\u76f8\u4f3c\u6027\u7684\u8ba1\u7b97\uff0c\u4ec5\u4f9d\u8d56\u4e8e token \u7279\u5f81\u7684\u7edf\u8ba1\u91cf\uff0c\u663e\u8457\u964d\u4f4e\u4e86\u8ba1\u7b97\u590d\u6742\u5ea6\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-8423d47d620864d80f836de1caacafd3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-8423d47d620864d80f836de1caacafd3.png\"><\/a><\/p>\n<p><em><sup>Token Statistics Transformer (ToST) \u7684\u67b6\u6784\u3002Token Statistics Self-Attention (TSSA) \u8fd0\u7b97\u7b26\u901a\u8fc7\u5bf9\u6295\u5f71\u540e\u7684 token \u8fdb\u884c\u884c\u6807\u91cf\u5316\u53d8\u6362\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u7ebf\u6027\u590d\u6742\u5ea6\u3002<\/sup><\/em><\/p>\n<p><strong>\u6838\u5fc3\u65b9\u6cd5<\/strong><\/p>\n<p>ToST \u7684\u6838\u5fc3\u65b9\u6cd5\u662f\u901a\u8fc7\u7279\u5b9a\u7684\u6982\u7387\u5206\u5e03\u51fd\u6570\u5bf9\u8f93\u5165\u5e8f\u5217\u8fdb\u884c\u5efa\u6a21\uff0c\u51cf\u5c11\u5197\u4f59\u4fe1\u606f\u5e76\u63d0\u53d6\u5173\u952e\u7279\u5f81\u3002\u5177\u4f53\u5305\u62ec\uff1a<\/p>\n<p>1. <strong>\u7edf\u8ba1\u7279\u5f81\u63d0\u53d6<\/strong>\uff1a\u5bf9\u5e8f\u5217\u4e2d\u7684\u6bcf\u4e2a token \u63d0\u53d6\u5176\u7edf\u8ba1\u7279\u5f81\u3002<\/p>\n<p>2.\u00a0<strong>\u53d8\u5206\u7f16\u7801\u7387\u7f29\u51cf<\/strong>\uff1a\u5229\u7528 VRR \u6846\u67b6\u5bf9\u7279\u5f81\u8fdb\u884c\u538b\u7f29\uff0c\u51cf\u5c11\u4fe1\u606f\u5197\u4f59\u3002<\/p>\n<p>3. <strong>\u7ebf\u6027\u590d\u6742\u5ea6\u5b9e\u73b0<\/strong>\uff1a\u901a\u8fc7\u4e00\u7cfb\u5217\u4f18\u5316\uff0c\u5176\u8ba1\u7b97\u590d\u6742\u5ea6\u4ece O (n\u00b2) \u964d\u4f4e\u4e3a O (n)\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-e1ab05a412c2b889c6dcb61ef8025afb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-e1ab05a412c2b889c6dcb61ef8025afb.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 ToST \u7684\u65b9\u6cd5\u6982\u8ff0\u3002\u5728 CRATE \u7684\u7406\u8bba\u57fa\u7840\u4e0a\uff0cToST \u901a\u8fc7\u51e0\u4f55\u7a7a\u95f4\u7684\u7ed3\u6784\u5316\u7279\u5f81\u5b9e\u73b0 token \u5206\u7ec4\u548c\u6620\u5c04\u3002<\/sup><\/em><\/p>\n<p><strong>\u7f51\u7edc\u67b6\u6784\u7684\u63a8\u5bfc<\/strong><\/p>\n<p>\u8be5\u56e2\u961f\u901a\u8fc7\u6269\u5c55\u5148\u524d\u7684 CRATE \u5de5\u4f5c\u63a8\u5bfc\u51fa\u7f51\u7edc\u67b6\u6784\u3002CRATE \u663e\u793a\uff0c\u4e00\u79cd Transformer \u98ce\u683c\u7684\u67b6\u6784\u53ef\u4ee5\u901a\u8fc7 &#8220;\u767d\u76d2&#8221; \u67b6\u6784\u8bbe\u8ba1\u81ea\u7136\u751f\u6210\uff0c\u5176\u4e2d\u7f51\u7edc\u7684\u6bcf\u4e00\u5c42\u90fd\u65e8\u5728\u5b9e\u73b0\u6700\u5927\u7f16\u7801\u7387\u7f29\u51cf\u76ee\u6807 (MCR\u00b2) \u7684\u589e\u91cf\u4f18\u5316\u6b65\u9aa4\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u8be5\u56e2\u961f\u63a8\u5bfc\u4e86 MCR\u00b2 \u76ee\u6807\u7684\u4e00\u4e2a\u65b0\u9896\u7684\u53d8\u5206\u5f62\u5f0f\uff0c\u5e76\u8868\u660e\u901a\u8fc7\u5bf9\u8be5\u53d8\u5206\u76ee\u6807\u8fdb\u884c\u5c55\u5f00\u68af\u5ea6\u4e0b\u964d\u6240\u5f97\u5230\u7684\u67b6\u6784\u4f1a\u5f15\u5165\u4e00\u79cd\u65b0\u7684\u6ce8\u610f\u529b\u6a21\u5757\uff0c\u79f0\u4e3a Token Statistics Self-Attention (TSSA)\u3002TSSA \u62e5\u6709\u7ebf\u6027\u7684\u8ba1\u7b97\u548c\u5185\u5b58\u590d\u6742\u5ea6\uff0c\u5e76\u4ece\u6839\u672c\u4e0a\u4e0d\u540c\u4e8e\u5178\u578b\u7684\u6ce8\u610f\u529b\u67b6\u6784\uff0c\u5176\u540e\u8005\u901a\u8fc7\u8ba1\u7b97 token \u4e4b\u95f4\u7684\u4e24\u4e24\u76f8\u4f3c\u6027\u6765\u5b9e\u73b0\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-e86ec03d7231b51eac6fe0ca3ab9ce7f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-e86ec03d7231b51eac6fe0ca3ab9ce7f.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u5173\u952e\u516c\u5f0f MCR\u00b2 \u76ee\u6807\u51fd\u6570\u5b9a\u4e49<\/sup><\/em><\/p>\n<p><strong>\u6280\u672f\u7ec6\u8282<\/strong><\/p>\n<p>1. \u7ebf\u6027\u65f6\u95f4\u6ce8\u610f\u529b\u673a\u5236\uff1aToken Statistics Self-Attention (TSSA)<\/p>\n<p>\u901a\u8fc7\u767d\u76d2\u8bbe\u8ba1\u65b9\u6cd5\uff08algorithmic unrolling\uff09\uff0cTSSA \u4ece\u6700\u5927\u7f16\u7801\u7387\u51cf\u5c11\uff08Maximal Coding Rate Reduction, MCR\u00b2 \uff09\u7684\u53d8\u5206\u5f62\u5f0f\u4e2d\u63a8\u5bfc\u800c\u6765\u3002<\/p>\n<p>\u4f20\u7edf Transformer \u4f9d\u8d56\u4e8e pairwise \u76f8\u4f3c\u5ea6\u8ba1\u7b97\uff0c\u800c TSSA \u5219\u57fa\u4e8e token \u7279\u5f81\u7684\u7edf\u8ba1\u91cf\u6784\u5efa\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5176\u8ba1\u7b97\u590d\u6742\u5ea6\u4ece O (n\u00b2) \u964d\u4f4e\u4e3a O (n)\uff0c\u5185\u5b58\u5360\u7528\u540c\u6837\u663e\u8457\u51cf\u5c11\u3002<\/p>\n<p>2. \u521b\u65b0\u6027\u7684\u7f51\u7edc\u7ed3\u6784\uff1aToken Statistics Transformer (ToST)<\/p>\n<p>ToST \u901a\u8fc7\u5c06 TSSA \u66ff\u4ee3\u6807\u51c6\u7684\u81ea\u6ce8\u610f\u529b\u6a21\u5757\uff0c\u4e0d\u4ec5\u5b9e\u73b0\u4e86\u663e\u8457\u7684\u6548\u7387\u63d0\u5347\uff0c\u8fd8\u589e\u5f3a\u4e86\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u3002<\/p>\n<p>\u4e0e\u4f20\u7edf\u6a21\u578b\u4e0d\u540c\uff0cToST \u67b6\u6784\u4e2d\u7684\u6ce8\u610f\u529b\u64cd\u4f5c\u57fa\u4e8e\u7edf\u8ba1\u91cf\u7684\u4f4e\u79e9\u6295\u5f71\uff0c\u901a\u8fc7\u51cf\u5c11\u4e0d\u5fc5\u8981\u7684\u8ba1\u7b97\u8def\u5f84\uff0c\u5927\u5e45\u4f18\u5316\u4e86\u8d44\u6e90\u4f7f\u7528\u3002<\/p>\n<p>3. \u7406\u8bba\u652f\u6491\u4e0e\u6570\u5b66\u63a8\u5bfc<\/p>\n<p>\u57fa\u4e8e MCR\u00b2 \u7684\u53d8\u5206\u5f62\u5f0f\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u538b\u7f29\u9879\u516c\u5f0f\uff0c\u53ef\u5bf9\u5927\u578b\u77e9\u9635\u8fdb\u884c\u6709\u6548\u7684\u7279\u5f81\u63d0\u53d6\u3002<\/p>\n<p>\u901a\u8fc7\u8bbe\u8ba1\u6570\u636e\u76f8\u5173\u7684\u4f4e\u79e9\u6295\u5f71\uff0cTSSA \u5728\u4fdd\u7559\u5173\u952e\u4fe1\u606f\u7684\u540c\u65f6\uff0c\u6d88\u9664\u4e86\u5197\u4f59\u65b9\u5411\u3002<\/p>\n<p><strong>\u5b9e\u9a8c\u9a8c\u8bc1\u4e0e\u6027\u80fd\u5206\u6790<\/strong><\/p>\n<p>\u5b9e\u9a8c\u8986\u76d6\u4e86\u81ea\u7136\u8a00\u8bed\u5904\u7406\uff08NLP\uff09\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\uff08CV\uff09\u7b49\u591a\u4e2a\u9886\u57df\u7684\u4efb\u52a1\uff0c\u5305\u62ec\u6587\u672c\u5206\u7c7b\u3001\u673a\u5668\u7ffb\u8bd1\u3001\u56fe\u50cf\u8bc6\u522b\u7b49\u3002\u7ed3\u679c\u8868\u660e\uff0cToST \u5728\u4fdd\u8bc1\u6a21\u578b\u6027\u80fd\u7684\u540c\u65f6\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u8ba1\u7b97\u8d44\u6e90\u6d88\u8017\u3002<\/p>\n<p><strong>1. \u8ba1\u7b97\u548c\u5185\u5b58\u7684\u7ebf\u6027\u590d\u6742\u5ea6\u5206\u6790<\/strong><\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u4e0e\u73b0\u6709\u7684\u6ce8\u610f\u529b\u673a\u5236\u76f8\u6bd4\uff0cTSSA \u7684\u65f6\u95f4\u548c\u5185\u5b58\u590d\u6742\u5ea6\u66f4\u4f4e\u3002\u5177\u4f53\u800c\u8a00\uff0cTSSA \u7684\u590d\u6742\u5ea6\u4e3a O (pn)\uff0c\u663e\u8457\u4f18\u4e8e\u4f20\u7edf Transformer \u7684 O (n\u00b2)\u3002<\/p>\n<p>ToST \u5728\u8ba1\u7b97\u65f6\u95f4\u548c\u5185\u5b58\u4f7f\u7528\u4e0a\u5747\u968f\u5e8f\u5217\u957f\u5ea6\u5b9e\u73b0\u7ebf\u6027\u6269\u5c55\uff0c\u4f7f\u5176\u663e\u8457\u4f18\u4e8e\u6807\u51c6 Transformer \u7684\u6548\u7387\u3002\u5982\u4e0b\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-73be82a491eaa8ae88d3a38fde7ba0ea.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-73be82a491eaa8ae88d3a38fde7ba0ea.png\"><\/a><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u590d\u6742\u5ea6\u5206\u6790\u5bf9\u6bd4<\/sup><\/em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6a077131676e589700077a713b2f196c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-6a077131676e589700077a713b2f196c.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5728 GPU \u4e0a\u8bc4\u4f30\u7684\u901f\u5ea6\u548c\u5185\u5b58\u4f7f\u7528\u5bf9\u6bd4<\/sup><\/em><\/p>\n<p><strong>2. \u89c6\u89c9\u4efb\u52a1\u6027\u80fd\u5206\u6790<\/strong><\/p>\n<p>\u5728 ImageNet-1k \u7b49\u4e3b\u6d41\u89c6\u89c9\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u8868\u660e\uff0cToST \u7684\u6027\u80fd\u53ef\u4e0e\u4f20\u7edf Transformer \u67b6\u6784\uff08\u5982 ViT \u548c XCiT\uff09\u76f8\u5ab2\u7f8e\uff0c\u540c\u65f6\u663e\u8457\u51cf\u5c11\u4e86\u6a21\u578b\u53c2\u6570\u91cf\u548c\u8ba1\u7b97\u5f00\u9500\u3002<\/p>\n<p>\u8fc1\u79fb\u5b66\u4e60\u5b9e\u9a8c\u4e2d\uff0cToST \u5728 CIFAR\u3001Oxford Flowers \u7b49\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u5176\u5728\u591a\u79cd\u89c6\u89c9\u4efb\u52a1\u4e2d\u7684\u9002\u5e94\u6027\u3002<\/p>\n<p>\u7ed3\u679c\u5c55\u793a\u4e86\u4e0e\u4f20\u7edf Transformer \u76f8\u5f53\u7684\u6027\u80fd\uff0c\u540c\u65f6\u5728\u8ba1\u7b97\u6548\u7387\u4e0a\u663e\u8457\u66f4\u9ad8\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-66ad5cec605ecc47603721e8b18dc0b2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-66ad5cec605ecc47603721e8b18dc0b2.png\"><\/a><\/p>\n<p><strong>3. \u957f\u5e8f\u5217\u4efb\u52a1\u548c\u8bed\u8a00\u5efa\u6a21<\/strong><\/p>\n<ul>\n<li>\n<section>\u957f\u5e8f\u5217\u4efb\u52a1<\/section>\n<\/li>\n<\/ul>\n<p>\u5728\u957f\u5e8f\u5217\u4efb\u52a1\u57fa\u51c6\u6d4b\u8bd5\uff08\u5982 Long-Range Arena\uff09\u4e2d\uff0cToST \u5c55\u73b0\u51fa\u4f18\u5f02\u7684\u957f\u8ddd\u79bb\u5efa\u6a21\u80fd\u529b\uff0c\u5176\u6027\u80fd\u8d85\u8d8a\u4e86\u73b0\u6709 Transformer \u53d8\u4f53\u3002<\/p>\n<ul>\n<li>\n<section>\u8bed\u8a00\u5efa\u6a21<\/section>\n<\/li>\n<\/ul>\n<p>ToST \u53ef\u4ee5\u6269\u5c55\u5e76\u9002\u7528\u4e8e\u591a\u79cd\u4efb\u52a1\u573a\u666f\uff0c\u5305\u62ec\u56e0\u679c\u8bed\u8a00\u5efa\u6a21\u3002\u9488\u5bf9\u8bed\u8a00\u5efa\u6a21\uff0cToST \u91c7\u7528\u4e86\u4e00\u79cd\u56e0\u679c\u7248\u672c\u7684 TSSA\uff0c\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u5b9e\u73b0\u4e86\u9ad8\u6548\u7684\u9884\u6d4b\u80fd\u529b\u3002\u6b64\u5916\uff0c\u5373\u4f7f\u5728\u53c2\u6570\u89c4\u6a21\u6269\u5927\u7684\u60c5\u51b5\u4e0b\uff0cToST \u4f9d\u7136\u4fdd\u6301\u4e86\u4f18\u5f02\u7684\u65f6\u95f4\u548c\u5185\u5b58\u6548\u7387\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-756fd6055edf77b9c48b6b65c2e6d78f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-756fd6055edf77b9c48b6b65c2e6d78f.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0NLP \u4efb\u52a1\u4e2d\u7684\u8868\u73b0<\/sup><\/em><\/p>\n<p><strong>4. \u6709\u539f\u7406\u652f\u6301\u7684\u6a21\u578b\u8bbe\u8ba1<\/strong><\/p>\n<p>\u7531\u4e8e ToST \u662f\u901a\u8fc7\u5c55\u5f00\u4ece\u5b66\u4e60\u76ee\u6807\u4e2d\u63a8\u5bfc\u51fa\u6765\u7684\uff0c\u6211\u4eec\u53ef\u4ee5\u4ee5\u6709\u539f\u7406\u652f\u6301\u7684\u65b9\u5f0f\u9010\u5c42\u5206\u6790\u5b66\u4e60\u5230\u7684\u6a21\u578b\u884c\u4e3a\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-169bb131298b3341b4314e3308c6b7ef.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-169bb131298b3341b4314e3308c6b7ef.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 ToST \u6a21\u578b\u4e0d\u540c\u5c42\u6b21\u7684 TSSA \u8f93\u51fa\u7684\u53d8\u5206\u538b\u7f29\u9879<\/sup><\/em><\/p>\n<p><strong>5. \u5b66\u4e60\u8868\u793a\u7684\u53ef\u89e3\u91ca\u6027\u5206\u6790<\/strong><\/p>\n<p>ToST \u901a\u8fc7\u7edf\u8ba1\u91cf\u9a71\u52a8\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u4f7f\u6bcf\u4e00\u5c42\u7684\u6ce8\u610f\u529b\u64cd\u4f5c\u66f4\u52a0\u900f\u660e\uff0c\u4fbf\u4e8e\u89e3\u91ca\u548c\u5206\u6790\u3002\u5176\u5206\u7ec4\u673a\u5236\u5c55\u73b0\u4e86 token \u7279\u5f81\u5728\u4f4e\u7ef4\u7a7a\u95f4\u4e2d\u7684\u805a\u7c7b\u6548\u679c\uff0c\u76f4\u89c2\u53cd\u6620\u4e86\u6a21\u578b\u7684\u51b3\u7b56\u8fc7\u7a0b\u3002<\/p>\n<p>ToST \u5728\u65e0\u9700\u590d\u6742\u7684\u81ea\u76d1\u7763\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\uff0c\u81ea\u7136\u751f\u6210\u4e86\u53ef\u89e3\u91ca\u7684\u6ce8\u610f\u529b\u6a21\u5f0f\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-60b7789749f3121eb19ba63e404ee88e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-60b7789749f3121eb19ba63e404ee88e.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5012\u6570\u7b2c\u4e8c\u4e2a\u5168\u5c40\u7c7b\u6ce8\u610f\u529b\u5c42\u4e2d\u6700\u540e\u4e00\u4e2a\u5934\u90e8\u7684 [CLS] token \u6ce8\u610f\u529b\u56fe\u7684\u6bd4\u8f83<\/sup><\/em><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-aee1723258a41ec910fc329be66a54ee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-aee1723258a41ec910fc329be66a54ee.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u5728 TSSA \u5c42\u4e2d\uff0c\u53ef\u89c6\u5316\u4f30\u8ba1\u7684\u96b6\u5c5e\u77e9\u9635 \u03a0 \u7684\u6bcf\u4e00\u884c\uff08\u7ecf\u8fc7\u91cd\u5851\u540e\uff09<\/sup><\/em><\/p>\n<p><strong>\u53ef\u80fd\u5bf9\u672a\u6765\u4ea7\u751f\u7684\u5f71\u54cd<\/strong><\/p>\n<p><strong>1. \u5927\u6a21\u578b\u7684\u9ad8\u6548\u5316<\/strong><\/p>\n<p>\u968f\u7740\u8bed\u8a00\u6a21\u578b\u3001\u751f\u6210\u6a21\u578b\u548c\u591a\u6a21\u6001\u6a21\u578b\u89c4\u6a21\u7684\u6301\u7eed\u6269\u5c55\uff0c\u8ba1\u7b97\u6548\u7387\u6210\u4e3a\u6838\u5fc3\u74f6\u9888\u3002ToST \u5c55\u793a\u7684\u7edf\u8ba1\u91cf\u9a71\u52a8\u6ce8\u610f\u529b\u673a\u5236\uff0c\u4e3a\u5b9e\u73b0\u7ebf\u6027\u590d\u6742\u5ea6\u7684\u5927\u6a21\u578b\u63d0\u4f9b\u4e86\u53ef\u80fd\u6027\u3002<\/p>\n<p><strong>2. \u63a8\u52a8 Transformer \u7684\u666e\u9002\u5316\u5e94\u7528<\/strong><\/p>\n<p>\u9ad8\u6548\u7684\u6ce8\u610f\u529b\u673a\u5236\u4f7f\u5f97 ToST \u80fd\u591f\u66f4\u5e7f\u6cdb\u5730\u5e94\u7528\u4e8e\u8d44\u6e90\u53d7\u9650\u573a\u666f\uff0c\u5982\u8fb9\u7f18\u8ba1\u7b97\u3001\u5b9e\u65f6\u7cfb\u7edf\u3001\u5d4c\u5165\u5f0f\u8bbe\u5907\u7b49\u3002\u8fd9\u4e3a\u4eba\u5de5\u667a\u80fd\u6280\u672f\u4ece\u4e2d\u5fc3\u5316\u8ba1\u7b97\u5411\u5206\u5e03\u5f0f\u3001\u8fb9\u7f18\u5316\u65b9\u5411\u7684\u53d1\u5c55\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/p>\n<p><strong>3. \u591a\u6a21\u6001\u878d\u5408\u7684\u53ef\u80fd\u6027<\/strong><\/p>\n<p>ToST \u7684\u4f4e\u590d\u6742\u5ea6\u673a\u5236\u4e3a\u5904\u7406\u591a\u6a21\u6001\u957f\u5e8f\u5217\u4efb\u52a1\u63d0\u4f9b\u4e86\u65b0\u7684\u6280\u672f\u6846\u67b6\uff0c\u4f7f\u672a\u6765\u591a\u6a21\u6001\u5927\u6a21\u578b\u5728\u751f\u6210\u3001\u5206\u6790\u548c\u4ea4\u4e92\u4e2d\u7684\u6548\u7387\u663e\u8457\u63d0\u5347\u3002<\/p>\n<p><strong>4. \u4fc3\u8fdb\u8de8\u5b66\u79d1\u5e94\u7528<\/strong><\/p>\n<p>ToST 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