{"id":4732,"date":"2022-07-11T16:03:00","date_gmt":"2022-07-11T08:03:00","guid":{"rendered":"http:\/\/139.9.1.231\/?p=4732"},"modified":"2022-07-25T17:32:32","modified_gmt":"2022-07-25T09:32:32","slug":"flowformer-linearizing-transformers-with-conservation-flows","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2022\/07\/11\/flowformer-linearizing-transformers-with-conservation-flows\/","title":{"rendered":"Flowformer: Linearizing Transformers with Conservation Flows \uff08\u4efb\u52a1\u901a\u7528\u7684\u4e3b\u5e72\u7f51\u7edc-\u7ebf\u6027\u590d\u6742\u5ea6\u7684transformers\uff09"},"content":{"rendered":"\n<h5 class=\"has-light-pink-background-color has-background\"><strong>\u3010\u5bfc\u8bfb\u3011<\/strong>\u8fd1\u5e74\u6765\uff0cTransformer\u65b9\u5174\u672a\u827e\uff0c\u4f46\u662f\u5176\u5185\u5728\u7684\u4e8c\u6b21\u590d\u6742\u5ea6\u963b\u788d\u4e86\u5b83\u5728\u957f\u5e8f\u5217\u548c\u5927\u6a21\u578b\u4e0a\u7684\u8fdb\u4e00\u6b65\u53d1\u5c55\u3002\u6e05\u534e\u5927\u5b66\u8f6f\u4ef6\u5b66\u9662\u673a\u5668\u5b66\u4e60\u5b9e\u9a8c\u5ba4\u4ece\u7f51\u7edc\u6d41\u7406\u8bba\u51fa\u53d1\uff0c\u63d0\u51fa\u4efb\u52a1\u901a\u7528\u7684\u7ebf\u6027\u590d\u6742\u5ea6\u4e3b\u5e72\u7f51\u7edcFlowformer\uff0c\u5728\u957f\u5e8f\u5217\u3001\u89c6\u89c9\u3001\u81ea\u7136\u8bed\u8a00\u3001\u65f6\u95f4\u5e8f\u5217\u3001\u5f3a\u5316\u5b66\u4e60\u4e94\u5927\u4efb\u52a1\u4e0a\u53d6\u5f97\u4f18\u79c0\u6548\u679c\u3002<strong><\/strong><strong><\/strong><\/h5>\n\n\n\n<p>\u4efb\u52a1\u901a\u7528\u662f\u57fa\u7840\u6a21\u578b\u7814\u7a76\u7684\u6838\u5fc3\u76ee\u6807\u4e4b\u4e00\uff0c\u540c\u65f6\u4e5f\u662f\u6df1\u5ea6\u5b66\u4e60\u7814\u7a76\u901a\u5411\u9ad8\u7ea7\u667a\u80fd\u7684\u5fc5\u7ecf\u4e4b\u8def\u3002<br>\u8fd1\u5e74\u6765\uff0c\u5f97\u76ca\u4e8e\u6ce8\u610f\u529b\u673a\u5236\u7684\u901a\u7528\u5173\u952e\u5efa\u6a21\u80fd\u529b\uff0cTransformer\u5728\u4f17\u591a\u9886\u57df\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u9010\u6e10\u5448\u73b0\u51fa\u901a\u7528\u67b6\u6784\u7684\u8d8b\u52bf\u3002\u4f46\u662f\u968f\u7740\u5e8f\u5217\u957f\u5ea6\u7684\u589e\u957f\uff0c\u6807\u51c6\u6ce8\u610f\u529b\u673a\u5236\u7684\u8ba1\u7b97\u5448\u73b0\u4e8c\u6b21\u590d\u6742\u5ea6\uff0c\u4e25\u91cd\u963b\u788d\u4e86\u5176\u5728\u957f\u5e8f\u5217\u5efa\u6a21\u4e0e\u5927\u6a21\u578b\u4e2d\u7684\u5e94\u7528\u3002<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u6765\u81ea\u6e05\u534e\u5927\u5b66\u8f6f\u4ef6\u5b66\u9662\u7684\u56e2\u961f\u6df1\u5165\u63a2\u7d22\u4e86\u8fd9\u4e00\u5173\u952e\u95ee\u9898\uff0c\u63d0\u51fa\u4e86\u4efb\u52a1\u901a\u7528\u7684\u7ebf\u6027\u590d\u6742\u5ea6\u4e3b\u5e72\u7f51\u7edcFlowformer\uff0c\u5728\u4fdd\u6301\u6807\u51c6Transformer\u7684\u901a\u7528\u6027\u7684\u540c\u65f6\uff0c\u5c06\u5176\u590d\u6742\u5ea6\u964d\u81f3\u7ebf\u6027\uff0c\u8bba\u6587\u88abICML 2022\u63a5\u53d7\u3002<\/p>\n\n\n\n<p>\u4f5c\u8005\u5217\u8868\uff1a\u5434\u6d77\u65ed\uff0c\u5434\u4f73\u9f99\uff0c\u5f90\u4ecb\u6656\uff0c\u738b\u5efa\u6c11\uff0c\u9f99\u660e\u76db<\/p>\n\n\n\n<p>\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2202.06258<\/p>\n\n\n\n<p>\u4ee3\u7801\uff1ahttps:\/\/github.com\/thuml\/Flowformer\u76f8\u6bd4\u4e8e\u6807\u51c6Transformer\uff0c\u672c\u6587\u63d0\u51fa\u7684Flowformer\u6a21\u578b\uff0c\u5177\u6709\u4ee5\u4e0b\u7279\u70b9\uff1a<\/p>\n\n\n\n<ul><li><strong>\u7ebf\u6027\u590d\u6742\u5ea6<\/strong>\uff0c\u53ef\u4ee5\u5904\u7406\u6570\u5343\u957f\u5ea6\u7684\u8f93\u5165\u5e8f\u5217\uff1b<\/li><li><strong>\u6ca1\u6709\u5f15\u5165\u65b0\u7684\u5f52\u7eb3\u504f\u597d<\/strong>\uff0c\u4fdd\u6301\u4e86\u539f\u6709\u6ce8\u610f\u529b\u673a\u5236\u7684\u901a\u7528\u5efa\u6a21\u80fd\u529b\uff1b<\/li><li><strong>\u4efb\u52a1\u901a\u7528<\/strong>\uff0c\u5728<strong>\u957f\u5e8f\u5217\u3001\u89c6\u89c9\u3001\u81ea\u7136\u8bed\u8a00\u3001\u65f6\u95f4\u5e8f\u5217\u3001\u5f3a\u5316\u5b66\u4e60<\/strong>\u4e94\u5927\u4efb\u52a1\u4e0a\u53d6\u5f97\u4f18\u79c0\u6548\u679c\u3002<\/li><\/ul>\n\n\n\n<p>\u672c\u6587\u6df1\u5165\u7814\u7a76\u4e86\u6ce8\u610f\u529b\u673a\u5236\u5b58\u5728\u7684\u4e8c\u6b21\u590d\u6742\u5ea6\u95ee\u9898\uff0c\u901a\u8fc7\u5c06\u7f51\u7edc\u6d41\u4e2d\u7684\u5b88\u6052\u539f\u7406\u5f15\u5165\u8bbe\u8ba1\uff0c\u81ea\u7136\u5730\u5c06\u7ade\u4e89\u673a\u5236\u5f15\u5165\u5230\u6ce8\u610f\u529b\u8ba1\u7b97\u4e2d\uff0c\u6709\u6548\u907f\u514d\u4e86\u5e73\u51e1\u6ce8\u610f\u529b\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"692\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-98-1024x692.png\" alt=\"\" class=\"wp-image-5054\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-98-1024x692.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-98-300x203.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-98-768x519.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/07\/image-98.png 1147w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6211\u4eec\u63d0\u51fa\u7684<strong>\u4efb\u52a1\u901a\u7528<\/strong>\u7684\u9aa8\u5e72\u7f51\u7edcFlowformer\uff0c\u5b9e\u73b0\u4e86<strong>\u7ebf\u6027\u590d\u6742\u5ea6<\/strong>\uff0c\u540c\u65f6\u5728<strong>\u957f\u5e8f\u5217\u3001\u89c6\u89c9\u3001\u81ea\u7136\u8bed\u8a00\u3001\u65f6\u95f4\u5e8f\u5217\u3001\u5f3a\u5316\u5b66\u4e60<\/strong>\u4e94\u5927\u4efb\u52a1\u4e0a\u53d6\u5f97\u4f18\u79c0\u6548\u679c\u3002<\/p>\n\n\n\n<p>\u5728\u957f\u5e8f\u5217\u5efa\u6a21\u5e94\u7528\u4e0a\uff0c\u5982\u86cb\u767d\u8d28\u7ed3\u6784\u9884\u6d4b\u3001\u957f\u6587\u672c\u7406\u89e3\u7b49\uff0cFlowformer\u5177\u6709\u826f\u597d\u7684\u5e94\u7528\u6f5c\u529b\u3002\u6b64\u5916\uff0cFlowformer\u4e2d\u201c\u65e0\u7279\u6b8a\u5f52\u7eb3\u504f\u597d\u201d\u7684\u8bbe\u8ba1\u7406\u5ff5\u4e5f\u5bf9\u901a\u7528\u57fa\u7840\u67b6\u6784\u7684\u7814\u7a76\u5177\u6709\u826f\u597d\u7684\u542f\u53d1\u610f\u4e49\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3010\u5bfc\u8bfb\u3011\u8fd1\u5e74\u6765\uff0cTransformer\u65b9\u5174\u672a\u827e\uff0c\u4f46\u662f\u5176\u5185\u5728\u7684\u4e8c\u6b21\u590d\u6742\u5ea6\u963b\u788d\u4e86\u5b83\u5728\u957f\u5e8f\u5217\u548c\u5927\u6a21\u578b\u4e0a\u7684\u8fdb\u4e00\u6b65\u53d1\u5c55\u3002 &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2022\/07\/11\/flowformer-linearizing-transformers-with-conservation-flows\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Flowformer: Linearizing Transformers with Conservation Flows \uff08\u4efb\u52a1\u901a\u7528\u7684\u4e3b\u5e72\u7f51\u7edc-\u7ebf\u6027\u590d\u6742\u5ea6\u7684transformers\uff09<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[9],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/4732"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=4732"}],"version-history":[{"count":7,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/4732\/revisions"}],"predecessor-version":[{"id":5056,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/4732\/revisions\/5056"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=4732"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=4732"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=4732"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}