{"id":1068936,"date":"2022-01-27T19:57:00","date_gmt":"2022-01-28T03:57:00","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-blog-post&#038;p=1068936"},"modified":"2024-09-25T01:21:09","modified_gmt":"2024-09-25T08:21:09","slug":"aaai-2022","status":"publish","type":"msr-blog-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/articles\/aaai-2022\/","title":{"rendered":"AAAI 2022\uff5cAI\u9876\u4f1a\u8bba\u6587\u7a76\u7adf\u5173\u6ce8\u4ec0\u4e48\uff1f"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1aAAAI \u662f\u7531\u4eba\u5de5\u667a\u80fd\u4fc3\u8fdb\u534f\u4f1a\uff08Association for the Advancement of Artificial Intelligence\uff09\u4e3b\u529e\u7684\u4eba\u5de5\u667a\u80fd\u9886\u57df\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae\u4e4b\u4e00\u3002\u4eca\u5e74\u7684AAAI \u5927\u4f1a\u5c06\u4e8e2\u670822\u65e5-3\u67081\u65e5\u4e3e\u529e\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5171\u6709\u5341\u4f59\u7bc7\u8bba\u6587\u5165\u9009\uff0c\u6db5\u76d6\u6982\u5ff5\u6f02\u79fb\u3001\u5e73\u9762\u5e03\u5c40\u81ea\u52a8\u751f\u6210\u3001\u5047\u65b0\u95fb\u68c0\u6d4b\u3001\u89c6\u9891\u5206\u5272\u3001\u8de8\u8bed\u8a00\u9884\u8bad\u7ec3\u3001\u6587\u672c\u6458\u8981\u3001\u6ce8\u610f\u529b\u673a\u5236\u3001\u8fde\u7eed\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u3001\u9886\u57df\u6cdb\u5316\u3001\u5728\u7ebf\u5f71\u54cd\u529b\u6700\u5927\u5316\u7b49\u7b49\u4eba\u5de5\u667a\u80fd\u7684\u591a\u4e2a\u9886\u57df\u3002\u4eca\u5929\uff0c\u6211\u4eec\u4e3a\u5927\u5bb6\u7cbe\u9009\u4e86\u5176\u4e2d\u768412\u7bc7\u8fdb\u884c\u5206\u4eab\uff0c\u5e76\u914d\u6709\u6b64\u524d\u7684\u8bba\u6587\u5206\u4eab\u76f4\u64ad\u89c6\u9891\uff0c\u5e0c\u671b\u53ef\u4ee5\u5e2e\u52a9\u5927\u5bb6\u66f4\u6df1\u5165\u5730\u4e86\u89e3\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u524d\u6cbf\u8fdb\u5c55\uff01<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u57fa\u4e8e\u6570\u636e\u5206\u5e03\u751f\u6210\u7684\u53ef\u9884\u6d4b\u6982\u5ff5\u6f02\u79fb\u9002\u5e94\">\u57fa\u4e8e\u6570\u636e\u5206\u5e03\u751f\u6210\u7684\u53ef\u9884\u6d4b\u6982\u5ff5\u6f02\u79fb\u9002\u5e94<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"683\" height=\"102\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-1.png\" alt=\"paper screenshot\" class=\"wp-image-1068942\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-1.png 683w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-1-300x45.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-1-240x36.png 240w\" sizes=\"auto, (max-width: 683px) 100vw, 683px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2201.04038<br>\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/microsoft\/qlib\/tree\/main\/examples\/benchmarks_dynamic\/DDG-DA<\/p>\n\n\n\n<p>\u5728\u65f6\u5e8f\u6570\u636e\u4e2d\uff0c\u7531\u4e8e\u73af\u5883\u7684\u4e0d\u7a33\u5b9a\u6027\uff0c\u6570\u636e\u5206\u5e03\u5e38\u5e38\u4f1a\u968f\u65f6\u95f4\u53d8\u5316\uff0c\u4e14\u8fd9\u79cd\u53d8\u5316\u901a\u5e38\u88ab\u8ba4\u4e3a\u662f\u96be\u4ee5\u9884\u6d4b\u7684\u3002\u8fd9\u79cd\u73b0\u8c61\u88ab\u79f0\u4e3a\u6982\u5ff5\u6f02\u79fb\uff08Concept Drift\uff09\uff0c\u5b83\u4f1a\u5bfc\u81f4\u5728\u5386\u53f2\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\u5728\u6982\u5ff5\u6f02\u79fb\u540e\u6027\u80fd\u4e0b\u964d\u3002\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u6b64\u524d\u7684\u5de5\u4f5c\u4f1a\u68c0\u6d4b\u6982\u5ff5\u6f02\u79fb\u662f\u5426\u53d1\u751f\uff0c\u7136\u540e\u8c03\u6574\u6a21\u578b\u4ee5\u9002\u5e94\u6700\u8fd1\u7684\u6570\u636e\u5206\u5e03\u3002\u4f46\u662f\u5728\u5f88\u591a\u5b9e\u9645\u573a\u666f\u4e2d\uff0c\u73af\u5883\u7684\u53d8\u5316\u662f\u6709\u89c4\u5f8b\u53ef\u9884\u6d4b\u7684\uff0c\u5373\u53ef\u9884\u6d4b\u7684\u6982\u5ff5\u6f02\u79fb\uff08Predictable Concept Drift\uff09\u3002\u56e0\u6b64\uff0c\u53ef\u4ee5\u5bf9\u6982\u5ff5\u6f02\u79fb\u7684\u672a\u6765\u8d8b\u52bf\u8fdb\u884c\u5efa\u6a21\uff0c\u800c\u4e0d\u4ec5\u4ec5\u8ba9\u6a21\u578b\u9002\u5e94\u6700\u8fd1\u7684\u6570\u636e\u5206\u5e03\u3002<\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u65b9\u6cd5 DDG-DA \u6765\u9884\u6d4b\u6570\u636e\u5206\u5e03\u672a\u6765\u7684\u53d8\u5316\uff0c\u7136\u540e\u5229\u7528\u9884\u6d4b\u7684\u6570\u636e\u5206\u5e03\u751f\u6210\u65b0\u7684\u8bad\u7ec3\u6570\u636e\u6765\u5b66\u4e60\u6a21\u578b\u4ee5\u9002\u5e94\u6982\u5ff5\u6f02\u79fb\uff0c\u6700\u7ec8\u63d0\u5347\u6a21\u578b\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"517\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-2-1024x517.png\" alt=\"\u56fe1\uff1aDDG-DA \u5b66\u4e60\u5982\u4f55\u751f\u6210\u6570\u636e\u6765\u6700\u5c0f\u5316\u5386\u53f2\u6570\u636e\u5206\u5e03\u548c\u672a\u6765\u6570\u636e\u5206\u5e03\u7684\u5dee\u5f02\" class=\"wp-image-1068945\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-2-1024x517.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-2-300x152.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-2-768x388.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-2-240x121.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-2.png 1483w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe1\uff1aDDG-DA \u5b66\u4e60\u5982\u4f55\u751f\u6210\u6570\u636e\u6765\u6700\u5c0f\u5316\u5386\u53f2\u6570\u636e\u5206\u5e03\u548c\u672a\u6765\u6570\u636e\u5206\u5e03\u7684\u5dee\u5f02<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u5982\u56fe1\u6240\u793a\uff0c\u5728\u65f6\u5e8f\u6570\u636e\u4e2d\u6837\u672c\u968f\u65f6\u95f4\u4ea7\u751f\uff0c\u7b97\u6cd5\u53ef\u4ee5\u5229\u7528\u5f53\u524d\u65f6\u523b\u5df2\u7ecf\u4ea7\u751f\u7684\u5386\u53f2\u6837\u672c\u5b66\u4e60\u6216\u8c03\u6574\u6a21\u578b\u7528\u4e8e\u672a\u6765\u4e00\u6bb5\u65f6\u95f4\u7684\u9884\u6d4b\u3002\u7531\u4e8e\u5386\u53f2\u6570\u636e\u7684\u5206\u5e03\u548c\u672a\u6765\u6570\u636e\u5206\u5e03\u5b58\u5728\u5dee\u5f02\uff0c\u8fd9\u4f1a\u5f71\u54cd\u6240\u5b66\u6a21\u578b\u7684\u9884\u6d4b\u6027\u80fd\uff0cDDG-DA \u5219\u81f4\u529b\u4e8e\u7f29\u5c0f\u8fd9\u79cd\u5206\u5e03\u5dee\u8ddd\u3002DDG-DA \u4f1a\u8f93\u51fa\u5386\u53f2\u6570\u636e\u7684\u91c7\u6837\u6743\u91cd\uff0c\u57fa\u4e8e\u8be5\u6743\u91cd\u91cd\u65b0\u91c7\u6837\u751f\u6210\u6570\u636e\u96c6\uff0c\u8be5\u6570\u636e\u96c6\u7684\u5206\u5e03\u4f1a\u4f5c\u4e3a\u672a\u6765\u4e00\u6bb5\u65f6\u95f4\u5206\u5e03\u7684\u9884\u6d4b\u3002\u540c\u65f6\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u548c KL-divergence \u7b49\u4ef7\u7684\u5206\u5e03\u8ddd\u79bb\u51fd\u6570\u6765\u8ba1\u7b97\u9884\u6d4b\u7684\u5206\u5e03\u548c\u672a\u6765\u4e00\u6bb5\u65f6\u95f4\u5b9e\u9645\u5206\u5e03\u7684\u8ddd\u79bb\u3002\u8be5\u8ddd\u79bb\u51fd\u6570\u5177\u6709\u53ef\u5bfc\u7684\u6027\u8d28\uff0c\u56e0\u6b64\u53ef\u4ee5\u5229\u7528\u5b83\u9ad8\u6548\u5730\u5b66\u4e60 DDG-DA \u7684\u53c2\u6570\u6765\u6700\u5c0f\u5316\u5b83\u9884\u6d4b\u7684\u5206\u5e03\u8bef\u5dee\u3002\u5728\u5b66\u4e60\u9636\u6bb5\uff0cDDG-DA \u5148\u5728\u5386\u53f2\u65f6\u5e8f\u6570\u636e\u4e0a\u5b66\u4e60\u5982\u4f55\u91cd\u91c7\u6837\u6570\u636e\uff1b\u5728\u9884\u6d4b\u9636\u6bb5\uff0cDDG-DA \u4f1a\u5b9a\u671f\u901a\u8fc7\u91cd\u91c7\u6837\u5386\u53f2\u6570\u636e\u751f\u6210\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u5728 DDG-DA \u751f\u6210\u7684\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\u5c06\u80fd\u66f4\u597d\u5730\u9002\u5e94\u672a\u6765\u53d8\u5316\u7684\u6570\u636e\u5206\u5e03\/\u6982\u5ff5\u6f02\u79fb\u3002<\/p>\n\n\n\n<p>\u5982\u88681\uff0c\u7814\u7a76\u5458\u4eec\u5728\u80a1\u4ef7\u3001\u7535\u529b\u8d1f\u8377\u548c\u65e5\u7167\u8f90\u7167\u5ea6\u4e09\u4e2a\u771f\u5b9e\u573a\u666f\u9884\u6d4b\u4efb\u52a1\u548c\u591a\u4e2a\u6a21\u578b\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\u9a8c\u8bc1\u5e76\u4e14\u6027\u80fd\u5f97\u5230\u4e86\u663e\u8457\u63d0\u5347\uff0c\u5728\u540c\u7c7b\u65b9\u6cd5\u4e2d DDG-DA \u4e5f\u53d6\u5f97\u4e86\u6700\u4f73\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"203\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-3-1024x203.png\" alt=\"table\" class=\"wp-image-1068948\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-3-1024x203.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-3-300x59.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-3-768x152.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-3-240x47.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-3.png 1264w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u88681\uff1aDDG-DA \u548c\u540c\u7c7b\u65b9\u6cd5\u5728\u4e0d\u540c\u573a\u666f\u4e0b\u7684\u5bf9\u6bd4<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5e73\u9762\u5e03\u5c40\u7684\u5c42\u6b21\u5316\u751f\u6210\u5f0f\u5efa\u6a21\">\u5e73\u9762\u5e03\u5c40\u7684\u5c42\u6b21\u5316\u751f\u6210\u5f0f\u5efa\u6a21<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"495\" height=\"124\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-4.png\" alt=\"paper screenshot\" class=\"wp-image-1068951\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-4.png 495w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-4-300x75.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-4-240x60.png 240w\" sizes=\"auto, (max-width: 495px) 100vw, 495px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/coarse-to-fine-generative-modeling-for-graphic-layouts\/<\/p>\n\n\n\n<p>\u5e73\u9762\u5e03\u5c40\uff08graphic layout\uff09\u5728\u5de5\u4f5c\u548c\u751f\u6d3b\u4e2d\u968f\u5904\u53ef\u89c1\uff0c\u5982\u6d77\u62a5\u7684\u5e03\u5c40\u3001\u6587\u6863\u7684\u5e03\u5c40\u3001\u79fb\u52a8\u5e94\u7528\u7528\u6237\u754c\u9762\u7684\u5e03\u5c40\u7b49\u3002\u8bbe\u8ba1\u4e00\u4e2a\u7f8e\u89c2\u7684\u5e73\u9762\u5e03\u5c40\u4e0d\u4ec5\u9700\u8981\u8fc7\u786c\u7684\u4e13\u4e1a\u77e5\u8bc6\u800c\u4e14\u9700\u8981\u82b1\u8d39\u5927\u91cf\u7684\u7cbe\u529b\u3002\u4e3a\u4e86\u8f85\u52a9\u5e73\u9762\u5e03\u5c40\u7684\u8bbe\u8ba1\uff0c\u5e73\u9762\u5e03\u5c40\u7684\u81ea\u52a8\u751f\u6210\uff08layout generation\uff09\uff0c\u5373\u9884\u6d4b\u5e03\u5c40\u4e2d\u5404\u4e2a\u5143\u7d20\u7684\u4f4d\u7f6e\u548c\u5927\u5c0f\uff0c\u9010\u6e10\u53d7\u5230\u8d8a\u6765\u8d8a\u591a\u7684\u5173\u6ce8\u3002<\/p>\n\n\n\n<p>\u73b0\u6709\u7684\u5927\u591a\u6570\u6a21\u578b\u4f1a\u5c06\u5e73\u9762\u5e03\u5c40\u62bd\u8c61\u6210\u4e00\u7cfb\u5217\u7684\u5143\u7d20\uff0c\u5e76\u76f4\u63a5\u9884\u6d4b\u6bcf\u4e2a\u5143\u7d20\u7684\u4f4d\u7f6e\u548c\u5927\u5c0f\u3002\u672c\u6587\u63d0\u51fa\u5c06\u5e73\u9762\u5e03\u5c40\u5207\u5272\u4e3a\u4e0d\u540c\u7684\u201c\u533a\u57df\u201d\uff08region\uff09\uff0c\u5176\u4e2d\u6bcf\u4e2a\u533a\u57df\u90fd\u53ef\u4ee5\u770b\u4f5c\u662f\u4e00\u4e2a\u7b80\u5355\u7684\u5e03\u5c40\u4e14\u6bd4\u6574\u4f53\u5e03\u5c40\u5305\u542b\u66f4\u5c11\u7684\u5143\u7d20\uff0c\u5e76\u57fa\u4e8e\u6b64\u8bbe\u8ba1\u4e86\u4e00\u79cd\u5c42\u6b21\u5316\u7684\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u7814\u7a76\u5458\u4eec\u5c06 VAE \u4e2d\u7684\u89e3\u7801\u5668\u5206\u89e3\u4e3a\u4e24\u4e2a\u6b65\u9aa4\uff1a\u7b2c\u4e00\u4e2a\u6b65\u9aa4\u4e3a\u9884\u6d4b\u533a\u57df\u3002\u7531\u4e8e\u5e73\u9762\u5e03\u5c40\u4e2d\u6ca1\u6709\u663e\u5f0f\u7684\u5305\u542b\u533a\u57df\u7684\u5212\u5206\uff0c\u672c\u6587\u8bbe\u8ba1\u4e86\u4e00\u79cd\u57fa\u4e8e\u7f51\u683c\u7ebf\u7684\u65b9\u6cd5\u6765\u62bd\u53d6\u6b64\u6b65\u9aa4\u4e2d\u7684\u76d1\u7763\u4fe1\u606f\u3002\u7b2c\u4e8c\u4e2a\u6b65\u9aa4\u4e3a\u57fa\u4e8e\u751f\u6210\u7684\u533a\u57df\uff0c\u9884\u6d4b\u533a\u57df\u4e2d\u6bcf\u4e2a\u5143\u7d20\u7684\u5177\u4f53\u4f4d\u7f6e\u548c\u5927\u5c0f\u3002\u4e3a\u4e86\u4f7f\u6a21\u578b\u80fd\u591f\u5c06\u533a\u57df\u4e2d\u5143\u7d20\u7684\u9884\u6d4b\u95ee\u9898\u5f53\u4f5c\u4e00\u4e2a\u7b80\u5355\u7684\u5e03\u5c40\u751f\u6210\u95ee\u9898\uff0c\u6b64\u6b65\u9aa4\u4e2d\u7684\u6240\u6709\u4f4d\u7f6e\u88ab\u8f6c\u6210\u4e86\u5bf9\u4e8e\u533a\u57df\u7684\u76f8\u5bf9\u4f4d\u7f6e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"387\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-5-1024x387.png\" alt=\"graphical user interface, diagram, application\" class=\"wp-image-1068954\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-5-1024x387.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-5-300x113.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-5-768x290.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-5-240x91.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-5.png 1242w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe2\uff1a\u6a21\u578b\u67b6\u6784<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5927\u91cf\u7684\u5b9a\u6027\u548c\u5b9a\u91cf\u5b9e\u9a8c\u8bc1\u660e\uff0c\u672c\u6587\u63d0\u51fa\u7684\u65b9\u6cd5\u4f18\u4e8e\u73b0\u6709\u65b9\u6cd5\uff0c\u5176\u4f18\u52bf\u5728\u590d\u6742\u5e03\u5c40\u751f\u6210\u4e0a\u5c24\u4e3a\u7a81\u51fa\u3002\u88682\u6bd4\u8f83\u4e86\u4e0d\u540c\u6a21\u578b\u7684 FID \u503c\uff0c\u56fe3\u5219\u6bd4\u8f83\u4e86\u5728\u4e0d\u540c\u590d\u6742\u5ea6\u7684\u5e03\u5c40\u4e0a\u5404\u4e2a\u6a21\u578b\u7684\u6548\u679c\u3002\u66f4\u591a\u5b9a\u91cf\u548c\u5b9a\u6027\u7ed3\u679c\u8bf7\u53c2\u8003\u8bba\u6587\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"520\" height=\"179\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-6.png\" alt=\"\u88682\uff1a\u6a21\u578b FID \u503c\u6bd4\u8f83\" class=\"wp-image-1068957\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-6.png 520w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-6-300x103.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-6-240x83.png 240w\" sizes=\"auto, (max-width: 520px) 100vw, 520px\" \/><figcaption class=\"wp-element-caption\"><em>\u88682\uff1a\u6a21\u578b FID \u503c\u6bd4\u8f83<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"627\" height=\"363\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-7.png\" alt=\"chart, line chart\" class=\"wp-image-1068960\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-7.png 627w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-7-300x174.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-7-240x139.png 240w\" sizes=\"auto, (max-width: 627px) 100vw, 627px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe3\uff1a\u4e0d\u540c\u590d\u6742\u5ea6\u7684\u5e03\u5c40\u4e0a\u6a21\u578b\u6548\u679c\u6bd4\u8f83<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u57fa\u4e8e\u63a8\u7406\u7684\u5047\u65b0\u95fb\u68c0\u6d4b\">\u57fa\u4e8e\u63a8\u7406\u7684\u5047\u65b0\u95fb\u68c0\u6d4b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"165\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-8-1024x165.png\" alt=\"paper screenshot\" class=\"wp-image-1068963\" style=\"width:605px;height:auto\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-8-1024x165.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-8-300x48.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-8-768x124.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-8-1536x247.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-8-240x39.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-8.png 1914w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2110.15064<\/p>\n\n\n\n<p>\u76ee\u524d\u5047\u65b0\u95fb\u68c0\u6d4b\u65b9\u6cd5\u4ee5\u6570\u636e\u9a71\u52a8\u7684\u65b9\u5f0f\u8fdb\u884c\u9884\u6d4b\uff0c\u5145\u5206\u8bc1\u660e\u4e86\u5229\u7528\u5927\u6570\u636e\u8fdb\u884c\u5047\u65b0\u95fb\u68c0\u6d4b\u7684\u6709\u6548\u6027\u3002\u7136\u800c\uff0c\u73b0\u5728\u4ecd\u7f3a\u5c11\u4ece\u63a8\u7406\u7684\u89d2\u5ea6\u6765\u505a\u5047\u65b0\u95fb\u68c0\u6d4b\u7684\u7814\u7a76\u3002\u5728\u5fc3\u7406\u5b66\u4e2d\uff0c\u63a8\u7406\u80fd\u529b\u662f\u6307\u6709\u610f\u8bc6\u5730\u8fd0\u7528\u903b\u8f91\u63a2\u7d22\u771f\u7406\u7684\u80fd\u529b\uff0c\u901a\u5e38\u88ab\u8ba4\u4e3a\u662f\u4e00\u79cd\u4eba\u7c7b\u72ec\u6709\u7684\u80fd\u529b\u3002\u8fd9\u79cd\u63a8\u7406\u80fd\u529b\u5bf9\u63d0\u9ad8\u5047\u65b0\u95fb\u68c0\u6d4b\u7684\u53ef\u89e3\u91ca\u6027\u548c\u51c6\u786e\u6027\u81f3\u5173\u91cd\u8981\u3002\u6bd4\u5982\uff0c\u5982\u679c\u80fd\u8ba9\u6a21\u578b\u5b66\u4f1a\u50cf\u4eba\u4e00\u6837\u6709\u903b\u8f91\u5730\u628a\u5fae\u5c0f\u7684\u7ebf\u7d22\u7ec4\u7ec7\u8d77\u6765\uff08\u56fe4\uff09\uff0c\u5c31\u80fd\u7ed9\u5047\u65b0\u95fb\u68c0\u6d4b\u65b9\u6cd5\u5e26\u6765\u5f3a\u5927\u7684\u7ec6\u7c92\u5ea6\u63a8\u7406\u80fd\u529b\uff0c\u4ece\u800c\u63d0\u5347\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"538\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-9-1024x538.png\" alt=\"\u56fe4\uff1a\u5224\u65ad\u65b0\u95fb\u771f\u5047\u5e38\u5e38\u9700\u8981\u7cbe\u7ec6\u63a8\u7406\u7684\u80fd\u529b\u3002\u867d\u7136\u56fe\u4e2d\u56db\u7ec4\u8bc1\u636e\u770b\u4e0a\u53bb\u4f17\u8bf4\u7eb7\u7ead\uff0c\u4f46\u4eba\u7c7b\u53ef\u4ee5\u901a\u8fc7\u8bf8\u5982 \"property\" \u7b49\u5fae\u5999\u7ebf\u7d22\u5c06\u5b83\u4eec\u5728\u903b\u8f91\u4e0a\u8054\u7cfb\u8d77\u6765\uff0c\u4ece\u800c\u5bf9\u6587\u7ae0\u5f97\u51fa\u66f4\u53ef\u4fe1\u7684\u7ed3\u8bba\u3002\" class=\"wp-image-1068966\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-9-1024x538.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-9-300x158.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-9-768x403.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-9-240x126.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-9.png 1458w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe4\uff1a\u5224\u65ad\u65b0\u95fb\u771f\u5047\u5e38\u5e38\u9700\u8981\u7cbe\u7ec6\u63a8\u7406\u7684\u80fd\u529b\u3002\u867d\u7136\u56fe\u4e2d\u56db\u7ec4\u8bc1\u636e\u770b\u4e0a\u53bb\u4f17\u8bf4\u7eb7\u7ead\uff0c\u4f46\u4eba\u7c7b\u53ef\u4ee5\u901a\u8fc7\u8bf8\u5982 &#8220;property&#8221; \u7b49\u5fae\u5999\u7ebf\u7d22\u5c06\u5b83\u4eec\u5728\u903b\u8f91\u4e0a\u8054\u7cfb\u8d77\u6765\uff0c\u4ece\u800c\u5bf9\u6587\u7ae0\u5f97\u51fa\u66f4\u53ef\u4fe1\u7684\u7ed3\u8bba\u3002<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"300\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-10-1024x300.png\" alt=\"\u56fe5\uff1a\u63a8\u7406\u6846\u67b6 FinerFact\" class=\"wp-image-1068969\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-10-1024x300.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-10-300x88.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-10-768x225.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-10-240x70.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-10.png 1253w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe5\uff1a\u63a8\u7406\u6846\u67b6 FinerFact<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u901a\u7528\u7684\u63a8\u7406\u6846\u67b6 FinerFact\uff0c\u7528\u4e8e\u5bf9\u5047\u65b0\u95fb\u68c0\u6d4b\u8fdb\u884c\u7ec6\u7c92\u5ea6\u63a8\u7406\uff08\u56fe5\uff09\u3002FinerFact \u9075\u5faa\u4eba\u7c7b\u7684\u4fe1\u606f\u5904\u7406\u6a21\u5f0f\uff0c\u80fd\u591f\u66f4\u597d\u5730\u53cd\u6620\u4eba\u7c7b\u7684\u903b\u8f91\u63a8\u7406\u8fc7\u7a0b\uff0c\u589e\u5f3a\u4e86\u53ef\u89e3\u91ca\u6027\u3002\u540c\u65f6\uff0cFinerFact \u5f15\u5165\u4e86\u4e00\u79cd\u57fa\u4e8e Mutual-Reinforcement \u7684\u65b9\u6cd5\u6765\u5c06\u7ebf\u7d22\u8fdb\u884c\u6392\u5e8f\uff0c\u8fd9\u4f7f\u7814\u7a76\u5458\u4eec\u80fd\u591f\u66f4\u597d\u5730\u4e86\u89e3\u54ea\u4e9b\u7c7b\u578b\u7684\u8bc1\u636e\u5bf9\u8bc6\u522b\u5047\u65b0\u95fb\u66f4\u91cd\u8981\uff0c\u5e76\u4e3a\u878d\u5165\u4eba\u7c7b\u7684\u77e5\u8bc6\u7ecf\u9a8c\u63d0\u4f9b\u57fa\u7840\u3002\u6700\u540e\uff0cFinerFact \u5f15\u5165\u4e86\u4e00\u4e2a\u53cc\u901a\u9053\u7684 Kernel Graph Network \u5efa\u6a21\u4e0d\u540c\u7c7b\u578b\u7ebf\u7d22\u4e4b\u95f4\u7684\u7ec6\u5fae\u5dee\u5f02\u4e0e\u5f71\u54cd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"292\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-11-1024x292.png\" alt=\"table\" class=\"wp-image-1068972\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-11-1024x292.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-11-300x86.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-11-768x219.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-11-1536x438.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-11-240x68.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-11.png 1774w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u88683\uff1aFinerFact \u5728 PolitiFact \u548c GossipCop \u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5927\u91cf\u5b9e\u9a8c\u8868\u660e\uff0cFinerFact \u4f18\u4e8e\u76ee\u524d\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\u5e76\u80fd\u63d0\u4f9b\u8f83\u5f3a\u7684\u53ef\u89e3\u91ca\u6027\uff08\u5982\u88683\u6240\u793a\uff09\u3002\u9664\u4e86\u63d0\u9ad8\u51c6\u786e\u6027\u4e4b\u5916\uff0cFinerFact \u8fd8\u4f7f\u4eba\u7c7b\u80fd\u591f\u7406\u89e3\u5176\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u5927\u90e8\u5206\u5185\u5bb9\u3002\u5728 Case Study \u4e2d\uff0cFinerFact \u4e0d\u4ec5\u6210\u529f\u5730\u8bc6\u522b\u65b0\u95fb\u4e3a\u5047\uff0c\u800c\u4e14\u5bf9\u91cd\u8981\u7684\u8bc1\u636e\u3001\u7ec6\u5fae\u7ebf\u7d22\u4ee5\u53ca\u6bcf\u4e2a\u89c2\u70b9\u7684\u9884\u6d4b\u5206\u6570\u90fd\u8fdb\u884c\u4e86\u8be6\u7ec6\u89e3\u91ca\uff08\u56fe6\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"289\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-12-1024x289.png\" alt=\"\u56fe6\uff1a\u53ef\u89c6\u5316 FinerFact \u7684\u63a8\u7406\u8fc7\u7a0b\uff1a\uff08a\uff09Mutual Reinforcement Graph \u4e2d\u7684 keyword \u5c42\uff0c\u6bcf\u4e2a keyword \u7684\u663e\u8457\u6027\u8868\u793a\u4e3a keyword \u7684\u5927\u5c0f\uff1b(b) \u5728 Claim-Evidence Graph \u8fdb\u884c\u7ec6\u7c92\u5ea6\u63a8\u7406\u3002\u6bcf\u79cd\u989c\u8272\u8868\u793a\u65b0\u95fb\u8bc1\u636e\u4e2d\u7684\u4e00\u4e2a\u4e3b\u9898\u3002\" class=\"wp-image-1068975\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-12-1024x289.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-12-300x85.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-12-768x217.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-12-240x68.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-12.png 1254w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe6\uff1a\u53ef\u89c6\u5316 FinerFact \u7684\u63a8\u7406\u8fc7\u7a0b\uff1a\uff08a\uff09Mutual Reinforcement Graph \u4e2d\u7684 keyword \u5c42\uff0c\u6bcf\u4e2a keyword \u7684\u663e\u8457\u6027\u8868\u793a\u4e3a keyword \u7684\u5927\u5c0f\uff1b(b) \u5728 Claim-Evidence Graph \u8fdb\u884c\u7ec6\u7c92\u5ea6\u63a8\u7406\u3002\u6bcf\u79cd\u989c\u8272\u8868\u793a\u65b0\u95fb\u8bc1\u636e\u4e2d\u7684\u4e00\u4e2a\u4e3b\u9898\u3002<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7528\u4e8e\u5728\u7ebf\u89c6\u9891\u5b9e\u4f8b\u5206\u5272\u7684\u6df7\u5408\u5b9e\u4f8b\u611f\u77e5\u7684\u65f6\u5e8f\u878d\u5408\u65b9\u6cd5\">\u7528\u4e8e\u5728\u7ebf\u89c6\u9891\u5b9e\u4f8b\u5206\u5272\u7684\u6df7\u5408\u5b9e\u4f8b\u611f\u77e5\u7684\u65f6\u5e8f\u878d\u5408\u65b9\u6cd5<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"151\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-13-1024x151.png\" alt=\"paper screenshot\" class=\"wp-image-1068978\" style=\"width:686px;height:auto\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-13-1024x151.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-13-300x44.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-13-768x113.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-13-240x35.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-13.png 1429w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2112.01695<\/p>\n\n\n\n<p>\u76f8\u8f83\u4e8e\u56fe\u50cf\u5206\u5272\uff0c\u6709\u6548\u5229\u7528\u65f6\u5e8f\u4e00\u81f4\u6027\u662f\u89c6\u9891\u5206\u5272\u7684\u6838\u5fc3\u95ee\u9898\u3002\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u5b9e\u4f8b\u611f\u77e5\u7684\u65f6\u5e8f\u878d\u5408\u65b9\u6cd5\uff0c\u7528\u4e8e\u5728\u7ebf\u89c6\u9891\u5b9e\u4f8b\u5206\u5272\uff08Video instance segmentation\uff09\u6846\u67b6\u3002\u9996\u5148\uff0c\u7814\u7a76\u5458\u4eec\u5229\u7528\u56fe\u50cf\u5206\u5272\u7684\u4e00\u79cd\u8868\u793a\uff0c\u57fa\u4e8e\u5b9e\u4f8b\u7684\u5168\u5c40\u7f16\u7801\uff08instance code\uff09\u548c CNN \u7279\u5f81\u56fe\u6765\u5206\u522b\u8868\u793a\u5b9e\u4f8b\u7ea7\u548c\u50cf\u7d20\u7ea7\u7279\u5f81\u3002\u57fa\u4e8e\u8fd9\u79cd\u8868\u793a\uff0c\u7814\u7a76\u5458\u4eec\u5f15\u5165\u4e86\u4e00\u79cd\u65e0\u9700\u88c1\u526a\u5bf9\u9f50\uff08ROI align\uff09\u7684\u65f6\u5e8f\u878d\u5408\u65b9\u6cd5\u6765\u5bf9\u89c6\u9891\u5e27\u4e4b\u95f4\uff08Inter-frame\uff09\u7684\u5185\u5bb9\u65f6\u95f4\u4e00\u81f4\u6027\u8fdb\u884c\u5efa\u6a21\u3002\u5177\u4f53\u5730\uff0c\u7814\u7a76\u5458\u4eec\u5728\u5b9e\u4f8b\u7f16\u7801\u4e2d\u5bf9\u5168\u5c40\u5b9e\u4f8b\u4fe1\u606f\u8fdb\u884c\u7f16\u7801\uff0c\u5e76\u901a\u8fc7\u5b9e\u4f8b\u7f16\u7801\u548c CNN \u7279\u5f81\u56fe\u4e4b\u95f4\u7684\u6df7\u5408\u6ce8\u610f\u529b\u673a\u5236\u5efa\u6a21\u5e27\u95f4\u7684\u4e0a\u4e0b\u6587\u878d\u5408\u3002\u5229\u7528\u5b66\u4e60\u5230\u7684\u6df7\u5408\u65f6\u95f4\u4e00\u81f4\u6027\uff0c\u7814\u7a76\u5458\u4eec\u80fd\u591f\u76f4\u63a5\u68c0\u7d22\u548c\u7ef4\u62a4\u8de8\u5e27\u7684\u5b9e\u4f8b\u8eab\u4efd\uff0c\u6452\u9664\u4e86\u5148\u524d\u65b9\u6cd5\u4e2d\u590d\u6742\u7684\u9010\u5e27\u5b9e\u4f8b\u5339\u914d\u65b9\u6848\uff0c\u63d0\u9ad8\u65b9\u6cd5\u6548\u7387\u3002\u5982\u56fe7\u6240\u5c55\u793a\u7684\u5e27\u95f4\u6ce8\u610f\u529b\u56fe\uff0c\u5bf9\u4e8e\u4e0d\u540c\u7684\u53c2\u8003\u5e27\uff0c\u5f53\u524d\u5e27\u7684\u5173\u6ce8\u70b9\u5728\u50cf\u7d20\u7ea7\u548c\u5b9e\u4f8b\u7ea7\u90fd\u5728\u65f6\u5e8f\u4e0a\u662f\u4e00\u81f4\u7684\uff08\u4e0d\u540c\u989c\u8272\u8868\u793a\u4e0d\u540c\u5b9e\u4f8b\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"990\" height=\"542\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-14.png\" alt=\"\u56fe7\uff1a\u5e27\u95f4\u6ce8\u610f\u529b\u56fe\u53ef\u89c6\u5316\" class=\"wp-image-1068981\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-14.png 990w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-14-300x164.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-14-768x420.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-14-240x131.png 240w\" sizes=\"auto, (max-width: 990px) 100vw, 990px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe7\uff1a\u5e27\u95f4\u6ce8\u610f\u529b\u56fe\u53ef\u89c6\u5316<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u56fe8\u63cf\u8ff0\u4e86\u8be5\u65b9\u6cd5\u7684\u5177\u4f53\u6846\u67b6\u3002\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u5f15\u5165\u6df7\u5408\u7684\u5e27\u95f4\u901a\u8baf\u6765\u5f3a\u5236\u89c6\u9891\u5b9e\u4f8b\u5206\u5272\u4e2d\u7684\u65f6\u95f4\u4e00\u81f4\u6027\uff0c\u7a81\u51fa\u663e\u793a\u4e86\u4e24\u4e2a\u4e3b\u8981\u7ec4\u4ef6\uff0c\u5373\u7528\u4e8e\u8fde\u63a5\u5f53\u524d\u5b9e\u4f8b\u7f16\u7801\u548c\u529f\u80fd\u7684\u5e27\u5185\u6ce8\u610f\u529b\u548c\u5e27\u95f4\u6ce8\u610f\u529b\uff0c\u4ee5\u53ca\u7528\u4e8e\u878d\u5408\u76f8\u90bb\u5e27\u4e2d\u7684\u6df7\u5408\uff08\u50cf\u7d20\u7ea7\u548c\u5b9e\u4f8b\u7ea7\uff09\u65f6\u5e8f\u4fe1\u606f\u3002\u9996\u5148\uff0cN \u4e2a\u5e27\u5185\u6ce8\u610f\u529b\u5c42\u88ab\u96c6\u6210\u5230\u5377\u79ef\u4e3b\u5e72\u4e2d\uff0c\u7136\u540e\u662f M \u4e2a\u6ce8\u610f\u529b\u5c42\u4ea4\u7ec7\u5e27\u95f4\u548c\u5e27\u5185\u6ce8\u610f\u529b\u5efa\u6a21\u3002\u5f52\u56e0\u4e8e\u7f51\u7edc\u7ed3\u6784\u8bbe\u8ba1\u548c\u9644\u52a0\u7684\u5bf9\u6bd4\u635f\u5931\u51fd\u6570\uff0c\u6700\u7ec8\u5728\u4e0d\u540c\u5e27\u95f4\u5b9e\u4f8b\u7f16\u7801\u987a\u5e8f\u80fd\u591f\u4fdd\u6301\u4e00\u81f4\uff08Order consistent\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"484\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-15-1024x484.png\" alt=\"diagram\" class=\"wp-image-1068984\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-15-1024x484.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-15-300x142.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-15-768x363.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-15-240x113.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-15.png 1402w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe8\uff1a\u6846\u67b6\u6982\u8ff0<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u7efc\u5408\u5b9e\u9a8c\u8868\u660e\uff0c\u8be5\u6a21\u578b\u5728 Youtube-VIS-19\/21\u6570\u636e\u96c6\u4e0a\uff0c\u4e0e\u6240\u6709\u5728\u7ebf\u89c6\u9891\u5b9e\u4f8b\u5206\u5272\u65b9\u6cd5\u5bf9\u6bd4\uff0c\u53d6\u5f97\u4e86\u6700\u4f73\u6027\u80fd\uff0c\u7ed3\u679c\u5728\u88684\u5c55\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"989\" height=\"551\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-16.png\" alt=\"\u88684\uff1a\u5728 YoutubeVIS-2019\u7684\u89c6\u9891\u5b9e\u4f8b\u5206\u5272\u7ed3\u679c\" class=\"wp-image-1068987\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-16.png 989w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-16-300x167.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-16-768x428.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-16-240x134.png 240w\" sizes=\"auto, (max-width: 989px) 100vw, 989px\" \/><figcaption class=\"wp-element-caption\"><em>\u88684\uff1a\u5728 YoutubeVIS-2019\u7684\u89c6\u9891\u5b9e\u4f8b\u5206\u5272\u7ed3\u679c<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7528\u4e8e\u89c6\u9891\u5bf9\u8c61\u5206\u5272\u7684\u53ef\u9760\u4f20\u64ad-\u6821\u6b63\u8c03\u5236\u7f51\u7edc\">\u7528\u4e8e\u89c6\u9891\u5bf9\u8c61\u5206\u5272\u7684\u53ef\u9760\u4f20\u64ad-\u6821\u6b63\u8c03\u5236\u7f51\u7edc<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"157\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-17-1024x157.png\" alt=\"paper screenshot\" class=\"wp-image-1068990\" style=\"width:668px;height:auto\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-17-1024x157.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-17-300x46.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-17-768x118.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-17-1536x236.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-17-240x37.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-17.png 1901w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><em>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2112.02853<\/em><\/p>\n\n\n\n<p>\u8bef\u5dee\u4f20\u64ad\u662f\u89c6\u9891\u5bf9\u8c61\u5206\u5272\uff08Video object segmentation\uff09\u4e2d\u4e00\u4e2a\u666e\u904d\u4f46\u81f3\u5173\u91cd\u8981\u7684\u95ee\u9898\u3002\u5982\u4f55\u901a\u8fc7\u5177\u6709\u9ad8\u53ef\u9760\u6027\u7684\u6821\u6b63\u673a\u5236\u6765\u6291\u5236\u8bef\u5dee\u4f20\u64ad\uff0c\u4ece\u800c\u63d0\u9ad8\u5206\u5272\u7684\u51c6\u786e\u6027\uff0c\u4e5f\u6210\u4e3a\u7814\u7a76\u5458\u4eec\u5173\u6ce8\u7684\u4e00\u4e2a\u91cd\u8981\u95ee\u9898\u3002\u672c\u6587\u4e2d\u6240\u63d0\u51fa\u7684\u65b9\u6cd5\u7684\u6838\u5fc3\u662f\u628a\u4fe1\u606f\u6d41\u5728\u5e38\u89c4\u7684\u4f20\u64ad\uff08Propagation\uff09\u8fc7\u7a0b\u548c\u7528\u53ef\u9760\u7ebf\u7d22\u6821\u6b63\uff08Correction\uff09\u7684\u8fc7\u7a0b\u4e2d\u89e3\u8026\u3002\u56fe9\u6982\u8ff0\u4e86\u8be5\u7f51\u7edc\u6846\u67b6\u3002\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5f15\u5165\u4e86\u4e24\u79cd\u8c03\u5236\u5668\uff08Modulation\uff09\u7f51\u7edc\uff0c\u4f20\u64ad\u548c\u6821\u6b63\u8c03\u5236\u6a21\u5757\uff0c\u5206\u522b\u6839\u636e\u5c40\u90e8\u65f6\u95f4\u76f8\u5173\u6027\u548c\u53c2\u8003\u53ef\u9760\u6027\u5bf9\u76ee\u6807\u5e27\u7279\u5f81\u9010\u901a\u9053\u91cd\u65b0\u6821\u51c6\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u7814\u7a76\u5458\u4eec\u4f7f\u7528\u7ea7\u8054\u4f20\u64ad\u6821\u6b63\u65b9\u6848\u7ec4\u88c5\u8c03\u5236\u6a21\u5757\uff0c\u4ece\u800c\u907f\u514d\u4e86\u4f20\u64ad\u6a21\u5757\u5bf9\u6821\u6b63\u6a21\u5757\u7684\u5f71\u54cd\u3002\u5c3d\u7ba1\u53c2\u8003\u5e27\u63d0\u4f9b\u4e86\u53ef\u9760\u7684\u7ebf\u7d22\uff0c\u4f46\u5b83\u53ef\u80fd\u4e0e\u76ee\u6807\u5e27\u5dee\u5f02\u8f83\u5927\uff08\u5982\u56fe10\uff0c\u53c2\u8003\u5e27\u4e2d\u7684\u888b\u9f20\u5728\u6700\u540e\u4e00\u5e27\u6d88\u5931\u4e86\uff0c\u4eba\u7269\u5916\u89c2\u53d8\u5316\u4e5f\u975e\u5e38\u5927\uff09\uff0c\u5177\u6709\u4e0d\u5b8c\u6574\u548c\u4e0d\u786e\u5b9a\u7684\u76f8\u5173\u6027\uff08\u5373\u88ab\u53c2\u8003\u7684\u53ef\u9760\u6027 Reliability \u51cf\u5f31\uff09\u3002\u7814\u7a76\u5458\u4eec\u8fd8\u901a\u8fc7\u5c06\u53ef\u9760\u7684\u529f\u80fd\u8865\u4e01\u8865\u5145\u5230\u7ef4\u62a4\u6c60\uff08Reliable patch pool\uff09\uff0c\u4ece\u800c\u4e3a\u8c03\u5236\u7f51\u7edc\u63d0\u4f9b\u66f4\u5168\u9762\u548c\u66f4\u5177\u8868\u73b0\u529b\u7684\u5bf9\u8c61\u4ee3\u7406\u8868\u793a\uff08Object proxy\uff09\u3002\u5176\u4e2d\u53ef\u9760\u6027\u8fc7\u6ee4\u5668\uff08Reliability filter\uff09\u53ef\u8fc7\u6ee4\u6389\u540e\u7eed\u5e27\u7684\u4e0d\u786e\u5b9a\u8865\u4e01\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"358\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-18-1024x358.png\" alt=\"\u56fe9\uff1a\u7f51\u8def\u6846\u67b6\u6982\u8ff0\" class=\"wp-image-1068993\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-18-1024x358.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-18-300x105.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-18-768x269.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-18-240x84.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-18.png 1124w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe9\uff1a\u7f51\u8def\u6846\u67b6\u6982\u8ff0<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"634\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-19-1024x634.png\" alt=\"\u56fe10\uff1a\u8be5\u65b9\u6cd5\u7684\u5173\u952e\u662f\u5229\u7528\u53ef\u9760\u7ebf\u7d22\u8865\u5168\u7269\u4f53\u5bf9\u8c61\u7684\u8868\u793a\u5e76\u6291\u5236\u8bef\u5dee\u4f20\u64ad\" class=\"wp-image-1068996\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-19-1024x634.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-19-300x186.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-19-768x475.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-19-240x149.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-19.png 1184w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe10\uff1a\u8be5\u65b9\u6cd5\u7684\u5173\u952e\u662f\u5229\u7528\u53ef\u9760\u7ebf\u7d22\u8865\u5168\u7269\u4f53\u5bf9\u8c61\u7684\u8868\u793a\u5e76\u6291\u5236\u8bef\u5dee\u4f20\u64ad<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u8be5\u6a21\u578b\u5728\u5f53\u65f6\u7684 YouTube-VOS18\/19 \u548c DAVIS17-Val\/Test \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8fbe\u5230\u4e86\u6700\u5148\u8fdb\u7684\u6027\u80fd\uff0c\u7ed3\u679c\u5728\u88685\u5c55\u793a\u3002\u56fe10\uff08a\uff09\u4e5f\u5c55\u793a\u4e86\u8be5\u65b9\u6cd5\u968f\u7740\u65f6\u95f4\u589e\u957f\u51c6\u786e\u6027\u4e0b\u964d\u6700\u5c11\uff0c\u8fd9\u5f52\u529f\u4e8e\u6a21\u578b\u6291\u5236\u4e86\u8bef\u5dee\u7684\u4f20\u64ad\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"364\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-20-1024x364.png\" alt=\"\u88685\uff1a\u5728 Youtube-VOS 2018\u548c2019\u4e0a\u7684\u7ed3\u679c\" class=\"wp-image-1068999\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-20-1024x364.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-20-300x107.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-20-768x273.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-20-1536x546.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-20-2048x728.png 2048w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-20-240x85.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u88685\uff1a\u5728 Youtube-VOS 2018\u548c2019\u4e0a\u7684\u7ed3\u679c<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"xlm-k-\u901a\u8fc7\u591a\u8bed\u8a00\u77e5\u8bc6\u5e93\u63d0\u9ad8\u8de8\u8bed\u8a00\u9884\u8bad\u7ec3\u6a21\u578b\">XLM-K\uff1a\u901a\u8fc7\u591a\u8bed\u8a00\u77e5\u8bc6\u5e93\u63d0\u9ad8\u8de8\u8bed\u8a00\u9884\u8bad\u7ec3\u6a21\u578b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"591\" height=\"127\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-21.png\" alt=\"paper screenshot\" class=\"wp-image-1069002\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-21.png 591w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-21-300x64.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-21-240x52.png 240w\" sizes=\"auto, (max-width: 591px) 100vw, 591px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2109.12573<\/p>\n\n\n\n<p>\u8de8\u8bed\u8a00\u9884\u8bad\u7ec3\u7684\u76ee\u6807\u662f\u63d0\u9ad8\u6a21\u578b\u5728\u8bed\u8a00\u4e4b\u95f4\u7684\u8fc1\u79fb\u80fd\u529b\uff0c\u4f7f\u6a21\u578b\u53ef\u4ee5\u5728\u4e00\u79cd\u8bed\u8a00\u4e0a\u8bad\u7ec3\uff0c\u7136\u540e\u5728\u5176\u4ed6\u8bed\u8a00\u4e0a\u76f4\u63a5\u6d4b\u8bd5\u3002\u4e4b\u524d\u8de8\u8bed\u8a00\u6a21\u578b\u7684\u80fd\u529b\u4e3b\u8981\u6765\u6e90\u4e8e\u5355\u8bed\u548c\u53cc\u8bed\u7684\u666e\u901a\u6587\u672c\u3002\u672c\u6587\u9996\u6b21\u63d0\u51fa\u4ece\u591a\u8bed\u8a00\u7684\u77e5\u8bc6\u5e93\u4e2d\u6765\u5b66\u4e60\u8de8\u8bed\u8a00\u80fd\u529b\u3002\u591a\u8bed\u8a00\u77e5\u8bc6\u5e93\u4e2d\u7684\u5b9e\u4f53\u53ef\u4ee5\u540c\u65f6\u5bf9\u5e94\u591a\u4e2a\u8bed\u8a00\uff0c\u63d0\u4f9b\u65b0\u7684\u8de8\u8bed\u8a00\u76d1\u7763\uff0c\u800c\u4e14\u4e5f\u53ef\u4ee5\u589e\u5f3a\u6a21\u578b\u5bf9\u4e8e\u77e5\u8bc6\u7684\u7406\u89e3\u3002\u56fe11\u4e3a\u4e00\u4e2a\u591a\u8bed\u8a00\u77e5\u8bc6\u5e93\u7684\u4f8b\u5b50\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"942\" height=\"495\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-22.png\" alt=\"\u56fe11\uff1a\u591a\u8bed\u8a00\u77e5\u8bc6\u5e93\u793a\u4f8b\" class=\"wp-image-1069005\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-22.png 942w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-22-300x158.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-22-768x404.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-22-240x126.png 240w\" sizes=\"auto, (max-width: 942px) 100vw, 942px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe11\uff1a\u591a\u8bed\u8a00\u77e5\u8bc6\u5e93\u793a\u4f8b<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e24\u4e2a\u65b0\u7684\u9884\u8bad\u7ec3\u4efb\u52a1\uff1a\u63a9\u7801\u5b9e\u4f53\u9884\u6d4b\uff08Masked Entity Prediction\uff09\u548c\u5ba2\u4f53\u63a8\u7406\uff08Object Entailment\uff09\u3002\u8fd9\u4e24\u4e2a\u4efb\u52a1\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u5b9e\u73b0\u66f4\u597d\u7684\u8de8\u8bed\u8a00\u5bf9\u9f50\uff0c\u4ee5\u53ca\u8ba9\u6a21\u578b\u6709\u66f4\u597d\u7684\u8bb0\u5fc6\u77e5\u8bc6\u3002\u63a9\u7801\u5b9e\u4f53\u9884\u6d4b\u4e2d\uff0c\u5728\u6587\u672c\u8f93\u5165\u4e2d\u6709\u63a9\u7801\u7684\u4f4d\u7f6e\uff0c\u6a21\u578b\u4e0d\u4ec5\u9700\u8981\u9884\u6d4b\u88ab\u53bb\u6389\u7684\u8bcd\uff0c\u8fd8\u9700\u8981\u9884\u6d4b\u8fd9\u4e2a\u8bcd\u80fd\u591f\u94fe\u63a5\u5230\u77e5\u8bc6\u5e93\u4e2d\u7684\u54ea\u4e2a\u5b9e\u4f53\u3002\u4f8b\u5982\u4e00\u6bb5\u6587\u672c\u4e2d\u7684\u82f9\u679c\u88ab\u53bb\u6389\u540e\uff0c\u6a21\u578b\u9700\u8981\u5224\u65ad\u8fd9\u4e2a\u8bcd\u5e94\u8be5\u94fe\u63a5\u5230\u5c5e\u4e8e\u6c34\u679c\u7684\u82f9\u679c\u8fd8\u662f\u5c5e\u4e8e\u516c\u53f8\u7684\u82f9\u679c\u3002\u5ba2\u4f53\u63a8\u7406\u4efb\u52a1\u4e2d\uff0c\u6a21\u578b\u7684\u8f93\u5165\u662f\u4e00\u6bb5\u63cf\u8ff0\u4e3b\u4f53\uff08subject\uff09\u7684\u6587\u672c\u4ee5\u53ca\u4e3b\u4f53\u548c\u5ba2\u4f53\uff08object\uff09\u7684\u5173\u7cfb\uff0c\u6a21\u578b\u9700\u8981\u9884\u6d4b\u7684\u5ba2\u4f53\u662f\u4ec0\u4e48\u3002\u4f8b\u5982\uff0c\u4e3b\u4f53\u662f\u201c\u82f9\u679c\u201c\u7684\u4ecb\u7ecd\uff0c\u5173\u7cfb\u662f\u201c\u5c5e\u4e8e\u5b50\u7c7b\u201d\uff0c\u90a3\u4e48\u5ba2\u4f53\u5c31\u662f\u201c\u6c34\u679c\u201d\uff0c\u56e0\u4e3a\u201c\u82f9\u679c\u5c5e\u4e8e\u6c34\u679c\u7684\u5b50\u7c7b\u201d\u3002\u4e24\u4e2a\u4efb\u52a1\u4e2d\uff0c\u8f93\u5165\u548c\u8f93\u51fa\u7684\u95ee\u9898\u90fd\u53ef\u4ee5\u662f\u4e0d\u540c\u7684\u8bed\u8a00\uff0c\u56e0\u6b64\u6a21\u578b\u53ef\u4ee5\u83b7\u5f97\u66f4\u597d\u7684\u8de8\u8bed\u8a00\u6027\u80fd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"620\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-23-1024x620.png\" alt=\"graphical user interface, diagram\" class=\"wp-image-1069008\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-23-1024x620.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-23-300x182.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-23-768x465.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-23-240x145.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-23.png 1431w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe12\uff1a\u9884\u8bad\u7ec3\u4efb\u52a1\u4ecb\u7ecd<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5728\u5177\u4f53\u4efb\u52a1\u4e0a\u7684\u6d4b\u8bd5\u8868\u660e\u4e86 XLM-K \u6a21\u578b\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u77e5\u8bc6\u76f8\u5173\u7684\u4efb\u52a1\u7684\u6027\u80fd\u3002\u53ef\u4ee5\u770b\u5230\uff0c\u8be5\u6a21\u578b\u5728\u9605\u8bfb\u7406\u89e3\u548c\u547d\u540d\u4f53\u8bc6\u522b\u4e0a\u6709\u8f83\u5927\u7684\u63d0\u5347\uff0c\u5728\u666e\u901a\u6587\u672c\u4efb\u52a1\u4e0a\u6548\u679c\u6301\u5e73\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"216\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-24-1024x216.png\" alt=\"\u88686\uff1a\u8de8\u8bed\u8a00\u4e0b\u6e38\u4efb\u52a1\u8bc4\u6d4b\u7ed3\u679c\" class=\"wp-image-1069011\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-24-1024x216.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-24-300x63.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-24-768x162.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-24-1536x324.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-24-240x51.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-24.png 1757w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u88686\uff1a\u8de8\u8bed\u8a00\u4e0b\u6e38\u4efb\u52a1\u8bc4\u6d4b\u7ed3\u679c<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u7814\u7a76\u5458\u4eec\u7528\u77e5\u8bc6\u63a2\u9488\u4efb\u52a1\u6765\u6d4b\u8bd5 XLM-K \u6a21\u578b\u5bf9\u77e5\u8bc6\u7684\u8bb0\u5fc6\u7a0b\u5ea6\u3002\u77e5\u8bc6\u63a2\u9488\u4efb\u52a1\u628a\u77e5\u8bc6\u5e93\u4e2d\u7684\u77e5\u8bc6\u8f6c\u5316\u6210\u5e26\u6709\u63a9\u7801\u7684\u53e5\u5b50\uff0c\u4f8b\u5982\u201c\u7231\u56e0\u65af\u5766\u51fa\u751f\u5728____\u201d\u3002\u6a21\u578b\u9700\u8981\u76f4\u63a5\u9884\u6d4b\u201d\u5fb7\u56fd\u201c\u3002\u7531\u7ed3\u679c\u53ef\u89c1\uff0cXLM-K \u6a21\u578b\u53d6\u5f97\u4e86\u66f4\u597d\u7684\u8bb0\u5fc6\u6548\u679c\u3002\u8fd9\u4e5f\u8868\u660e\u4e86\u7814\u7a76\u5458\u4eec\u7684\u6a21\u578b\u66f4\u597d\u5730\u878d\u5165\u4e86\u77e5\u8bc6\u5e93\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"182\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-25-1024x182.png\" alt=\"\u88687\uff1a\u77e5\u8bc6\u63a2\u9488\u8bc4\u6d4b\u7ed3\u679c\" class=\"wp-image-1069014\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-25-1024x182.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-25-300x53.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-25-768x137.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-25-1536x274.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-25-240x43.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-25.png 1774w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u88687\uff1a\u77e5\u8bc6\u63a2\u9488\u8bc4\u6d4b\u7ed3\u679c<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7528\u4e8e\u6587\u672c\u6458\u8981\u4efb\u52a1\u7684\u5e8f\u5217\u7ea7\u5bf9\u6bd4\u5b66\u4e60\u6a21\u578b\">\u7528\u4e8e\u6587\u672c\u6458\u8981\u4efb\u52a1\u7684\u5e8f\u5217\u7ea7\u5bf9\u6bd4\u5b66\u4e60\u6a21\u578b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"529\" height=\"124\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-26.png\" alt=\"paper screenshot\" class=\"wp-image-1069017\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-26.png 529w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-26-300x70.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-26-240x56.png 240w\" sizes=\"auto, (max-width: 529px) 100vw, 529px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2109.03481<\/p>\n\n\n\n<p>\u6587\u672c\u6458\u8981\uff08Text Summarization\uff09\u7684\u4e3b\u8981\u76ee\u6807\u5c31\u662f\u63d0\u70bc\u4e00\u7bc7\u957f\u6587\u7ae0\u7684\u4e3b\u8981\u5185\u5bb9\uff0c\u5c06\u5176\u6539\u5199\u6210\u4e00\u7bc7\u6982\u62ec\u6027\u7684\u6458\u8981\u3002\u6309\u7167\u6539\u5199\u7684\u65b9\u5f0f\uff0c\u901a\u5e38\u5c06\u6458\u8981\u5206\u4e3a\u62bd\u53d6\u5f0f\u6458\u8981\u548c\u751f\u6210\u5f0f\u6458\u8981\u4e24\u79cd\u3002\u62bd\u53d6\u5f0f\u6458\u8981\u662f\u6307\u4ece\u539f\u6587\u4e2d\u62bd\u53d6\u51e0\u4e2a\u53e5\u5b50\u4f5c\u4e3a\u6458\u8981\uff0c\u800c\u751f\u6210\u5f0f\u6458\u8981\u5219\u9700\u8981\u6a21\u578b\u5bf9\u6574\u4e2a\u957f\u6587\u7ae0\u6709\u4e00\u4e2a\u6574\u4f53\u7684\u7406\u89e3\uff0c\u7136\u540e\u751f\u6210\u4e00\u6bb5\u7b80\u6d01\u3001\u8fde\u8d2f\u7684\u6458\u8981\u3002<\/p>\n\n\n\n<p>\u76ee\u524d\u6765\u8bf4\u751f\u6210\u5f0f\u6458\u8981\u4e3b\u8981\u662f\u5728 sequence-to-sequence \u6846\u67b6\u4e0b\u5b8c\u6210\u7684\uff08\u5982\u56fe13\u6240\u793a\uff09\u3002\u901a\u8fc7\u4e00\u4e2a\u7f16\u7801\u5668\uff08Encoder\uff09\u5bf9\u957f\u7684\u6587\u7ae0\u8fdb\u884c\u7f16\u7801\uff0c\u518d\u7528\u4e00\u4e2a\u89e3\u7801\u5668\uff08Decoder\uff09\u5bf9\u7f16\u7801\u540e\u7684\u4fe1\u606f\u8fdb\u884c\u89e3\u7801\u5e76\u751f\u6210\u60f3\u8981\u7684\u6458\u8981\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u901a\u5e38\u4f7f\u7528\u7684\u662fNLL\uff08Negative Log Likelihood\uff09\u4f5c\u4e3a\u635f\u5931\u51fd\u6570\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"933\" height=\"675\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-27.png\" alt=\"diagram\" class=\"wp-image-1069023\" style=\"width:548px;height:auto\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-27.png 933w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-27-300x217.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-27-768x556.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-27-240x174.png 240w\" sizes=\"auto, (max-width: 933px) 100vw, 933px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe13\uff1aSequence-to-Sequence \u8bad\u7ec3\u4e2d\u4f7f\u7528\u7684 NLL \u635f\u5931\u51fd\u6570<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u4f46\u662f\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u610f\u8bc6\u5230 NLL \u5e76\u6ca1\u6709\u5f88\u597d\u5730\u5efa\u6a21\u6587\u672c\u6458\u8981\u4efb\u52a1\u4e00\u4e2a\u91cd\u8981\u7684\u7279\u70b9\uff1a\u6587\u7ae0\u548c\u6458\u8981\u867d\u7136\u957f\u5ea6\u7684\u5dee\u522b\u5f88\u5927\uff0c\u4f46\u662f\u6240\u63cf\u8ff0\u7684\u4e3b\u8981\u5185\u5bb9\u5e94\u8be5\u662f\u4e00\u81f4\u7684\u3002\u4e3a\u4e86\u66f4\u597d\u5730\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5f3a\u8c03\u8fd9\u4e00\u70b9\uff0c\u7814\u7a76\u5458\u4eec\u5f15\u5165\u4e86\u5e8f\u5217\u95f4\u5bf9\u6bd4\u5b66\u4e60\u6a21\u578b SeqCo\uff08Sequence-level Contrastive Learning\uff09\uff0c\u5c06\u6587\u7ae0\u548c\u6458\u8981\u6620\u5c04\u5230\u6210\u540c\u4e00\u4e2a\u5411\u91cf\u7a7a\u95f4\u7684\u4e24\u4e2a\u5e8f\u5217\uff0c\u5e76\u4e14\u5728\u8be5\u5411\u91cf\u7a7a\u95f4\u5185\u62c9\u8fd1\u6587\u7ae0\u5e8f\u5217\u548c\u6458\u8981\u5e8f\u5217\u7684\u76f8\u4f3c\u5ea6\u3002<\/p>\n\n\n\n<p>\u9664\u6b64\u4e4b\u5916\uff0c\u4e3a\u4e86\u589e\u52a0\u8bad\u7ec3\u6837\u672c\u7684\u591a\u6837\u6027\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u5c06\u6a21\u578b\u751f\u6210\u7684\u6458\u8981\u4e5f\u52a0\u5165\u5230\u8bad\u7ec3\u6837\u672c\u4e2d\u3002\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u5728\u4f18\u5316 NLL \u7684\u540c\u65f6\uff0c\u4e5f\u5728\u62c9\u8fd1\u539f\u6587\u7ae0\u3001\u76ee\u6807\u6458\u8981\u548c\u6a21\u578b\u751f\u6210\u7684\u6458\u8981\u4e09\u8005\u7684\u76f8\u4f3c\u5ea6(\u5982\u56fe15\u6240\u793a)\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u8ddf BYOL \u7c7b\u4f3c\uff0c\u7814\u7a76\u5458\u4eec\u91c7\u7528\u4e86\u53cc\u5854\u578b\u7684\u7ed3\u6784\uff08\u89c1\u56fe14\uff09\u3002\u4e3a\u63d0\u9ad8\u8bad\u7ec3\u7684\u7a33\u5b9a\u6027\uff0c\u5bf9\u6bd4\u5b66\u4e60\u76ee\u6807\u7aef\u7684\u53c2\u6570\u4e3a\u5176\u5bf9\u6bd4\u7aef\u7684\u79fb\u52a8\u5e73\u5747\u503c\uff08moving average\uff09\u5e76\u505c\u6b62\u68af\u5ea6\u56de\u4f20\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"476\" height=\"357\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-28.png\" alt=\"\u56fe14\uff1a\u8bad\u7ec3\u8fc7\u7a0b\u7684\u5bf9\u6bd4\u5b66\u4e60\u635f\u5931\u51fd\u6570\" class=\"wp-image-1069026\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-28.png 476w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-28-300x225.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-28-80x60.png 80w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-28-240x180.png 240w\" sizes=\"auto, (max-width: 476px) 100vw, 476px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe14\uff1a\u8bad\u7ec3\u8fc7\u7a0b\u7684\u5bf9\u6bd4\u5b66\u4e60\u635f\u5931\u51fd\u6570<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"754\" height=\"572\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-29.png\" alt=\"diagram\" class=\"wp-image-1069029\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-29.png 754w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-29-300x228.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-29-80x60.png 80w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-29-237x180.png 237w\" sizes=\"auto, (max-width: 754px) 100vw, 754px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe15\uff1a\u62c9\u8fd1\u539f\u6587\u7ae0\u3001\u76ee\u6807\u6458\u8981\u548c\u6a21\u578b\u751f\u6210\u7684\u6458\u8981\u4e09\u8005\u7684\u76f8\u4f3c\u5ea6<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u548c\u4ec5\u4ec5\u4f7f\u7528\u4e86 NLL \u4f5c\u4e3a\u635f\u5931\u51fd\u6570\u7684\u6a21\u578b\u76f8\u6bd4\uff0c\u5728\u8bad\u7ec3\u4e2d\u5f15\u5165\u5bf9\u6bd4\u5b66\u4e60\u4f7f\u5f97\u6a21\u578b\u7684\u6548\u679c\u5728 CNNDM\u3001XSum \u548c NYT \u6458\u8981\u6570\u636e\u96c6\u4e0a\u90fd\u5f97\u5230\u4e86\u663e\u8457\u7684\u63d0\u5347\uff08\u88688\u4e3a\u5728 CNNDM \u4e0a\u7684\u7ed3\u679c\uff0c\u5728\u5176\u4ed6\u6570\u636e\u96c6\u4e0a\u7684\u7ed3\u679c\u5177\u6709\u76f8\u540c\u8d8b\u52bf\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"360\" height=\"301\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-30.png\" alt=\"\u88688\uff1aCNN\/DM\u6570\u636e\u96c6\u4e0a\u4e0d\u540c\u65b9\u6cd5\u7684\u6027\u80fd\u6bd4\u8f83\" class=\"wp-image-1069032\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-30.png 360w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-30-300x251.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-30-215x180.png 215w\" sizes=\"auto, (max-width: 360px) 100vw, 360px\" \/><figcaption class=\"wp-element-caption\"><em>\u88688\uff1aCNN\/DM\u6570\u636e\u96c6\u4e0a\u4e0d\u540c\u65b9\u6cd5\u7684\u6027\u80fd\u6bd4\u8f83<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u9488\u5bf9\u56fe\u7247\u8bc6\u522b\u7684\u7a00\u758fmlp-\u81ea\u6ce8\u610f\u529b\u673a\u5236\u771f\u7684\u662f\u5fc5\u8981\u7684\u5417\">\u9488\u5bf9\u56fe\u7247\u8bc6\u522b\u7684\u7a00\u758fMLP\uff1a\u81ea\u6ce8\u610f\u529b\u673a\u5236\u771f\u7684\u662f\u5fc5\u8981\u7684\u5417\uff1f<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"995\" height=\"207\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-31.png\" alt=\"paper screenshot\" class=\"wp-image-1069035\" style=\"width:697px;height:auto\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-31.png 995w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-31-300x62.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-31-768x160.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-31-240x50.png 240w\" sizes=\"auto, (max-width: 995px) 100vw, 995px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2109.05422.pdf<br>\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/microsoft\/SPACH<\/p>\n\n\n\n<p>\u6700\u8fd1\uff0cTransformer \u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u53d6\u5f97\u4e86\u9886\u5148\u6027\u80fd\u5e76\u5f97\u5230\u4e86\u5b66\u8005\u7684\u5e7f\u6cdb\u5173\u6ce8\u3002\u5176\u4e2d\uff0c\u81ea\u6ce8\u610f\u529b\u673a\u5236(Self-Attention)\u662f Transformer \u53d6\u5f97\u6210\u529f\u7684\u6838\u5fc3\u6a21\u5757\u3002\u5b83\u4ee5\u4e00\u79cd\u52a8\u6001\u7684\u65b9\u5f0f\u6355\u83b7\u56fe\u7247\u7684\u5168\u5c40\u611f\u53d7\u91ce\u3002\u7136\u800c\uff0c\u7531\u4e8e\u9700\u8981\u8ba1\u7b97\u6bcf\u4e24\u4e2a token \u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5b83\u7684\u65f6\u95f4\u590d\u6742\u5ea6\u662f\u5e73\u65b9\u91cf\u7ea7\u7684\uff0c\u56e0\u6b64\uff0c\u96be\u4ee5\u5904\u7406\u9ad8\u5206\u8fa8\u7387\u56fe\u7247\uff0c\u5e76\u4e14\u5bf9\u91d1\u5b57\u5854\u7ed3\u6784\uff08pyramid structure\uff09\u5f88\u4e0d\u53cb\u597d\u3002\u800c\u9ad8\u5206\u8fa8\u7387\u8f93\u5165\u548c\u91d1\u5b57\u5854\u7ed3\u6784\u662f\u63d0\u9ad8\u56fe\u7247\u8bc6\u522b\u6027\u80fd\u7684\u5173\u952e\u8981\u7d20\u3002\u6b64\u5916\uff0cTransformer \u5b8c\u5168\u6452\u5f03\u4e86\u5c40\u90e8\u504f\u7f6e\uff08locality bias\uff09\u3002\u8fd9\u79cd\u5c40\u90e8\u504f\u7f6e\u4e5f\u662f\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u53d6\u5f97\u6210\u529f\u7684\u91cd\u8981\u56e0\u7d20\u3002<\/p>\n\n\n\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u4e5f\u6709\u5b66\u8005\u5bf9\u81ea\u6ce8\u610f\u529b\u673a\u5236\u7684\u5fc5\u8981\u6027\u63d0\u51fa\u4e86\u8d28\u7591\u3002MLP-Mixer\u8bbe\u8ba1\u4e86\u4e00\u79cd\u5355\u7eaf\u4f7f\u7528\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u7684\u7f51\u7edc\u67b6\u6784\u3002\u5b83\u4e0e\u57fa\u4e8e Transformer \u7684\u7f51\u7edc\u67b6\u6784 ViT \u7684\u4e3b\u8981\u533a\u522b\u662f\u5728\u7a7a\u57df\u4e0a\u8fdb\u884c token \u4e4b\u95f4\u7684\u4ea4\u4e92\u65f6\u4ec5\u4f7f\u7528\u4e86 MLP \u6765\u66ff\u4ee3\u81ea\u6ce8\u610f\u529b\u673a\u5236\u3002MLP \u7531\u4e8e\u53c2\u6570\u91cf\u5927\u5bb9\u6613\u8fc7\u62df\u5408\uff0c\u56e0\u6b64\u6548\u679c\u4e0e\u57fa\u4e8e Transformer \u7684\u65b9\u6cd5\u6bd4\u8fd8\u6709\u5dee\u8ddd\u3002\u7136\u800c\uff0c\u8fd9\u5e76\u4e0d\u80fd\u8bc1\u660e\u81ea\u6ce8\u610f\u529b\u673a\u5236\u4e00\u5b9a\u662f\u5fc5\u8981\u7684\u3002<\/p>\n\n\n\n<p>\u5728\u8fdb\u884c\u5168\u5c40\u5efa\u6a21\u65f6\uff0c\u672c\u6587\u8bbe\u8ba1\u4e86\u4e00\u79cd\u4e0d\u57fa\u4e8e\u81ea\u6ce8\u610f\u529b\u673a\u5236\u7684\u65b9\u6cd5\u2014\u2014\u7a00\u758f\u7684\u591a\u5c42\u611f\u77e5\u673a\uff08sparse MLP\uff09\u6a21\u5757\u3002\u6bcf\u4e2a token \u53ea\u4e0e\u5176\u6240\u5728\u884c\u548c\u6240\u5728\u5217\u7684 token \u8fdb\u884c\u76f4\u63a5\u4ea4\u4e92\u3002\u8fd9\u79cd\u65b9\u6cd5\u53c2\u6570\u91cf\u4f4e\uff0c\u7f13\u89e3\u4e86 MLP \u5bb9\u6613\u8fc7\u62df\u5408\u7684\u95ee\u9898\uff0c\u540c\u65f6\u53c8\u53ef\u4ee5\u5feb\u901f\u5730\u6355\u83b7\u5168\u5c40\u611f\u53d7\u91ce\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"402\" height=\"212\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-32.png\" alt=\"\u56fe16\uff1a\u4f20\u7edf MLP \u4e0e\u672c\u6587\u63d0\u51fa\u7684\u7a00\u758f MLP \u5bf9\u6bd4\u793a\u610f\u56fe\" class=\"wp-image-1069038\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-32.png 402w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-32-300x158.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-32-240x127.png 240w\" sizes=\"auto, (max-width: 402px) 100vw, 402px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe16\uff1a\u4f20\u7edf MLP \u4e0e\u672c\u6587\u63d0\u51fa\u7684\u7a00\u758f MLP \u5bf9\u6bd4\u793a\u610f\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u57fa\u4e8e sparse MLP\uff0c\u914d\u5408\u5c40\u90e8\u504f\u7f6e\u548c\u91d1\u5b57\u5854\u7ed3\u6784\u8fd9\u79cd\u5bf9\u4e8e\u56fe\u7247\u8bc6\u522b\u5f88\u91cd\u8981\u7684\u8bbe\u8ba1\u7406\u5ff5\uff0c\u8be5\u65b9\u6cd5\u8fbe\u5230\u4e86\u548c\u57fa\u4e8e\u81ea\u6ce8\u610f\u529b\u673a\u5236\u7684\u65b9\u6cd5\u4e00\u6837\u7684\u6027\u80fd\u3002\u8fd9\u8bf4\u660e\u81ea\u6ce8\u610f\u529b\u673a\u5236\u5e76\u4e0d\u662f\u5fc5\u987b\u7684\uff0c\u4e5f\u5e0c\u671b\u672c\u6587\u53ef\u4ee5\u542f\u53d1\u66f4\u591a\u7814\u7a76\u4eba\u5458\u5173\u6ce8\u4e0d\u57fa\u4e8e\u81ea\u6ce8\u610f\u529b\u673a\u5236\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"569\" height=\"694\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-33.png\" alt=\"table\" class=\"wp-image-1069041\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-33.png 569w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-33-246x300.png 246w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-33-148x180.png 148w\" sizes=\"auto, (max-width: 569px) 100vw, 569px\" \/><figcaption class=\"wp-element-caption\"><em>\u88689\uff1a\u5728 ImageNet-1k \u4e0a\u4e0e\u4e3b\u6d41\u65b9\u6cd5\u7684\u6027\u80fd\u6bd4\u8f83<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"shift-\u64cd\u4f5c\u4e0e-transformer-\u7684\u7ed3\u5408-\u4e00\u79cd\u9ad8\u6548\u7684-attention-\u66ff\u4ee3\u65b9\u6848\">Shift \u64cd\u4f5c\u4e0e Transformer \u7684\u7ed3\u5408\uff1a\u4e00\u79cd\u9ad8\u6548\u7684 Attention \u66ff\u4ee3\u65b9\u6848<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"552\" height=\"117\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-34.png\" alt=\"paper screenshot\" class=\"wp-image-1069044\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-34.png 552w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-34-300x64.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-34-240x51.png 240w\" sizes=\"auto, (max-width: 552px) 100vw, 552px\" \/><\/figure>\n\n\n\n<p>\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/microsoft\/SPACH<\/p>\n\n\n\n<p>\u6700\u8fd1\uff0c Vision Transformer \u7684\u7ed3\u6784\u5f15\u8d77\u4e86\u7814\u7a76\u8005\u4eec\u7684\u5e7f\u6cdb\u5173\u6ce8\u3002\u5728\u8bb8\u591a\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u4efb\u52a1\u4e2d\uff0cVision Transformer \u90fd\u53d6\u5f97\u4e86\u9886\u5148\u7684\u6027\u80fd\u3002\u90a3\u4e48\uff0c\u7531\u6b64\u5f15\u53d1\u7684\u4e00\u4e2a\u95ee\u9898\u5c31\u662f\uff1aVision Transformer \u6027\u80fd\u4f18\u5f02\u7684\u539f\u56e0\u7a76\u7adf\u662f\u4ec0\u4e48\uff1f<\/p>\n\n\n\n<p>\u6b64\u524d\uff0c\u8bb8\u591a\u7814\u7a76\u8005\u76f8\u4fe1\uff0c\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff08Self-Attention\uff09\u662f\u8ba9Vision Transformer \u6210\u529f\u7684\u4e3b\u8981\u539f\u56e0\u3002\u76f8\u6bd4\u4e0e\u5e38\u89c1\u7684\u5377\u79ef\u64cd\u4f5c\uff0c\u81ea\u6ce8\u610f\u673a\u5236\u63d0\u4f9b\u4e86\u4e00\u79cd\u5168\u5c40\u7684\uff08global\uff09\u3001\u52a8\u6001\u7684\uff08dynamic\uff09\u65b9\u5f0f\u53bb\u5efa\u6a21\u56fe\u50cf\u4e2d\u7684\u7a7a\u95f4\u5173\u7cfb\u3002\u4f46\u662f\uff0c\u6700\u8fd1\u7684\u4e00\u4e9b\u7814\u7a76\u8868\u660e\uff0c\u5168\u5c40\u6027\u548c\u52a8\u6001\u6027\u53ef\u80fd\u90fd\u4e0d\u662f\u5fc5\u987b\u7684\uff0c\u4f8b\u5982 Swin Transformer \u5c06\u5168\u5c40\u7684 Attention \u8f6c\u6362\u4e3a\u5c40\u90e8\u7684 Attention\uff1bMLP-Mixer \u5c06\u52a8\u6001\u7684\u805a\u5408\u6743\u91cd\u53d8\u6210\u4e86\u56fa\u5b9a\u7684\u5168\u8fde\u63a5\u5c42\u3002\u5b9e\u9a8c\u8bc1\u660e\uff0c\u8fd9\u4e9b\u7b80\u5316\u90fd\u6ca1\u6709\u635f\u5bb3\u81ea\u6ce8\u610f\u529b\u673a\u5236\u7684\u6027\u80fd\u3002\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63a2\u7d22\u662f\u4ec0\u4e48\u8ba9 Transformer \u6210\u529f\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u5e0c\u671b\u8fdb\u4e00\u6b65\u53bb\u7b80\u5316 Attention \u7684\u6a21\u5757\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u7814\u7a76\u5458\u4eec\u5c06\u7b80\u5316\u63a8\u5411\u4e00\u79cd\u6781\u7aef\u60c5\u51b5\uff1a\u6ca1\u6709\u5168\u5c40\u6027\u3001\u6ca1\u6709\u52a8\u6001\u6027\u3001\u751a\u81f3\u6ca1\u6709\u53c2\u6570\u3001\u6ca1\u6709\u7b97\u672f\u8fd0\u7b97\u3002\u8fd9\u4e2a\u64cd\u4f5c\u5c31\u662f\u90bb\u57df\u7684\u79fb\u4f4d\u64cd\u4f5c\uff08Shift\uff09\u3002<\/p>\n\n\n\n<p>\u79fb\u4f4d\u64cd\u4f5c\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u5df2\u7ecf\u6709\u4e86\u5f88\u6210\u529f\u7684\u5e94\u7528\u3002\u6240\u4ee5\u7814\u7a76\u5458\u4eec\u501f\u9274\u4e86\u90e8\u5206\u79fb\u4f4d\u7684\u8bbe\u8ba1\uff0c\u5176\u7ed3\u6784\u5982\u56fe17\u6240\u793a\u3002\u5bf9\u4e8e\u8f93\u5165\u7684\u7279\u5f81\uff0c\u7814\u7a76\u5458\u4eec\u5c06\u4e00\u90e8\u5206\u7684\u901a\u9053\u5411\u4e0a\u3001\u4e0b\u3001\u5de6\u3001\u53f3\u56db\u4e2a\u65b9\u5411\u5206\u522b\u79fb\u4f4d\u4e00\u4e2a\u50cf\u7d20\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u4f7f\u5f97\u6a21\u578b\u80fd\u591f\u83b7\u53d6\u90bb\u57df\u4f4d\u7f6e\u7684\u4fe1\u606f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"780\" height=\"571\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-35.png\" alt=\"diagram\" class=\"wp-image-1069047\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-35.png 780w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-35-300x220.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-35-768x562.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-35-80x60.png 80w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-35-240x176.png 240w\" sizes=\"auto, (max-width: 780px) 100vw, 780px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe17\uff1aShift \u6a21\u5757\u4e0e\u6807\u51c6\u6ce8\u610f\u529b\u6a21\u5757\u5bf9\u6bd4\u793a\u610f\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u91c7\u7528\u8fd9\u4e2a\u7b80\u5355\u7684\u64cd\u4f5c\u53bb\u66ff\u4ee3 Swin Transformer \u4e2d\u7684 Attention\u3002\u4ee4\u4eba\u60ca\u8bb6\u7684\u662f\uff0c\u5728\u8bb8\u591a\u89c6\u89c9\u4efb\u52a1\u4e0a\uff0c\u5b83\u7684\u6548\u679c\u5e76\u4e0d\u4e9a\u4e8e Swin Transformer\u3002\u8fd9\u8bf4\u660e Transformer \u6210\u529f\u7684\u56e0\u7d20\u53ef\u80fd\u5e76\u4e0d\u5b8c\u5168\u662f\u7531\u4e8e Attention \uff1a\u54ea\u6015\u662f\u8fd9\u4e48\u4e00\u4e2a0\u53c2\u6570\u91cf\u30010\u8ba1\u7b97\u91cf\u7684\u7b80\u5355\u64cd\u4f5c\u90fd\u80fd\u591f\u53d6\u5f97\u76f8\u8fd1\u7684\u6027\u80fd\u3002\u56e0\u6b64\uff0c\u5728\u4eca\u540e\u7684\u7814\u7a76\u4e2d\uff0cTransformer \u7684\u4e00\u4e9b\u8bbe\u8ba1\u7ec6\u8282\u6216\u8bb8\u4e5f\u5e94\u8be5\u53d7\u5230\u5927\u5bb6\u7684\u91cd\u89c6\uff0c\u4f8b\u5982\u8bad\u7ec3\u7ec6\u8282\u3001\u5f52\u4e00\u5316\u7684\u65b9\u5f0f\u7b49\u7b49\u3002\u5728\u6587\u7ae0\u4e2d\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u4e5f\u8fdb\u884c\u4e86\u4e00\u4e9b\u521d\u6b65\u7684\u63a2\u8ba8\uff0c\u5e0c\u671b\u80fd\u591f\u542f\u53d1\u5927\u5bb6\u7684\u601d\u8003\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"358\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-36-1024x358.png\" alt=\"table\" class=\"wp-image-1069050\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-36-1024x358.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-36-300x105.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-36-768x268.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-36-240x84.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-36.png 1160w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u886810\uff1a\u4e0e\u57fa\u51c6\u6a21\u578b\u5728\u5404\u89c6\u89c9\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u5bf9\u6bd4<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u795e\u7ecf\u5206\u6bb5\u5e38\u65f6\u6ede\u5fae\u5206\u65b9\u7a0b\">\u795e\u7ecf\u5206\u6bb5\u5e38\u65f6\u6ede\u5fae\u5206\u65b9\u7a0b<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"232\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-37-1024x232.png\" alt=\"paper screenshot\" class=\"wp-image-1069053\" style=\"width:648px;height:auto\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-37-1024x232.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-37-300x68.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-37-768x174.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-37-1536x348.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-37-2048x464.png 2048w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-37-240x54.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2201.00960<\/p>\n\n\n\n<p>\u8fde\u7eed\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6846\u67b6\uff08\u5982\u795e\u7ecf\u5e38\u5fae\u5206\u65b9\u7a0b\uff09\uff0c\u5728\u65f6\u95f4\u5e8f\u5217\u5206\u6790\u3001\u751f\u6210\u6a21\u578b\u6784\u5efa\u3001\u7269\u7406\u7cfb\u7edf\u5efa\u6a21\u7b49\u9886\u57df\u53d6\u5f97\u4e86\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u4f46\u795e\u7ecf\u5fae\u5206\u65b9\u7a0b\u7684\u5fae\u5206\u540c\u80da\u6027\u8d28\u5bfc\u81f4\u5176\u4e0d\u5177\u5907\u4e07\u6709\u903c\u8fd1\u80fd\u529b\uff0c\u65e0\u6cd5\u8868\u793a\u4e00\u4e9b\u7b80\u5355\u7684\u51fd\u6570\uff0c\u6bd4\u5982\uff0c\u53cd\u5c04\u51fd\u6570f(x)=-x.\u3002\u4e3a\u4e86\u514b\u670d\u8be5\u95ee\u9898\uff0c\u4e0d\u5c11\u5b66\u8005\u63d0\u51fa\u4e86\u76f8\u5e94\u7684\u8fde\u7eed\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6846\u67b6\uff0c\u4f8b\u5982\u589e\u7ef4\u795e\u7ecf\u5e38\u5fae\u5206\u65b9\u7a0b\u3001\u795e\u7ecf\u65f6\u6ede\u5fae\u5206\u65b9\u7a0b\uff08neural delay differential equation, NDDEs\uff09\u7b49\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u7c7b\u65b0\u7684\u5177\u6709\u65f6\u6ede\u7684\u8fde\u7eed\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff0c\u79f0\u4e3a\u795e\u7ecf\u5206\u6bb5\u5e38\u65f6\u6ede\u5fae\u5206\u65b9\u7a0b(neural piecewise-constant delay differential equations, NPCDDEs)\u3002\u4e0e\u4e4b\u524d\u63d0\u51fa\u7684 NDDEs \u6846\u67b6\u4e0d\u540c, \u7814\u7a76\u5458\u4eec\u5c06\u5355\u4e2a\u65f6\u6ede\u8f6c\u6362\u4e3a\u5206\u6bb5\u5e38\u65f6\u6ede(piecewise-constant delay)\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"314\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-38-1024x314.png\" alt=\"diagram, schematic\" class=\"wp-image-1069056\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-38-1024x314.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-38-300x92.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-38-768x235.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-38-1536x470.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-38-2048x627.png 2048w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-38-240x73.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe18\uff1a\u6a21\u578b\u6846\u67b6\u793a\u610f\u56fe<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u7ecf\u8fc7\u8fd9\u6837\u8f6c\u6362\u540e\u7684 NPCDDEs \u4e00\u65b9\u9762\u7ee7\u627f\u4e86 NDDEs \u4e2d\u7684\u4e07\u6709\u903c\u8fd1\u80fd\u529b\u7684\u4f18\u52bf\uff0c\u53e6\u4e00\u65b9\u9762\uff0cNPCDDEs \u8003\u8651\u4e86\u591a\u4e2a\u8fc7\u53bb\u65f6\u523b\u7684\u4fe1\u606f\uff0c\u8fdb\u4e00\u6b65\u63d0\u9ad8\u4e86\u6a21\u578b\u80fd\u529b\u3002\u6b64\u5916\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u8003\u8651\u4e86\u4e0d\u540c\u65f6\u6bb5\u91c7\u7528\u4e0d\u540c\u53c2\u6570\u7684 NPCDDE\uff0c\u79f0\u4e4b\u4e3a unshared NPCDDEs (UNPCDDEs)\uff0c\u6b63\u5982\u4e00\u822c\u7684\u524d\u9988\u795e\u7ecf\u7f51\u7edc\uff08\u5982ResNets\u5c42\u4e0e\u5c42\u4e4b\u95f4\u7684\u53c2\u6570\u662f\u4e0d\u5171\u4eab\u7684\uff09\u3002\u5e76\u4e14\u7814\u7a76\u5458\u4eec\u8fd8\u6307\u51fa ResNets \u548c NODEs \u90fd\u662f UNPCDDEs \u7684\u7279\u6b8a\u5f62\u5f0f\u3002\u7814\u7a76\u5458\u4eec\u5728\u4e0d\u540c\u6570\u636e\u96c6\uff0c\u5305\u62ec1\u7ef4\u5206\u6bb5\u5e38\u65f6\u6ede\u79cd\u7fa4\u52a8\u529b\u5b66\u5b9e\u4f8b\u548c\u56fe\u50cf\u6570\u636e\u96c6\uff08MNIST, CIFAR10\u548cSVHN\uff09\u4e0a\uff0c\u8bc1\u660e\u4e86 NPCDDEs\/UNPCDDEs \u7684\u6027\u80fd\u4f18\u4e8e\u76ee\u524d\u5177\u6709\u4ee3\u8868\u6027\u7684\u8fde\u7eed\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"361\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-39-1024x361.png\" alt=\"\u56fe19\uff1a\u4e0d\u540c\u795e\u7ecf\u5fae\u5206\u65b9\u7a0b\u57281\u7ef4\u5206\u6bb5\u5e38\u65f6\u6ede\u79cd\u7fa4\u52a8\u529b\u5b66\u4e0a\u7684\u6027\u80fd\u6bd4\u8f83\" class=\"wp-image-1069059\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-39-1024x361.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-39-300x106.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-39-768x271.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-39-1536x541.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-39-2048x722.png 2048w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-39-240x85.png 240w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe19\uff1a\u4e0d\u540c\u795e\u7ecf\u5fae\u5206\u65b9\u7a0b\u57281\u7ef4\u5206\u6bb5\u5e38\u65f6\u6ede\u79cd\u7fa4\u52a8\u529b\u5b66\u4e0a\u7684\u6027\u80fd\u6bd4\u8f83<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"358\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-40-1024x358.png\" alt=\"\u886811\uff1a\u4e0d\u540c\u795e\u7ecf\u5fae\u5206\u65b9\u7a0b\u5728 CIFAR10, MNIST, SVHN \u56fe\u50cf\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u6bd4\u8f83.\" class=\"wp-image-1069062\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-40-1024x358.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-40-300x105.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-40-768x269.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-40-240x84.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-40.png 1437w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u886811\uff1a\u4e0d\u540c\u795e\u7ecf\u5fae\u5206\u65b9\u7a0b\u5728 CIFAR10, MNIST, SVHN \u56fe\u50cf\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u6bd4\u8f83.<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u6240\u6709\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\u5c06\u52a8\u529b\u7cfb\u7edf\u7684\u8981\u7d20\u878d\u5165\u5230\u73b0\u6709\u7684\u795e\u7ecf\u7f51\u7edc\u6846\u67b6\u4e2d\uff0c\u6709\u5229\u4e8e\u8fde\u7eed\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u53d1\u5c55\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4e00\u81f4\u6027\u4fe1\u606f\u74f6\u9888\u5728\u57df\u6cdb\u5316\u4e2d\u7684\u5e94\u7528\">\u4e00\u81f4\u6027\u4fe1\u606f\u74f6\u9888\u5728\u57df\u6cdb\u5316\u4e2d\u7684\u5e94\u7528<\/h3>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"952\" height=\"215\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-41.png\" alt=\"paper screenshot\" class=\"wp-image-1069065\" style=\"width:642px;height:auto\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-41.png 952w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-41-300x68.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-41-768x173.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-41-240x54.png 240w\" sizes=\"auto, (max-width: 952px) 100vw, 952px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2106.06333<\/p>\n\n\n\n<p>\u9886\u57df\u6cdb\u5316\uff08Domain Generalization\uff09\u65e8\u5728\u4ece\u4e0d\u540c\u7684\u5206\u5e03\u4e2d\u5b66\u4e60\u5230\u4e00\u4e2a\u6cdb\u5316\u80fd\u529b\u66f4\u597d\u7684\u6a21\u578b\u3002\u4e00\u81f4\u6027\u98ce\u9669\u6700\u5c0f\u5316\uff08IRM\uff09\uff08Arjovsky 2019\uff09\u662f\u9886\u57df\u6cdb\u5316\u65b9\u5411\u91cc\u6bd4\u8f83\u91cd\u8981\u7684\u7b97\u6cd5\u4e4b\u4e00\uff0c\u5176\u81f4\u529b\u4e8e\u5bfb\u6c42\u6761\u4ef6\u72ec\u7acb\u4e8e\u6807\u7b7e\u7684\u7279\u5f81\u5206\u5e03\u4e00\u81f4\u6027\uff08invariance of feature-conditioned label distribution\uff09\u3002\u4f46\u662f IRM \u4e5f\u5b58\u5728\u7740\u5bf9\u4e8e\u4f2a\u4e00\u81f4\u6027\u7279\u5f81\uff08pseudo-invariant features\uff09\u7684\u4f9d\u8d56\uff0c\u4ee5\u53ca\u5728\u6570\u636e\u5206\u5e03\u5b58\u5728 geometric-skews \u7684\u65f6\u5019\uff0c\u5373\u6570\u636e\u90fd\u5b58\u5728\u4e00\u90e8\u5206\u4f2a\u7279\u5f81\u53ef\u4ee5\u7528\u4e8e\u5206\u7c7b\u4e14\u6570\u636e\u91cf\u8f83\u5927\u65f6\uff08\u5373P(z_sp * y) > 0.5\uff09\uff0c\u6a21\u578b\u4f1a\u504f\u5411\u5efa\u7acb\u4e00\u4e2a short-cut classifier \u7528\u4e8e\u5206\u7c7b\uff0c\u800c\u975e\u8003\u8651\u6570\u636e\u4e2d\u66f4\u5e7f\u4e3a\u5b58\u5728\u4e14\u4e00\u81f4\u6027\u66f4\u5f3a\u7684\u7279\u5f81\u3002<\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u8ba4\u4e3a\u8fd9\u79cd\u95ee\u9898\u6e90\u81ea\u4e8e\u5bf9\u7279\u5f81\u7684\u8fc7\u5ea6\u4f9d\u8d56\uff0c\u4ece\u800c\u5bfc\u81f4\u4e86 pseudo-invariance \u548c geometric-skews \u7684\u5b58\u5728\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u5728\u672c\u6587\u4e2d\u63d0\u51fa\u4f7f\u7528\u4fe1\u606f\u74f6\u9888\u7684\u65b9\u6cd5\u5bf9\u7279\u5f81\u7684\u7ef4\u5ea6\u8fdb\u884c\u6b63\u5219\u5316\u7ea6\u675f\uff0c\u8fdb\u800c\u63d0\u51fa\u4e86\u4e00\u81f4\u6027\u4fe1\u606f\u74f6\u9888\uff08Invariant Information Bottleneck\uff0cIIB\uff09\uff0cIIB\u65e8\u5728\u4f7f\u7528\u542b\u6709\u8f93\u5165\u6570\u636e\u4fe1\u606f\u5c3d\u91cf\u5c11\uff0c\u4e14\u5c3d\u91cf\u5728\u4e0d\u540c\u5206\u5e03\u95f4\u5177\u6709\u6761\u4ef6\u4e00\u81f4\u6027\u7684\u7279\u5f81\u7528\u4e8e\u5efa\u7acb\u5206\u7c7b\u6a21\u578b\u3002\u7814\u7a76\u5458\u4eec\u5c06 IRM \u7684\u4f18\u5316\u76ee\u6807\u5199\u6210\u4e92\u4fe1\u606f\u7684\u5f62\u5f0f\uff0c\u7ed3\u5408\u4fe1\u606f\u74f6\u9888\u7684\u4e92\u4fe1\u606f\u4f18\u5316\u76ee\u6807\uff0c\u4ece\u800c\u53ef\u4ee5\u5bfc\u51fa IIB \u7684\u4e92\u4fe1\u606f\u4f18\u5316\u76ee\u6807\uff0c\u89c6\u4f5c\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"973\" height=\"129\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-42.png\" alt=\"formular\" class=\"wp-image-1069068\" style=\"width:716px;height:auto\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-42.png 973w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-42-300x40.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-42-768x102.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-42-240x32.png 240w\" sizes=\"auto, (max-width: 973px) 100vw, 973px\" \/><\/figure>\n\n\n\n<p>\u8fdb\u4e00\u6b65\uff0c\u7814\u7a76\u5458\u4eec\u5728\u795e\u7ecf\u7f51\u7edc\u6846\u67b6\u4e0b\uff0c\u91c7\u53d6\u53d8\u5206\u63a8\u65ad\u7684\u65b9\u5f0f\u903c\u8fd1\u4ee5\u4e0a\u7684\u4e92\u4fe1\u606f\u76ee\u6807\u3002IIB \u6574\u4f53\u7684\u7ed3\u6784\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1009\" height=\"372\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-43.png\" alt=\"\u56fe20\uff1aIIB \u6574\u4f53\u7ed3\u6784\" class=\"wp-image-1069071\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-43.png 1009w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-43-300x111.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-43-768x283.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-43-240x88.png 240w\" sizes=\"auto, (max-width: 1009px) 100vw, 1009px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe20\uff1aIIB \u6574\u4f53\u7ed3\u6784<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>IIB \u5728\u516c\u6709\u7684 DomainBed \u6570\u636e\u96c6\u4e2d\u8868\u73b0\u826f\u597d\uff0c\u8d85\u8d8a\u5df2\u6709\u57fa\u7ebf\u65b9\u6cd50.9%\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"394\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-44-1024x394.png\" alt=\"table\" class=\"wp-image-1069074\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-44-1024x394.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-44-300x115.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-44-768x295.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-44-240x92.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-44.png 1071w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u886812\uff1aIIB \u5728 DomainBed \u6570\u636e\u96c6\u7684\u8868\u73b0<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u6982\u62ec\u5730\u8bb2\uff0cIIB \u5728 IRM \u7684\u57fa\u7840\u4e0a\u52a0\u5165\u5bf9\u7279\u5f81\u7684\u4fe1\u606f\u74f6\u9888\uff08IB\uff09\u7ea6\u675f\uff0c\u5e76\u4e14\u5c06 IRM \u548c IB \u7684\u4f18\u5316\u76ee\u6807\u7edf\u4e00\u4e3a\u4e92\u4fe1\u606f\u5f62\u5f0f\u52a0\u4ee5\u53d8\u5206\u63a8\u65ad\uff0c\u8fdb\u884c\u4f18\u5316\u3002\u8fd9\u79cd\u8f83\u65b0\u7684\u4f18\u5316\u65b9\u5f0f\u80fd\u591f\u5728\u7528\u4e8e\u68c0\u9a8c pseudo-invariance \u548c geometric-skews \u7684\u5408\u6210\u6570\u636e\u96c6\u4e2d\u76f8\u6bd4\u4e8e IRM \u6709\u660e\u663e\u7684\u63d0\u5347\uff0c\u540c\u65f6\u4e5f\u80fd\u5728 DomainBed \u8fd9\u79cd\u5927\u578b\u7684\u771f\u5b9e\u6570\u636e\u96c6\u4e2d\u53d6\u5f97\u8f83\u597d\u7684\u6548\u679c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4f7f\u7528\u70b9\u53cd\u9988\u4e0e\u6807\u51c6\u79bb\u7ebf\u9ed1\u7bb1\u7b97\u6cd5\u7684\u5728\u7ebf\u5f71\u54cd\u529b\u6700\u5927\u5316\u95ee\u9898\">\u4f7f\u7528\u70b9\u53cd\u9988\u4e0e\u6807\u51c6\u79bb\u7ebf\u9ed1\u7bb1\u7b97\u6cd5\u7684\u5728\u7ebf\u5f71\u54cd\u529b\u6700\u5927\u5316\u95ee\u9898<\/h3>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"247\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-45-1024x247.png\" alt=\"paper screenshot\" class=\"wp-image-1069077\" style=\"width:617px;height:auto\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-45-1024x247.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-45-300x72.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-45-768x186.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-45-1536x371.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-45-240x58.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/aaai-2022-45.png 1846w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2109.06077<\/p>\n\n\n\n<p>\u672c\u6587\u7814\u7a76\u4e86\u5728\u7ebf\u5f71\u54cd\u529b\u6700\u5927\u5316\u95ee\u9898\uff1a\u73a9\u5bb6\u4e0e\u672a\u77e5\u793e\u4ea4\u7f51\u7edc\u8fdb\u884c\u591a\u8f6e\u4ea4\u4e92\uff0c\u6bcf\u8f6e\u9700\u8981\u9009\u53d6\u79cd\u5b50\u96c6\u5408\u6295\u653e\u4fe1\u606f\uff0c\u7136\u540e\u89c2\u5bdf\u793e\u4ea4\u7f51\u7edc\u4e0a\u4fe1\u606f\u4f20\u64ad\u8fc7\u7a0b\u7684\u53cd\u9988\u6570\u636e\uff0c\u636e\u6b64\u5b66\u4e60\u7f51\u7edc\u53c2\u6570\u5e76\u66f4\u65b0\u9009\u53d6\u7b56\u7565\uff0c\u6700\u7ec8\u6700\u5c0f\u5316\u591a\u8f6e\u4ea4\u4e92\u7684\u7d2f\u79ef\u6094\u503c\uff0c\u5373\u6bcf\u8f6e\u9009\u53d6\u7684\u96c6\u5408\u4e0e\u4f7f\u5f97\u5f71\u54cd\u529b\u6700\u5927\u5316\u7684\u6700\u4f18\u96c6\u5408\u7684\u5dee\u8ddd\u4e4b\u548c\u3002<\/p>\n\n\n\n<p>\u6587\u732e\u4e2d\u901a\u5e38\u7814\u7a76\u4e24\u79cd\u53cd\u9988\u6570\u636e\u7c7b\u578b\uff1a\u70b9\u53cd\u9988\u548c\u8fb9\u53cd\u9988\u3002\u70b9\u53cd\u9988\u63ed\u793a\u54ea\u4e9b\u8282\u70b9\u4f55\u65f6\u88ab\u6fc0\u6d3b\uff0c\u8fb9\u53cd\u9988\u5219\u989d\u5916\u63ed\u793a\u4fe1\u606f\u7ecf\u7531\u54ea\u4e9b\u8fb9\u4f20\u64ad\u3002\u7b97\u6cd5\u8bbe\u8ba1\u4e2d\u901a\u5e38\u9700\u8981\u8c03\u7528\u79bb\u7ebf\u5f71\u54cd\u529b\u6700\u5927\u5316\u7b97\u6cd5\u5e2e\u52a9\u9009\u62e9\u6bcf\u8f6e\u7684\u79cd\u5b50\u96c6\u5408\u3002\u6807\u51c6\u79bb\u7ebf\u9ed1\u7bb1\u7b97\u6cd5\u53ea\u9700\u4f18\u5316\u79cd\u5b50\u96c6\u5408\u672c\u8eab\uff0c\u6587\u732e\u4e2d\u5b58\u5728\u5927\u91cf\u53ef\u9ad8\u6548\u5b9e\u73b0\u7684\u8fd9\u7c7b\u7b97\u6cd5\uff1b\u800c\u975e\u6807\u51c6\u79bb\u7ebf\u9ed1\u7bb1\u7b97\u6cd5\u9700\u8981\u540c\u65f6\u4f18\u5316\u79cd\u5b50\u96c6\u5408\u548c\u7f51\u7edc\u53c2\u6570\uff0c\u8fd9\u662f\u96be\u4ee5\u5b9e\u73b0\u7684\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u9488\u5bf9\u72ec\u7acb\u7ea7\u8054\uff08IC\uff09\u548c\u7ebf\u6027\u9608\u503c\uff08LT\uff09\u4f20\u64ad\u6a21\u578b\uff0c\u5404\u81ea\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u57fa\u4e8e\u70b9\u53cd\u9988\u6570\u636e\u5e76\u4e14\u4f7f\u7528\u6807\u51c6\u79bb\u7ebf\u9ed1\u7bb1\u7b97\u6cd5\u7684\u6700\u4f18\u6094\u503c\u5728\u7ebf\u7b97\u6cd5\uff0c\u6539\u8fdb\u4e86\u4e4b\u524d IC \u6a21\u578b\u4e0b\u57fa\u4e8e\u8fb9\u53cd\u9988\u7684\u7b97\u6cd5\u548cLT\u6a21\u578b\u4e0b\u4f7f\u7528\u975e\u6807\u51c6\u9ed1\u7bb1\u7684\u7b97\u6cd5\u3002\u672c\u6587\u63d0\u51fa\u53d8\u79cd\u6781\u5927\u4f3c\u7136\u4f30\u8ba1\u65b9\u6cd5\u6765\u5904\u7406\u70b9\u53cd\u9988\u6570\u636e\uff0c\u901a\u8fc7\u5b9a\u4e49\u5e76\u4f18\u5316\u4f2a\u4f3c\u7136\u51fd\u6570\u6765\u5b66\u4e60\u7f51\u7edc\u53c2\u6570\u3002\u672c\u6587\u7684\u5206\u6790\u80fd\u591f\u9488\u5bf9\u6bcf\u4e2a\u53c2\u6570\u5f97\u5230\u4e00\u4e2a\u7f6e\u4fe1\u533a\u95f4\uff0c\u4ece\u800c\u4f7f\u5f97\u8c03\u7528\u6807\u51c6\u79bb\u7ebf\u9ed1\u7bb1\u7b97\u6cd5\u6210\u4e3a\u53ef\u80fd\u3002\u800c\u524d\u4eba\u5de5\u4f5c\u5728\u4f7f\u7528\u70b9\u53cd\u9988\u6570\u636e\u65f6\uff0c\u53ea\u80fd\u9488\u5bf9\u53c2\u6570\u5411\u91cf\u5f97\u5230\u4e00\u4e2a\u9ad8\u7ef4\u7f6e\u4fe1\u57df\uff0c\u4ece\u800c\u5fc5\u987b\u8c03\u7528\u975e\u6807\u51c6\u79bb\u7ebf\u9ed1\u7bb1\u7b97\u6cd5\u3002<\/p>\n\n\n\n<p>\u770b\u5b8c\u4eca\u5929\u7684\u8bba\u6587\u5206\u4eab\u662f\u4e0d\u662f\u8fd8\u610f\u72b9\u672a\u5c3d\uff1f\u60f3\u4e86\u89e3\u66f4\u591a\u4eba\u5de5\u667a\u80fd\u9886\u57df\u5b66\u672f\u754c\u548c\u4ea7\u4e1a\u754c\u7684\u524d\u6cbf\u7814\u7a76\u5417\uff1f\u626b\u63cf\u4e0b\u65b9\u4e8c\u7ef4\u7801\uff0c\u6765 B \u7ad9\u89c2\u770b AAAI 2022 \u8bba\u6587\u5206\u4eab\u4f1a\u5b8c\u6574\u89c6\u9891\u56de\u653e\uff01\u66f4\u591a\u8bba\u6587\u5206\u4eab\uff0c\u4e5f\u8bf7\u5173\u6ce8 B \u7ad9\u201c\u5fae\u8f6f\u4e2d\u56fd\u89c6\u9891\u4e2d\u5fc3\u201d\u8d26\u53f7\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.bilibili.com\/video\/BV1FL411F7iW?spm_id_from=333.999.0.0\">AAAI 2022 \u8bba\u6587\u5206\u4eab\u4f1a Part1<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.bilibili.com\/video\/BV1vr4y1e7uX?spm_id_from=333.999.0.0\">AAAI 2022 \u8bba\u6587\u5206\u4eab\u4f1a Part2<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.bilibili.com\/video\/BV1a3411h7su?spm_id_from=333.999.0.0\">AAAI 2022 \u8bba\u6587\u5206\u4eab\u4f1a Part3<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/www.bilibili.com\/video\/BV1xq4y1C7b3?spm_id_from=333.999.0.0\">AAAI 2022 \u8bba\u6587\u5206\u4eab\u4f1a Part4<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1aAAAI \u662f\u7531\u4eba\u5de5\u667a\u80fd\u4fc3\u8fdb\u534f\u4f1a\uff08Association for the Advancement of Artificial Intelligence\uff09\u4e3b\u529e\u7684\u4eba\u5de5\u667a\u80fd\u9886\u57df\u9876\u7ea7\u5b66\u672f\u4f1a\u8bae\u4e4b\u4e00\u3002\u4eca\u5e74\u7684AAAI \u5927\u4f1a\u5c06\u4e8e2\u670822\u65e5-3\u67081\u65e5\u4e3e\u529e\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5171\u6709\u5341\u4f59\u7bc7\u8bba\u6587\u5165\u9009\uff0c\u6db5\u76d6\u6982\u5ff5\u6f02\u79fb\u3001\u5e73\u9762\u5e03\u5c40\u81ea\u52a8\u751f\u6210\u3001\u5047\u65b0\u95fb\u68c0\u6d4b\u3001\u89c6\u9891\u5206\u5272\u3001\u8de8\u8bed\u8a00\u9884\u8bad\u7ec3\u3001\u6587\u672c\u6458\u8981\u3001\u6ce8\u610f\u529b\u673a\u5236\u3001\u8fde\u7eed\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u3001\u9886\u57df\u6cdb\u5316\u3001\u5728\u7ebf\u5f71\u54cd\u529b\u6700\u5927\u5316\u7b49\u7b49\u4eba\u5de5\u667a\u80fd\u7684\u591a\u4e2a\u9886\u57df\u3002\u4eca\u5929\uff0c\u6211\u4eec\u4e3a\u5927\u5bb6\u7cbe\u9009\u4e86\u5176\u4e2d\u768412\u7bc7\u8fdb\u884c\u5206\u4eab\uff0c\u5e76\u914d\u6709\u6b64\u524d\u7684\u8bba\u6587\u5206\u4eab\u76f4\u64ad\u89c6\u9891\uff0c\u5e0c\u671b\u53ef\u4ee5\u5e2e\u52a9\u5927\u5bb6\u66f4\u6df1\u5165\u5730\u4e86\u89e3\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u524d\u6cbf\u8fdb\u5c55\uff01 \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2201.04038\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/microsoft\/qlib\/tree\/main\/examples\/benchmarks_dynamic\/DDG-DA \u5728\u65f6\u5e8f\u6570\u636e\u4e2d\uff0c\u7531\u4e8e\u73af\u5883\u7684\u4e0d\u7a33\u5b9a\u6027\uff0c\u6570\u636e\u5206\u5e03\u5e38\u5e38\u4f1a\u968f\u65f6\u95f4\u53d8\u5316\uff0c\u4e14\u8fd9\u79cd\u53d8\u5316\u901a\u5e38\u88ab\u8ba4\u4e3a\u662f\u96be\u4ee5\u9884\u6d4b\u7684\u3002\u8fd9\u79cd\u73b0\u8c61\u88ab\u79f0\u4e3a\u6982\u5ff5\u6f02\u79fb\uff08Concept Drift\uff09\uff0c\u5b83\u4f1a\u5bfc\u81f4\u5728\u5386\u53f2\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\u5728\u6982\u5ff5\u6f02\u79fb\u540e\u6027\u80fd\u4e0b\u964d\u3002\u4e3a\u4e86\u5e94\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u6b64\u524d\u7684\u5de5\u4f5c\u4f1a\u68c0\u6d4b\u6982\u5ff5\u6f02\u79fb\u662f\u5426\u53d1\u751f\uff0c\u7136\u540e\u8c03\u6574\u6a21\u578b\u4ee5\u9002\u5e94\u6700\u8fd1\u7684\u6570\u636e\u5206\u5e03\u3002\u4f46\u662f\u5728\u5f88\u591a\u5b9e\u9645\u573a\u666f\u4e2d\uff0c\u73af\u5883\u7684\u53d8\u5316\u662f\u6709\u89c4\u5f8b\u53ef\u9884\u6d4b\u7684\uff0c\u5373\u53ef\u9884\u6d4b\u7684\u6982\u5ff5\u6f02\u79fb\uff08Predictable Concept Drift\uff09\u3002\u56e0\u6b64\uff0c\u53ef\u4ee5\u5bf9\u6982\u5ff5\u6f02\u79fb\u7684\u672a\u6765\u8d8b\u52bf\u8fdb\u884c\u5efa\u6a21\uff0c\u800c\u4e0d\u4ec5\u4ec5\u8ba9\u6a21\u578b\u9002\u5e94\u6700\u8fd1\u7684\u6570\u636e\u5206\u5e03\u3002 \u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u65b9\u6cd5 DDG-DA \u6765\u9884\u6d4b\u6570\u636e\u5206\u5e03\u672a\u6765\u7684\u53d8\u5316\uff0c\u7136\u540e\u5229\u7528\u9884\u6d4b\u7684\u6570\u636e\u5206\u5e03\u751f\u6210\u65b0\u7684\u8bad\u7ec3\u6570\u636e\u6765\u5b66\u4e60\u6a21\u578b\u4ee5\u9002\u5e94\u6982\u5ff5\u6f02\u79fb\uff0c\u6700\u7ec8\u63d0\u5347\u6a21\u578b\u6027\u80fd\u3002 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