{"id":39469,"date":"2025-03-17T22:02:23","date_gmt":"2025-03-17T14:02:23","guid":{"rendered":"https:\/\/17aitech.com\/?p=39469"},"modified":"2025-03-17T22:02:23","modified_gmt":"2025-03-17T14:02:23","slug":"iclr-2025-%e5%9b%9b%e5%b7%9d%e5%a4%a7%e5%ad%a6%e6%8f%90%e5%87%batest-time-adaptation%e6%96%b0%e8%8c%83%e5%bc%8f%ef%bc%8c%e7%aa%81%e7%a0%b4%e6%9f%a5%e8%af%a2%e5%81%8f%e7%a7%bb%e6%8c%91%e6%88%98","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39469","title":{"rendered":"ICLR 2025 | \u56db\u5ddd\u5927\u5b66\u63d0\u51faTest-time Adaptation\u65b0\u8303\u5f0f\uff0c\u7a81\u7834\u67e5\u8be2\u504f\u79fb\u6311\u6218"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-17-7\" target=\"_blank\">ICLR 2025 | \u56db\u5ddd\u5927\u5b66\u63d0\u51faTest-time Adaptation\u65b0\u8303\u5f0f\uff0c\u7a81\u7834\u67e5\u8be2\u504f\u79fb\u6311\u6218<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-36567d6d977de9a9d27775bdc446f73d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-36567d6d977de9a9d27775bdc446f73d.png\"><\/a><\/section>\n<section>\u5728 NeurIPS 2024 \u5927\u4f1a\u4e0a\uff0cOpenAI \u8054\u5408\u521b\u59cb\u4eba\u517c\u524d\u9996\u5e2d\u79d1\u5b66\u5bb6 Ilya Sutskever \u5728\u5176\u4e3b\u9898\u62a5\u544a\u4e2d\u5c55\u671b\u4e86\u57fa\u7840\u6a21\u578b\u7684\u672a\u6765\u7814\u7a76\u65b9\u5411\uff0c\u5176\u4e2d\u5305\u62ec\u4e86 Inference Time Compute [1]\uff0c\u5373\u589e\u5f3a\u6a21\u578b\u5728\u63a8\u7406\u9636\u6bb5\u7684\u80fd\u529b\uff0c\u8fd9\u4e5f\u662f OpenAI o1 \u548c o3 \u7b49\u6838\u5fc3\u9879\u76ee\u7684\u5173\u952e\u6280\u672f\u8def\u5f84\u3002<\/section>\n<section><\/section>\n<section>\u4f5c\u4e3a Inference Time Compute \u7684\u91cd\u8981\u65b9\u5411\u4e4b\u4e00\uff0c<strong>Test-time Adaptation\uff08TTA\uff09<\/strong>\u65e8\u5728\u4f7f\u9884\u8bad\u7ec3\u6a21\u578b\u52a8\u6001\u9002\u5e94\u63a8\u7406\u9636\u6bb5\u4e2d\u4e0d\u540c\u5206\u5e03\u7c7b\u578b\u7684\u6570\u636e\uff0c\u80fd\u591f\u6709\u6548\u63d0\u9ad8\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u5206\u5e03\u5916\u6cdb\u5316\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u5f53\u524d TTA \u7684\u5e94\u7528\u573a\u666f\u4ecd\u5b58\u5728\u8f83\u5927\u5c40\u9650\u6027\uff0c\u4e3b\u8981\u96c6\u4e2d\u5728\u5355\u6a21\u6001\u4efb\u52a1\u4e2d\uff0c\u5982\u8bc6\u522b\u3001\u5206\u5272\u7b49\u9886\u57df\u3002<\/section>\n<section><\/section>\n<section>\u8fd1\u65e5\uff0c<strong>\u56db\u5ddd\u5927\u5b66 XLearning \u56e2\u961f<\/strong>\u5c06 TTA \u62d3\u5c55\u81f3\u8de8\u6a21\u6001\u68c0\u7d22\u4efb\u52a1\u4e2d\uff0c\u6709\u6548\u7f13\u89e3\u4e86<strong>\u67e5\u8be2\u504f\u79fb\uff08Query Shift\uff09<\/strong>\u6311\u6218\u7684\u8d1f\u9762\u5f71\u54cd\uff0c\u6709\u671b\u63a8\u52a8 Inference time compute \u5411\u8de8\u6a21\u6001\u5e94\u7528\u53d1\u5c55\u3002<\/section>\n<section><\/section>\n<section>\u76ee\u524d\uff0c\u8be5\u8bba\u6587\u5df2\u88ab\u673a\u5668\u5b66\u4e60\u56fd\u9645\u9876\u4f1a ICLR 2025 \u63a5\u6536\u5e76\u8bc4\u9009\u4e3a Spotlight\uff08\u5165\u9009\u6bd4\u4f8b 5.1%\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a42b15a7c1d4b2cc4ad27614852d85d9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a42b15a7c1d4b2cc4ad27614852d85d9.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u9898\u76ee\uff1aTest-time Adaptation for Cross-modal Retrieval with Query Shift<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/openreview.net\/forum?id=BmG88rONaU<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/hbinli.github.io\/TCR\/<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u80cc\u666f\u4e0e\u6311\u6218<\/strong><\/section>\n<section><\/section>\n<section>\u8de8\u6a21\u6001\u68c0\u7d22\u65e8\u5728\u901a\u8fc7\u6784\u5efa\u591a\u6a21\u6001\u5171\u540c\u7a7a\u95f4\u6765\u5173\u8054\u4e0d\u540c\u6a21\u6001\u7684\u6570\u636e\uff0c\u5728\u641c\u7d22\u5f15\u64ce\u3001\u63a8\u8350\u7cfb\u7edf\u7b49\u9886\u57df\u5177\u6709\u91cd\u8981\u7684\u5e94\u7528\u4ef7\u503c\u3002\u5982\u56fe 1 (a) \u6240\u793a\uff0c\u73b0\u6709\u65b9\u6cd5\u901a\u5e38\u57fa\u4e8e\u9884\u8bad\u7ec3\u6a21\u578b\u6765\u6784\u5efa\u5171\u540c\u7a7a\u95f4\uff0c\u5e76\u5047\u8bbe\u63a8\u7406\u9636\u6bb5\u7684\u67e5\u8be2\u6570\u636e\u4e0e\u8bad\u7ec3\u6570\u636e\u5206\u5e03\u4e00\u81f4\u3002\u7136\u800c\uff0c\u5982\u56fe 1 (b) \u6240\u793a\uff0c\u5728\u73b0\u5b9e\u573a\u666f\u4e2d\uff0c\u7528\u6237\u7684\u67e5\u8be2\u5f80\u5f80\u5177\u6709\u9ad8\u5ea6\u4e2a\u6027\u5316\u7684\u7279\u70b9\uff0c\u751a\u81f3\u53ef\u80fd\u6d89\u53ca\u4e0d\u5e38\u89c1\u7684\u9700\u6c42\uff0c\u5bfc\u81f4\u67e5\u8be2\u504f\u79fb\uff08Query Shift\uff09\u6311\u6218\uff0c\u5373\u6a21\u578b\u63a8\u7406\u65f6\u67e5\u8be2\u6570\u636e\u4e0e\u6e90\u57df\u6570\u636e\u7684\u5206\u5e03\u663e\u8457\u4e0d\u540c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-62c3f290549a3892209d648e8ed61a9f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-62c3f290549a3892209d648e8ed61a9f.png\"><\/a><\/section>\n<section><em><sup>\u56fe 1\uff1a(a) \u4e3b\u6d41\u8303\u5f0f\uff1a\u5229\u7528\u9884\u8bad\u7ec3\u6a21\u578b Zero-shot \u68c0\u7d22\u6216\u8005 Fine-tune \u540e\u68c0\u7d22\u3002(b) \u5bfc\u81f4\u67e5\u8be2\u504f\u79fb\u7684\u539f\u56e0\uff1a\u96be\u4ee5\u5bf9\u6570\u636e\u7a00\u7f3a\u7684\u9886\u57df\u8fdb\u884c\u5fae\u8c03\uff1b\u5373\u4f7f\u5fae\u8c03\u6a21\u578b\uff0c\u4e5f\u4f1a\u9762\u4e34 \u201c\u4f17\u53e3\u96be\u8c03\u201d \u7684\u95ee\u9898\u3002(c) \u89c2\u5bdf\uff1a\u67e5\u8be2\u504f\u79fb\u4f1a\u964d\u4f4e\u6a21\u6001\u5185\u7684\u5747\u5300\u6027\u548c\u589e\u5927\u6a21\u6001\u95f4\u7684\u5dee\u5f02\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5982\u56fe 1 (c) \u6240\u793a\uff0c\u672c\u6587\u89c2\u5bdf\u5230\uff0c\u67e5\u8be2\u504f\u79fb\u4e0d\u4ec5\u4f1a\u7834\u574f\u67e5\u8be2\u6a21\u6001\u7684\u5747\u5300\u6027\uff08Modality Uniformity\uff09\uff0c\u4f7f\u5f97\u6a21\u578b\u96be\u4ee5\u533a\u5206\u591a\u6837\u5316\u7684\u67e5\u8be2\uff0c\u8fd8\u4f1a\u589e\u5927\u67e5\u8be2\u6a21\u6001\u4e0e\u5019\u9009\u6a21\u6001\u95f4\u7684\u5dee\u5f02\uff08Modality Gap\uff09\uff0c\u7834\u574f\u9884\u8bad\u7ec3\u6a21\u578b\u6784\u5efa\u7684\u8de8\u6a21\u6001\u5bf9\u9f50\u5173\u7cfb\u3002\u8fd9\u4e24\u70b9\u90fd\u4f1a\u5bfc\u81f4\u9884\u8bad\u7ec3\u6a21\u578b\u5728\u63a8\u7406\u9636\u6bb5\u7684\u6027\u80fd\u6025\u5267\u4e0b\u964d\u3002<\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1 TTA \u4f5c\u4e3a\u80fd\u591f\u5b9e\u65f6\u5e94\u5bf9\u5206\u5e03\u504f\u79fb\u7684\u8303\u5f0f\u5df2\u53d6\u5f97\u663e\u8457\u6210\u529f\uff0c\u4f46\u73b0\u6709\u65b9\u6cd5\u4ecd\u65e0\u6cd5\u6709\u6548\u5e94\u5bf9\u67e5\u8be2\u504f\u79fb\u6311\u6218\u3002\u4e00\u65b9\u9762\uff0c\u5f53\u524d TTA \u8303\u5f0f\u9762\u5411\u5355\u6a21\u6001\u4efb\u52a1\u8bbe\u8ba1\uff0c\u65e0\u6cd5\u6709\u6548\u5e94\u5bf9\u67e5\u8be2\u504f\u79fb\u5bf9\u6a21\u6001\u5185\u5206\u5e03\u548c\u6a21\u6001\u95f4\u5bf9\u9f50\u5173\u7cfb\u7684\u5f71\u54cd\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u73b0\u6709 TTA \u65b9\u6cd5\u4e3b\u8981\u5e94\u7528\u4e8e\u8bc6\u522b\u4efb\u52a1\uff0c\u65e0\u6cd5\u5e94\u5bf9\u68c0\u7d22\u4efb\u52a1\u4e2d\u7684\u9ad8\u566a\u58f0\u73b0\u8c61\uff0c\u5373\u5019\u9009\u9879\u8fdc\u5927\u4e8e\u7c7b\u522b\u6570\u91cf\u4f1a\u5bfc\u81f4\u66f4\u5927\u7684\u9519\u8bef\u51e0\u7387\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e3b\u8981\u8d21\u732e<\/strong><\/section>\n<section><\/section>\n<section>\u9488\u5bf9\u4e0a\u8ff0\u6311\u6218\uff0c\u672c\u6587\u63d0\u51fa\u4e86 TCR\uff0c\u8d21\u732e\u5982\u4e0b\uff1a<\/section>\n<ul>\n<li>\n<p>\u4ece\u6a21\u6001\u5185\u5206\u5e03\u548c\u6a21\u6001\u95f4\u5dee\u5f02\u4e24\u4e2a\u5c42\u9762\uff0c\u63ed\u793a\u4e86\u67e5\u8be2\u504f\u79fb\u5bfc\u81f4\u68c0\u7d22\u6027\u80fd\u4e0b\u964d\u7684\u6839\u672c\u539f\u56e0\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c06 TTA \u8303\u5f0f\u6269\u5c55\u81f3\u8de8\u6a21\u6001\u68c0\u7d22\u9886\u57df\uff0c\u901a\u8fc7\u8c03\u6574\u6a21\u6001\u5185\u5206\u5e03\u3001\u6a21\u6001\u95f4\u5dee\u5f02\u4ee5\u53ca\u7f13\u89e3\u68c0\u7d22\u8fc7\u7a0b\u4e2d\u7684\u9ad8\u566a\u58f0\u73b0\u8c61\uff0c\u5b9e\u73b0\u67e5\u8be2\u504f\u79fb\u4e0b\u7684\u9c81\u68d2\u8de8\u6a21\u6001\u68c0\u7d22\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e3a\u8de8\u6a21\u6001\u68c0\u7d22 TTA \u5efa\u7acb\u4e86\u7edf\u4e00\u7684\u57fa\u51c6\uff0c\u6db5\u76d6 6 \u4e2a\u5e7f\u6cdb\u5e94\u7528\u7684\u6570\u636e\u96c6\u548c 130 \u79cd\u98ce\u683c\u5404\u5f02\u3001\u7a0b\u5ea6\u4e0d\u540c\u7684\u6a21\u6001\u635f\u574f\u573a\u666f\uff0c\u652f\u6301\u5305\u62ec BLIP [2]\u3001CLIP [3] \u7b49\u4e3b\u6d41\u9884\u8bad\u7ec3\u6a21\u578b\u3002<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u89c2\u5bdf\u4e0e\u65b9\u6cd5<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u6587\u901a\u8fc7\u4e00\u7cfb\u5217\u7684\u5206\u6790\u5b9e\u9a8c\u548c\u65b9\u6cd5\u8bbe\u8ba1\uff0c\u6df1\u5165\u63a2\u7a76\u4e86\u67e5\u8be2\u504f\u79fb\u5bf9\u516c\u5171\u7a7a\u95f4\u7684\u8d1f\u9762\u5f71\u54cd\u4ee5\u53ca\u9020\u6210\u7684\u9ad8\u566a\u58f0\u73b0\u8c61\uff0c\u5177\u4f53\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c5fe8cf79004e382709468b4d8b84552.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c5fe8cf79004e382709468b4d8b84552.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 2\uff1aTCR \u7684\u6846\u67b6\u56fe<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>1\uff09\u6311\u6218\u4e00\uff1a\u67e5\u8be2\u504f\u79fb\u5bf9\u6a21\u6001\u5185\u548c\u6a21\u6001\u95f4\u7684\u8d1f\u9762\u5f71\u54cd<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63a2\u7a76\u67e5\u8be2\u504f\u79fb\u5bf9\u516c\u5171\u7a7a\u95f4\u7684\u8d1f\u9762\u5f71\u54cd\uff0c\u672c\u6587\u4ee5\u4e00\u79cd Untrain \u7684\u65b9\u5f0f\u8fdb\u884c\u91cf\u5316\u5b9e\u9a8c\uff0c\u5373\u5bf9\u63a8\u7406\u9636\u6bb5\u7684\u6570\u636e\u7279\u5f81\u5982\u4e0b\u53d8\u6362\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a395f88d316aec65a92ee086ab132960.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-a395f88d316aec65a92ee086ab132960.png\"><\/a><\/section>\n<section>\u5176\u4e2d\uff0cQ \u548c G \u5206\u522b\u4ee3\u8868\u67e5\u8be2\u6a21\u6001\u4e0e\u5019\u9009\u6a21\u6001\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ca43e55ac830a3ab4025f5038f24381d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ca43e55ac830a3ab4025f5038f24381d.png\"><\/a> \u4ee3\u8868\u67e5\u8be2\u6a21\u6001\u7684\u7b2c i \u4e2a\u6837\u672c\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-6984985a2feca87f7e38129783f47cdb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-6984985a2feca87f7e38129783f47cdb.png\"><\/a>\u548c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b54d43733e447fedb077bf6d8489bc86.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-b54d43733e447fedb077bf6d8489bc86.png\"><\/a>\u5206\u522b\u4ee3\u8868\u67e5\u8be2\u6a21\u6001\u7684\u6837\u672c\u4e2d\u5fc3\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u901a\u8fc7\u653e\u7f29\u6837\u672c\u79bb\u4e2d\u5fc3\u7684\u8ddd\u79bb\uff0c\u8c03\u6574\u6a21\u6001\u5185\u5206\u5e03\u7684\u5747\u5300\u6027\uff1b\u901a\u8fc7\u5bf9\u67e5\u8be2\u6a21\u6001\u7684\u6837\u672c\u8fdb\u884c\u4f4d\u79fb\uff0c\u63a7\u5236\u4e24\u4e2a\u6a21\u6001\u4e4b\u95f4\u7684\u5dee\u5f02\u3002\u5b9e\u9a8c\u7ed3\u8bba\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<section>\u5982\u56fe 3\uff08a\uff09\uff0c\u5f53<strong>\u589e\u5927\u6a21\u6001\u5185\u5747\u5300\u6027\uff08<\/strong><strong><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-be14f797fb154eae6f3401cf1bed3526.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-be14f797fb154eae6f3401cf1bed3526.png\"><\/a>\uff09\u548c\u964d\u4f4e\u6a21\u6001\u95f4\u5dee\u5f02\uff08<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3be9c07ef773f962a5dbe0a6af5b8ec7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3be9c07ef773f962a5dbe0a6af5b8ec7.png\"><\/a>\uff09\u65f6\uff0c\u68c0\u7d22\u6027\u80fd\u6709\u6240\u63d0\u5347<\/strong>\uff0c\u53cd\u4e4b\u4e0d\u7136\u3002\u6b63\u5982 [4] \u4e2d\u8ba8\u8bba\u7684\uff0c\u8fc7\u5ea6\u6d88\u9664\u6a21\u6001\u95f4\u5dee\u5f02\u4e0d\u4f1a\u6539\u5584\u751a\u81f3\u4f1a\u964d\u4f4e\u6a21\u578b\u6027\u80fd\u3002<strong>\u672c\u6587\u8fdb\u4e00\u6b65\u89c2\u5bdf\u5230\u5f53\u964d\u4f4e\u6a21\u6001\u95f4\u5dee\u5f02\u81f3\u6e90\u57df\u7684 Modality Gap \u9644\u8fd1\u65f6\uff0c\u80fd\u591f\u501f\u52a9\u9884\u8bad\u7ec3\u6a21\u578b\u6784\u5efa\u7684\u826f\u597d\u8de8\u6a21\u6001\u5173\u7cfb\uff0c\u4fdd\u969c\u6a21\u578b\u6027\u80fd\u3002<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-7fcfe5ebb839a588655f598d44b76272.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-7fcfe5ebb839a588655f598d44b76272.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 3\uff1a\u6a21\u6001\u5185\u5747\u5300\u6027\u4e0e\u6a21\u6001\u95f4\u5dee\u5f02\u7684\u89c2\u5bdf<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u4e0a\u8ff0\u89c2\u5bdf\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u5982\u4e0b\u635f\u5931\uff1a<\/section>\n<section><\/section>\n<section><strong>\u6a21\u6001\u5185\u5206\u5e03\u7ea6\u675f\u3002<\/strong>\u8ba9\u5f53\u524d\u67e5\u8be2\u8fdc\u79bb\u67e5\u8be2\u6a21\u6001\u7684\u6837\u672c\u4e2d\u5fc3\uff0c\u4ece\u800c\u663e\u5f0f\u589e\u5927\u6a21\u6001\u5185\u5747\u5300\u6027\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-27e965c61af57520874a3065779c811e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-27e965c61af57520874a3065779c811e.png\"><\/a><\/section>\n<section>\u5176\u4e2d\uff0cB\u4ee3\u8868\u5f53\u524d\u6279\u6b21\u3002<\/section>\n<section><\/section>\n<section><strong>\u6a21\u6001\u95f4\u5dee\u5f02\u7ea6\u675f\u3002<\/strong>\u5bf9\u9f50\u76ee\u6807\u57df\u548c\u6e90\u57df\u7684\u6a21\u6001\u95f4\u5dee\u5f02\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3e92f5b8bbb2c733cf8797dbe0a78719.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3e92f5b8bbb2c733cf8797dbe0a78719.png\"><\/a><\/section>\n<section>\u5176\u4e2d\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3ae428a733729ee4836eed6af9f79f7f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3ae428a733729ee4836eed6af9f79f7f.png\"><\/a>\u4ee3\u8868\u63a8\u7406\u65f6\u7684\u6a21\u6001\u95f4\u5dee\u5f02\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-569030322cde549adb2b5137737016ce.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-569030322cde549adb2b5137737016ce.png\"><\/a>\u4ee3\u8868\u9884\u4f30\u7684\u6e90\u57df\u6a21\u6001\u95f4\u5dee\u5f02\u3002<\/section>\n<section><\/section>\n<section>\u5982\u56fe 4 \u6240\u793a\uff0c\u672c\u6587\u63d0\u51fa\u7684 TCR \u4e0d\u4ec5\u589e\u5927\u4e86\u6a21\u6001\u5185\u5747\u5300\u6027\uff0c\u800c\u4e14\u964d\u4f4e\u4e86\u6a21\u6001\u95f4\u5dee\u5f02\uff0c\u8fdb\u800c\u63d0\u5347\u4e86\u8de8\u6a21\u6001\u68c0\u7d22\u6027\u80fd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-dc9ede34de81447fb828b7c3aac75a6b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-dc9ede34de81447fb828b7c3aac75a6b.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 4\uff1aTTA \u524d\u540e\u7684\u7279\u5f81\u5206\u5e03<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>2\uff09\u6311\u6218\u4e8c\uff1a\u67e5\u8be2\u504f\u79fb\u9020\u6210\u7684\u9ad8\u566a\u58f0\u73b0\u8c61<\/strong><\/section>\n<section><\/section>\n<section>\u8fc7\u53bb\u7684 TTA \u65b9\u6cd5\u4f9d\u8d56\u71b5\u6700\u5c0f\u5316\u8303\u5f0f\uff0c\u4e14\u4e3b\u8981\u5e94\u7528\u4e8e\u5206\u7c7b\u4efb\u52a1\u3002\u5c3d\u7ba1\u53ef\u4ee5\u901a\u8fc7\u5c06\u68c0\u7d22\u89c6\u4e3a\u5206\u7c7b\u4efb\u52a1\uff0c\u8fdb\u800c\u4f7f\u7528\u71b5\u6700\u5c0f\u5316\uff0c\u4f46\u68c0\u7d22\u4efb\u52a1\u4e2d\u5019\u9009\u9879\u8fdc\u5927\u4e8e\u7c7b\u522b\u7684\u6570\u91cf\uff0c\u76f4\u63a5\u5e94\u7528\u8be5\u8303\u5f0f\u4f1a\u5bfc\u81f4\u6a21\u578b\u6b20\u62df\u5408\u3002\u9488\u5bf9\u6b64\uff0c\u672c\u6587\u63d0\u51fa\u67e5\u8be2\u9884\u6d4b\u4f18\u5316\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ae9398b9f301cf660eef9706bc297785.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ae9398b9f301cf660eef9706bc297785.png\"><\/a><\/section>\n<section>\u5176\u4e2d\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-74b192efd6ac8e3d2497174e8fa63a45.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-74b192efd6ac8e3d2497174e8fa63a45.png\"><\/a>\u4ee3\u8868\u6700\u8fd1\u90bb\u7b5b\u9009\u64cd\u4f5c\u3002\u8be5\u6a21\u5757\u4e0d\u4ec5\u80fd\u591f\u6392\u9664\u4e0d\u76f8\u5173\u7684\u5019\u9009\u9879\uff0c\u800c\u4e14\u6392\u9664\u7684\u5019\u9009\u9879\u80fd\u591f\u907f\u514d\u5bf9\u6b63\u786e\u5019\u9009\u7684\u5927\u6d77\u635e\u9488\uff0c\u4ece\u800c\u907f\u514d\u6a21\u578b\u6b20\u62df\u5408\u3002\u5982\u56fe 5 \u6240\u793a\uff0c\u4f7f\u7528\u67e5\u8be2\u9884\u6d4b\u4f18\u5316\uff08Ref.\uff09\u80fd\u591f\u663e\u8457\u63d0\u5347 TTA \u7684\u7a33\u5b9a\u6027\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-df2707fc3205c12024d125d6798452d3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-df2707fc3205c12024d125d6798452d3.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u56fe 5\uff1a\u6e29\u5ea6\u7cfb\u6570\u7684\u6d88\u878d\u5b9e\u9a8c<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u5c3d\u7ba1\u4e0a\u8ff0\u4f18\u5316\u7f13\u89e3\u4e86\u6b20\u62df\u5408\u73b0\u8c61\uff0c\u4f46\u662f\u67e5\u8be2\u504f\u79fb\u4ecd\u7136\u4f1a\u5bfc\u81f4\u5927\u91cf\u7684\u566a\u58f0\u9884\u6d4b\u3002\u9488\u5bf9\u6b64\uff0c\u672c\u6587\u63d0\u51fa\u566a\u58f0\u9c81\u68d2\u5b66\u4e60\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-53afc3c400a9661c462f11d024f6b04d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-53afc3c400a9661c462f11d024f6b04d.png\"><\/a><\/section>\n<section>\u5176\u4e2d\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-86f3110f91e821888644c73d5929c2a9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-86f3110f91e821888644c73d5929c2a9.png\"><\/a>\u4ee3\u8868\u67e5\u8be2\u9884\u6d4b\u7684\u71b5\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-92b4e106cba3126817993b4897ea6a66.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-92b4e106cba3126817993b4897ea6a66.png\"><\/a>\u4ee3\u8868\u81ea\u9002\u5e94\u9608\u503c\u3002\u566a\u58f0\u9c81\u68d2\u5b66\u4e60\u4e0d\u4ec5\u901a\u8fc7\u81ea\u9002\u5e94\u9608\u503c\u6765\u8fc7\u6ee4\u9ad8\u71b5\u7684\u9884\u6d4b\uff0c\u8fd8\u4e3a\u4f4e\u71b5\u7684\u9884\u6d4b\u5206\u914d\u66f4\u9ad8\u7684\u6743\u91cd\uff0c\u8fdb\u800c\u5b9e\u73b0\u5bf9\u566a\u58f0\u9884\u6d4b\u7684\u9c81\u68d2\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>\u57fa\u51c6\u4e0e\u5b9e\u9a8c<\/strong><\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u66f4\u597d\u5730\u7814\u7a76\u67e5\u8be2\u504f\u79fb\u5bf9\u8de8\u6a21\u6001\u68c0\u7d22\u4efb\u52a1\u7684\u5f71\u54cd\uff0c\u672c\u6587\u63d0\u51fa\u4ee5\u4e0b\u4e24\u4e2d\u8bc4\u4f30\u65b9\u6cd5\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<p><strong>\u4ec5\u67e5\u8be2\u504f\u79fb<\/strong>\uff1a\u53ea\u6709\u67e5\u8be2\u6a21\u6001\u7684\u5206\u5e03\u4e0e\u6e90\u57df\u6570\u636e\u4e0d\u540c\u3002\u4f9d\u636e [5]\uff0c\u5728 COCO [6] \u548c Flickr [7] \u6570\u636e\u96c6\u4e0a\u5206\u522b\u5f15\u5165\u4e86 16 \u79cd\u56fe\u50cf\u635f\u574f\u548c 15 \u79cd\u6587\u672c\u635f\u574f\uff08\u6309\u7167\u4e0d\u540c\u4e25\u91cd\u7a0b\u5ea6\u5171\u8ba1 130 \u79cd\u635f\u574f\uff09\u3002\u4e3a\u4e86\u4fdd\u8bc1\u4ec5\u67e5\u8be2\u504f\u79fb\uff0c\u5148\u8ba9\u6a21\u578b\u5728\u5bf9\u5e94\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u5fae\u8c03\uff0c\u968f\u540e\u5c06\u5fae\u8c03\u540e\u7684\u6a21\u578b\u5e94\u7528\u4e8e\u4ec5\u6709\u67e5\u8be2\u504f\u79fb\u7684\u63a8\u7406\u6570\u636e\u96c6\u4e2d\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u67e5\u8be2 &#8211; \u5019\u9009\u504f\u79fb<\/strong>\uff1a\u67e5\u8be2\u6a21\u6001\u548c\u5019\u9009\u6a21\u6001\u7684\u5206\u5e03\u90fd\u4e0e\u6e90\u57df\u6570\u636e\u4e0d\u540c\u3002\u4e3a\u4e86\u4fdd\u8bc1\u67e5\u8be2 &#8211; \u5019\u9009\u504f\u79fb\uff0c\u672c\u6587\u76f4\u63a5\u5c06\u9884\u8bad\u7ec3\u6a21\u578b\u5e94\u7528\u4e8e\u5404\u9886\u57df\u7684\u63a8\u7406\u6570\u636e\u4e2d\uff0c\u5305\u62ec\u7535\u5546\u9886\u57df\u7684 Fashion-Gen [8]\u3001ReID \u9886\u57df\u7684 CUHK-PEDES [9] \u548c ICFG-PEDES [10]\u3001\u81ea\u7136\u56fe\u50cf\u9886\u57df\u7684 Nocaps [11] \u7b49\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u90e8\u5206\u5b9e\u9a8c\u7ed3\u679c\u5982\u4e0b\uff1a<\/section>\n<section><\/section>\n<section><strong>1\uff09\u4ec5\u67e5\u8be2\u504f\u79fb<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c513d9ea1331af173a24769e4136549e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-c513d9ea1331af173a24769e4136549e.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8868 1\uff1a\u4ec5\u67e5\u8be2\u504f\u79fb\u4e0b\u7684\u6027\u80fd\u6bd4\u8f83<\/sup><\/em><\/section>\n<section><em><br \/><\/em><\/section>\n<section><strong>2\uff09\u67e5\u8be2 &#8211; \u5019\u9009\u504f\u79fb<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-26d1bd1fd58ce9836a37b0325cba8f01.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-26d1bd1fd58ce9836a37b0325cba8f01.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-683c29351d543d0cc252cb630772217d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-683c29351d543d0cc252cb630772217d.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u8868 3\u30014\uff1a\u67e5\u8be2 &#8211; \u5019\u9009\u504f\u79fb\u4e0b\u7684\u6027\u80fd\u6bd4\u8f83<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u603b\u7ed3\u4e0e\u5c55\u671b<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u6587\u63d0\u51fa\u7684 TCR \u4ece\u6a21\u6001\u5185\u5206\u5e03\u548c\u6a21\u6001\u95f4\u5dee\u5f02\u4e24\u4e2a\u5c42\u9762\u63ed\u793a\u4e86\u67e5\u8be2\u504f\u79fb\u5bf9\u8de8\u6a21\u6001\u68c0\u7d22\u6027\u80fd\u7684\u8d1f\u9762\u5f71\u54cd\uff0c\u5e76\u8fdb\u4e00\u6b65\u6784\u5efa\u4e86\u8de8\u6a21\u6001\u68c0\u7d22 TTA \u57fa\u51c6\uff0c\u4e3a\u540e\u7eed\u7814\u7a76\u63d0\u4f9b\u4e86\u5b9e\u9a8c\u89c2\u5bdf\u548c\u8bc4\u4f30\u4f53\u7cfb\u3002<\/section>\n<section><\/section>\n<section>\u5c55\u671b\u672a\u6765\uff0c\u968f\u7740\u57fa\u7840\u6a21\u578b\u7684\u5feb\u901f\u53d1\u5c55\uff0cTTA \u6709\u671b\u5728\u66f4\u590d\u6742\u7684\u8de8\u6a21\u6001\u573a\u666f\uff08\u5982 VQA \u7b49\uff09\u4e2d\u53d1\u6325\u5173\u952e\u4f5c\u7528\uff0c\u63a8\u52a8\u57fa\u7840\u6a21\u578b\u4ece &#8220;\u9759\u6001\u9884\u8bad\u7ec3&#8221; \u8fc8\u5411 &#8220;\u63a8\u7406\u81ea\u9002\u5e94&#8221; \u7684\u53d1\u5c55\u3002<\/section>\n<section><\/section>\n<section><em><sup>\u53c2\u8003\u6587\u732e\uff1a<\/sup><\/em><\/section>\n<section><sup><em>[1] Wojciech Zaremba, Evgenia Nitishinskaya, Boaz Barak, Stephanie Lin, Sam Toyer, Yaodong Yu, Rachel Dias, Eric Wallace, Kai Xiao, Johannes Heidecke, et al. Trading inference-time compute for adversarial robustness. arXiv preprint arXiv:2501.18841, 2025.<\/em><\/sup><\/section>\n<section><sup><em>[2] Junnan Li, Dongxu Li, Caiming Xiong, and Steven Hoi. Blip: Bootstrapping language-image pretraining for unified vision-language understanding and generation. In ICML, 2022.<\/em><\/sup><\/section>\n<section><sup><em>[3] Alec Radford, Jong Wook Kim, Chris Hallacy, Aditya Ramesh, Gabriel Goh, Sandhini Agarwal, Girish Sastry, Amanda Askell, Pamela Mishkin, Jack Clark, et al. Learning transferable visual models from natural language supervision. In ICML, 2021.<\/em><\/sup><\/section>\n<section><sup><em>[4] Victor Weixin Liang, Yuhui Zhang, Yongchan Kwon, Serena Yeung, and James Y Zou. Mind the gap: Understanding the modality gap in multi-modal contrastive representation learning. In NeurIPS, 2022.<\/em><\/sup><\/section>\n<section><sup><em>[5] Jielin Qiu, Yi Zhu, Xingjian Shi, Florian Wenzel, Zhiqiang Tang, Ding Zhao, Bo Li, and Mu Li. Benchmarking robustness of multimodal image-text models under distribution shift. Journal of Data-centric Machine Learning Research, 2023.<\/em><\/sup><\/section>\n<section><sup><em>[6] Tsung-Yi Lin, Michael Maire, Serge Belongie, James Hays, Pietro Perona, Deva Ramanan, Piotr Dollar, and C Lawrence Zitnick. Microsoft coco: Common objects in context. In \u00b4 ECCV, 2014.<\/em><\/sup><\/section>\n<section><sup><em>[7] Bryan A Plummer, Liwei Wang, Chris M Cervantes, Juan C Caicedo, Julia Hockenmaier, and Svetlana Lazebnik. Flickr30k entities: Collecting region-to-phrase correspondences for richer imageto-sentence models. In ICCV, 2015.<\/em><\/sup><\/section>\n<section><sup><em>[8] Negar Rostamzadeh, Seyedarian Hosseini, Thomas Boquet, Wojciech Stokowiec, Ying Zhang, Christian Jauvin, and Chris Pal. Fashion-gen: The generative fashion dataset and challenge. arXiv preprint arXiv:1806.08317, 2018.<\/em><\/sup><\/section>\n<section><sup><em>[9] Shuang Li, Tong Xiao, Hongsheng Li, Bolei Zhou, Dayu Yue, and Xiaogang Wang. Person search with natural language description. In CVPR, 2017.<\/em><\/sup><\/section>\n<section><sup><em>[10] Zefeng Ding, Changxing Ding, Zhiyin Shao, and Dacheng Tao. Semantically self-aligned network for text-to-image part-aware person re-identification. arXiv:2107.12666, 2021.<\/em><\/sup><\/section>\n<section><em><sup>[11] Harsh Agrawal, Karan Desai, Yufei Wang, Xinlei Chen, Rishabh Jain, Mark Johnson, Dhruv Batra, Devi Parikh, Stefan Lee, and Peter Anderson. Nocaps: Novel object captioning at scale. In CVPR, 2019.<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-17-7\" target=\"_blank\">ICLR 2025 | \u56db\u5ddd\u5927\u5b66\u63d0\u51faTest-time Adaptation\u65b0\u8303\u5f0f\uff0c\u7a81\u7834\u67e5\u8be2\u504f\u79fb\u6311\u6218<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:ICLR 2025 | [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[73,55],"class_list":["post-39469","post","type-post","status-publish","format-standard","hentry","category-news","tag-73","tag-55"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - 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