{"id":8767,"date":"2026-06-03T23:17:44","date_gmt":"2026-06-03T15:17:44","guid":{"rendered":"https:\/\/infernews.com\/blog\/braincause\/"},"modified":"2026-06-03T23:21:50","modified_gmt":"2026-06-03T15:21:50","slug":"braincause","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/braincause\/","title":{"rendered":"BrainCause\uff1a\u7528\u56e0\u679c\u6e2c\u8a66\u91cd\u65b0\u770b\u61c2\u8166\u90e8\u8996\u89ba\u8868\u5fb5"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/pasted-5a2d5978d5b5.jpg\" alt=\"Og image\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">BrainCause \u662f\u4e00\u500b\u91dd\u5c0d\u795e\u7d93\u79d1\u5b78\u8207\u96fb\u8166\u8996\u89ba\u9818\u57df\u958b\u767c\u7684\u81ea\u52d5\u5316\u6846\u67b6\uff0c\u7528\u4f86\u5c0b\u627e\u4eba\u8166\u8996\u89ba\u6982\u5ff5\u8868\u5fb5\u7684\u7814\u7a76\u9805\u76ee\u3002\u5b83\u8655\u7406\u7684\u6838\u5fc3\u554f\u984c\u662f\uff1a\u67d0\u500b\u8166\u5340\u5c0d\u5716\u7247\u53cd\u61c9\u5f88\u5f37\uff0c\u672a\u5fc5\u4ee3\u8868\u5b83\u771f\u7684\u5728\u8868\u5fb5\u8a72\u6982\u5ff5\uff0c\u56e0\u70ba\u53cd\u61c9\u4e5f\u53ef\u80fd\u53ea\u662f\u88ab\u76f8\u95dc\u7684\u8996\u89ba\u7dda\u7d22\u6216\u8a9e\u610f\u7dda\u7d22\u5e36\u52d5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u6703\u5148\u6839\u64da\u67e5\u8a62\u6982\u5ff5\u5efa\u7acb\u4e00\u7d44\u53d7\u63a7\u523a\u6fc0\u8cc7\u6599\uff0c\u5305\u62ec\u76ee\u6a19\u6982\u5ff5\u5716\u7247\u3001\u4fdd\u7559\u5176\u4ed6\u5167\u5bb9\u4f46\u79fb\u9664\u76ee\u6a19\u6982\u5ff5\u7684 counterfactual edits\uff0c\u4ee5\u53ca\u5e36\u6709\u76f8\u95dc\u5e72\u64fe\u5143\u7d20\u7684\u5716\u7247\u3002\u7136\u5f8c\u518d\u914d\u5408 brain models \u8207 fMRI \u9a57\u8b49\uff0c\u6aa2\u67e5\u8166\u5340\u53cd\u61c9\u662f\u5426\u6703\u96a8\u6982\u5ff5\u79fb\u9664\u800c\u4e0b\u964d\uff0c\u85c9\u6b64\u505a targeted causal testing\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u91cd\u9ede\u5728\u65bc\uff0c\u5b83\u4e0d\u662f\u53ea\u7528 activation \u4f86\u5b9a\u4f4d\u8166\u5340\uff0c\u800c\u662f\u52a0\u5165 causality \u9a57\u8b49\u3002\u9801\u9762\u5167\u5bb9\u6307\u51fa\uff0c\u82e5\u53ea\u770b activation\uff0c\u5f88\u591a\u5b9a\u4f4d\u7d50\u679c\u90fd\u53ef\u80fd\u662f\u5047\u967d\u6027\uff1bBrainCause \u5247\u6703\u56de\u50b3\u7d93\u9a57\u8b49\u7684\u5019\u9078\u8868\u5fb5\uff0c\u4e26\u63d0\u51fa\u5f8c\u7e8c fMRI \u5be6\u9a57\uff0c\u7528\u4f86\u9032\u4e00\u6b65\u78ba\u8a8d\u6216\u64f4\u5c55\u767c\u73fe\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u91dd\u5c0d\u6307\u5b9a\u6982\u5ff5\u81ea\u52d5\u5efa\u7acb causal dataset<\/li>\n\n\n\n<li>\u4f7f\u7528 positive images\u3001semantic negatives\u3001counterfactual negatives \u4f5c\u6bd4\u8f03<\/li>\n\n\n\n<li>\u6e1b\u5c11\u53ea\u9760 activation \u5e36\u4f86\u7684 false positives<\/li>\n\n\n\n<li>\u53ef\u627e\u56de\u5df2\u77e5\u529f\u80fd\u5b9a\u4f4d\uff0c\u4e5f\u80fd\u63d0\u51fa\u65b0\u7684\u5019\u9078\u8868\u5fb5<\/li>\n\n\n\n<li>\u5df2\u5728 predicted \u8207 measured fMRI data \u4e0a\u9a57\u8b49\uff0c\u6db5\u84cb\u6578\u5341\u500b\u6982\u5ff5<\/li>\n<\/ul>\n\n\n<div class=\"align wp-block-vpb-video\" id='vpbVideoPlayer-1' data-attributes='{&quot;source&quot;:&quot;https:\\\/\\\/cdn-uploads.huggingface.co\\\/production\\\/uploads\\\/6492c419702103104f9450c4\\\/h8fw5hFf5Or7eBgYmgDEg.mp4&quot;,&quot;repeat&quot;:true,&quot;autoplay&quot;:true,&quot;muted&quot;:true,&quot;align&quot;:&quot;&quot;,&quot;poster&quot;:&quot;&quot;,&quot;controls&quot;:{&quot;play-large&quot;:true,&quot;restart&quot;:false,&quot;rewind&quot;:true,&quot;play&quot;:true,&quot;fast-forward&quot;:true,&quot;progress&quot;:true,&quot;current-time&quot;:true,&quot;duration&quot;:false,&quot;mute&quot;:true,&quot;volume&quot;:true,&quot;pip&quot;:false,&quot;airplay&quot;:false,&quot;settings&quot;:true,&quot;download&quot;:false,&quot;fullscreen&quot;:true},&quot;width&quot;:&quot;100%&quot;,&quot;radius&quot;:&quot;0px&quot;,&quot;resetOnEnd&quot;:false,&quot;autoHideControl&quot;:true}'><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u95dc\u5fc3\u795e\u7d93\u79d1\u5b78\u3001\u96fb\u8166\u8996\u89ba\uff0c\u6216\u60f3\u4e86\u89e3\u751f\u6210\u6a21\u578b\u5982\u4f55\u5354\u52a9\u8166\u79d1\u5b78\u7814\u7a76\uff0c\u9019\u500b\u9805\u76ee\u5f88\u6709\u53c3\u8003\u50f9\u503c\u3002\u9801\u9762\u4ea6\u63d0\u4f9b Paper\u3001Data \u8207 Code \u5165\u53e3\uff0c\u65b9\u4fbf\u9032\u4e00\u6b65\u4e86\u89e3\u65b9\u6cd5\u8207\u7d50\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9805\u76ee\uff1a<\/strong> <a href=\"https:\/\/yuvalgol123.github.io\/BrainCause\/\" rel=\"noopener noreferrer\">https:\/\/yuvalgol123.github.io\/BrainCause\/<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9019\u9805\u76ee\u4e0d\u53ea\u770b\u8166\u90e8\u6d3b\u5316\u5f37\u4e0d\u5f37\uff0c\u9084\u6703\u8ffd\u554f\u53cd\u61c9\u662f\u5426\u771f\u7684\u7531\u76ee\u6a19\u6982\u5ff5\u5f15\u8d77\u3002\u5b83\u628a\u53d7\u63a7\u5716\u50cf\u751f\u6210\u8207 fMRI \u9a57\u8b49\u7d50\u5408\uff0c\u6e1b\u5c11\u8aa4\u5224\u3002<\/p>\n","protected":false},"author":8,"featured_media":8766,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","wpai_meta_description":"","footnotes":""},"categories":[133,144,197,199],"tags":[],"class_list":["post-8767","post","type-post","status-publish","format-standard","hentry","category-133","category-medical","category-framework","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8767","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=8767"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8767\/revisions"}],"predecessor-version":[{"id":8770,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/8767\/revisions\/8770"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/8766"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=8767"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=8767"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=8767"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}