{"id":1073940,"date":"2024-06-06T15:32:42","date_gmt":"2024-06-06T22:32:42","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1073940"},"modified":"2024-09-25T04:20:01","modified_gmt":"2024-09-25T11:20:01","slug":"synergizing-habits-and-goals-with-variational-bayes","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/synergizing-habits-and-goals-with-variational-bayes\/","title":{"rendered":"\u91cd\u5851\u8ba4\u77e5\u79d1\u5b66\u4e2d\u7684\u201c\u884c\u4e3a\u201d\u7406\u89e3\uff0c\u63d0\u5347\u667a\u80fd\u4f53\u51b3\u7b56\u80fd\u529b"},"content":{"rendered":"\n<p><em>\u4f5c\u8005\uff1a\u97e9\u4e1c\u8d77<\/em><\/p>\n\n\n\n<p>\u7f16\u8005\u6309\uff1a\u968f\u7740\u79d1\u6280\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0c\u4eba\u5de5\u667a\u80fd\u4e0e\u8ba4\u77e5\u79d1\u5b66\u7684\u4ea4\u53c9\u7814\u7a76\u5df2\u6210\u4e3a\u63a8\u52a8\u79d1\u5b66\u524d\u6cbf\u7684\u91cd\u8981\u529b\u91cf\u3002\u5176\u4e2d\uff0c\u4e60\u60ef\u6027\u884c\u4e3a\u4e0e\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u7684\u76f8\u4e92\u4f5c\u7528\u662f\u5fc3\u7406\u5b66\u3001\u8ba4\u77e5\u795e\u7ecf\u79d1\u5b66\u548c\u4eba\u5de5\u667a\u80fd\u7b49\u9886\u57df\u90fd\u5341\u5206\u5173\u6ce8\u7684\u7814\u7a76\u8bfe\u9898\uff0c\u56e0\u4e3a\u4ece\u7b80\u5355\u7684\u65e5\u5e38\u4e60\u60ef\u5230\u590d\u6742\u7684\u51b3\u7b56\u5236\u5b9a\u8fc7\u7a0b\uff0c\u90fd\u662f\u8fd9\u4e24\u79cd\u884c\u4e3a\u6a21\u5f0f\u4ea4\u4e92\u7684\u4f53\u73b0\u3002\u4e3a\u4e86\u66f4\u597d\u5730\u7406\u89e3\u4e8c\u8005\u95f4\u7684\u5173\u7cfb\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u5f15\u5165\u8d1d\u53f6\u65af\u201c\u610f\u56fe\u201d\u53d8\u91cf\uff0c\u5c06\u4e60\u60ef\u6027\u884c\u4e3a\u4e0e\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u8fdb\u884c\u4e86\u6574\u5408\uff0c\u8fbe\u5230\u4e86\u8ba1\u7b97\u6548\u7387\u548c\u7075\u6d3b\u6027\u7684\u5e73\u8861\u3002\u8be5\u7814\u7a76\u7684\u63d0\u51fa\u4e0d\u4ec5\u6311\u6218\u4e86\u4f20\u7edf\u7684\u8ba4\u77e5\u6a21\u578b\uff0c\u4e5f\u4e3a\u672a\u6765\u667a\u80fd\u7cfb\u7edf\u7684\u8bbe\u8ba1\u63d0\u4f9b\u4e86\u65b0\u7684\u53d1\u5c55\u65b9\u5411\u3002\u76f8\u5173\u8bba\u6587\u5df2\u5728\u300a\u81ea\u7136-\u901a\u8baf\u300b\uff08Nature Communications\uff09\u6742\u5fd7\u4e0a\u53d1\u8868\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u5728\u5fc3\u7406\u5b66\u3001\u8ba4\u77e5\u795e\u7ecf\u79d1\u5b66\u548c\u4eba\u5de5\u667a\u80fd\u7b49\u9886\u57df\uff0c\u7406\u89e3\u5e76\u5efa\u6a21\u4eba\u7c7b\u4e0e\u52a8\u7269\u7684\u884c\u4e3a\u662f\u4e00\u9879\u6301\u7eed\u7684\u6311\u6218\u3002\u8fd9\u9879\u7814\u7a76\u4e2d\u6700\u6709\u8da3\u7684\u65b9\u9762\u4e4b\u4e00\uff0c\u4fbf\u662f\u4e60\u60ef\u6027\u884c\u4e3a\uff08habitual behavior\uff09\u548c\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\uff08goal-directed behavior\uff09\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u3002\u4ece\u4eba\u4eec\u65e5\u5e38\u5de5\u4f5c\u751f\u6d3b\u7684\u7b80\u5355\u4e60\u60ef\uff0c\u5230\u6709\u89c4\u5212\u7684\u3001\u590d\u6742\u7684\u51b3\u7b56\u5236\u5b9a\u8fc7\u7a0b\uff0c\u65e0\u4e0d\u4f53\u73b0\u7740\u4e24\u79cd\u884c\u4e3a\u6a21\u5f0f\u95f4\u7684\u4ea4\u4e92\u3002\u4f20\u7edf\u89c2\u5ff5\u8ba4\u4e3a\uff0c\u8fd9\u4e9b\u884c\u4e3a\u7531\u5927\u8111\u4e2d\u7684\u4e24\u4e2a\u72ec\u7acb\u7cfb\u7edf\u7ba1\u7406\uff1a\u4e60\u60ef\u6027\u884c\u4e3a\u8fc5\u901f\u4e14\u81ea\u52a8\u5316\uff0c\u4e0d\u9700\u8981\u8003\u8651\u540e\u679c\uff1b\u800c\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u5219\u7f13\u6162\u4e14\u7075\u6d3b\uff0c\u4f1a\u8003\u8651\u6b64\u884c\u4e3a\u7684\u540e\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1002\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-1-2048x1002-1.png\" alt=\"Synergizing Habits and Goals with Variational Bayes | diagram\" class=\"wp-image-1073943\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-1-2048x1002-1.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-1-2048x1002-1-300x147.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-1-2048x1002-1-1024x501.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-1-2048x1002-1-768x376.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-1-2048x1002-1-1536x752.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-1-2048x1002-1-240x117.png 240w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u4e60\u60ef\u6027\u884c\u4e3a\uff08\u4e13\u6ce8\u5de5\u4f5c\u65f6\u5403\u96f6\u98df\uff09\u548c\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\uff08\u8ba1\u5212\u4e00\u987f\u51cf\u80a5\u9910\uff09\u7684\u4e0d\u540c\u7279\u5f81<\/figcaption><\/figure>\n\n\n\n<p>\u7136\u800c\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e0e\u51b2\u7ef3\u79d1\u5b66\u6280\u672f\u5927\u5b66\u9662\u5927\u5b66\u7684\u7814\u7a76\u8005\u4eec\u8fd1\u671f\u901a\u8fc7\u53d8\u5206\u8d1d\u53f6\u65af\uff08variational Bayes\uff09\u65b9\u6cd5\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u9896\u7684\u7406\u8bba\u6846\u67b6\uff0c\u6311\u6218\u4e86\u4f20\u7edf\u89c2\u70b9\uff0c\u5c06\u4e60\u60ef\u6027\u884c\u4e3a\u548c\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u8fd9\u4e24\u79cd\u770b\u4f3c\u76f8\u4e92\u72ec\u7acb\u7684\u884c\u4e3a\u8fdb\u884c\u4e86\u6574\u5408\u3002\u8be5\u6846\u67b6\u4e3a\u5728\u673a\u5668\u5b66\u4e60\u548c\u4eba\u5de5\u667a\u80fd\u9886\u57df\u8bbe\u8ba1\u66f4\u9ad8\u6548\u4e14\u9002\u5e94\u6027\u5f3a\u7684\u7cfb\u7edf\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8def\uff0c\u540c\u65f6\u4e5f\u5c06\u6709\u52a9\u4e8e\u4eba\u4eec\u8fdb\u4e00\u6b65\u4e86\u89e3\u795e\u7ecf\u7cfb\u7edf\u7684\u673a\u7406\u3002\u76f8\u5173\u8bba\u6587\u5df2\u5728\u300a\u81ea\u7136-\u901a\u8baf\u300b\uff08Nature Communications\uff09\u6742\u5fd7\u4e0a\u53d1\u8868\u3002<\/p>\n\n\n\n<p><strong>Synergizing Habits and Goals with Variational Bayes<\/strong><\/p>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" href=\"https:\/\/www.nature.com\/articles\/s41467-024-48577-7\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/www.nature.com\/articles\/s41467-024-48577-7<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4e60\u60ef\u6027\u884c\u4e3a\u548c\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u95f4\u7684\u534f\u540c\u4f5c\u7528\">\u4e60\u60ef\u6027\u884c\u4e3a\u548c\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u95f4\u7684\u534f\u540c\u4f5c\u7528<\/h2>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u6240\u63d0\u51fa\u7684\u8d1d\u53f6\u65af\u884c\u4e3a\uff08Bayesian Behavior\uff09\u6846\u67b6\uff0c\u4f7f\u7528\u53d8\u5206\u8d1d\u53f6\u65af\u65b9\u6cd5\u5efa\u6a21\u4e86\u611f\u77e5\u8fd0\u52a8\u4efb\u52a1\u4e2d\u7684\u884c\u4e3a\uff0c\u5176\u4e2d\u7684\u6838\u5fc3\u521b\u65b0\u70b9\u5c31\u5728\u4e8e\u5f15\u5165\u4e86\u4e00\u4e2a\u8d1d\u53f6\u65af\u201c\u610f\u56fe\u201d\uff08intention\uff09\u53d8\u91cf\uff0c\u4ece\u800c\u6709\u6548\u5730\u5c06\u4e60\u60ef\u6027\u884c\u4e3a\u4e0e\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u8fdb\u884c\u4e86\u8854\u63a5\u3002\u4e60\u60ef\u6027\u884c\u4e3a\u7531\u611f\u5b98\u8f93\u5165\u8ba1\u7b97\u7684\u610f\u56fe\u5148\u9a8c\u5206\u5e03\u9a71\u52a8\uff0c\u65e0\u9700\u5177\u4f53\u76ee\u6807\u3002\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u5219\u7531\u4e00\u4e2a\u901a\u8fc7\u6700\u5c0f\u5316\u53d8\u5206\u81ea\u7531\u80fd\u63a8\u65ad\uff08active inference\uff09\u7684\u76ee\u6807\u6761\u4ef6\u610f\u56fe\u540e\u9a8c\u5206\u5e03\u7684\u5f15\u5bfc\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u8ba4\u4e3a\uff0c\u4e60\u60ef\u6027\u884c\u4e3a\u548c\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u4e0d\u5e94\u88ab\u72ec\u7acb\u5bf9\u5f85\u3002\u76f8\u53cd\uff0c\u8fd9\u4e9b\u884c\u4e3a\u5171\u4eab\u795e\u7ecf\u8def\u5f84\uff0c\u4e14\u53ef\u4ee5\u4e92\u76f8\u501f\u9274\u8865\u5145\u3002\u4f8b\u5982\uff0c\u4e60\u60ef\u6027\u884c\u4e3a\u867d\u7136\u7f3a\u4e4f\u7075\u6d3b\u6027\uff0c\u4f46\u53ef\u901a\u8fc7\u7ec3\u4e60\u6765\u63d0\u4f9b\u719f\u7ec3\u7684\u8fd0\u52a8\u6280\u80fd\uff0c\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u6b64\u65f6\u4fbf\u53ef\u4ee5\u5229\u7528\u8fd9\u4e9b\u6280\u80fd\u8fdb\u884c\u66f4\u590d\u6742\u7684\u4efb\u52a1\u89c4\u5212\u3002\u8fd9\u79cd\u534f\u540c\u65b9\u6cd5\u53ef\u901a\u8fc7\u4ee5\u4e0b\u4e24\u79cd\u673a\u5236\u5b9e\u73b0\uff1a\uff081\uff09\u6700\u5c0f\u5316\u5148\u9a8c\uff08\u4e60\u60ef\u6027\uff09\u548c\u540e\u9a8c\uff08\u76ee\u6807\u5bfc\u5411\uff09\u610f\u56fe\u4e4b\u95f4\u7684\u5dee\u5f02\uff1b\uff082\uff09\u5148\u901a\u8fc7\u9006\u65b9\u5dee\u52a0\u6743\u5e73\u5747\u5c06\u5148\u9a8c\u548c\u540e\u9a8c\u610f\u56fe\u7ed3\u5408\u6210\u4e00\u4e2a\u534f\u540c\u610f\u56fe\uff0c\u7136\u540e\u667a\u80fd\u4f53\uff08agent\uff09\u518d\u4f7f\u7528\u8be5\u610f\u56fe\u4e0e\u73af\u5883\u8fdb\u884c\u4e92\u52a8\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1081\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-2-2048x1081-1.png\" alt=\"Synergizing Habits and Goals with Variational Bayes | diagram\" class=\"wp-image-1073946\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-2-2048x1081-1.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-2-2048x1081-1-300x158.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-2-2048x1081-1-1024x541.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-2-2048x1081-1-768x405.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-2-2048x1081-1-1536x811.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-2-2048x1081-1-240x127.png 240w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1a(a) \u8d1d\u53f6\u65af\u884c\u4e3a\u6846\u67b6\u6982\u8ff0\uff1b(b)\u548c(c) \u5b66\u4e60\u8fc7\u7a0b\u4e2d\u548c\u884c\u4e3a\u8fc7\u7a0b\u4e2d\u7684\u6846\u67b6\u56fe<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u6a21\u62df\u5b9e\u9a8c-\u667a\u80fd\u4f53\u884c\u4e3a\u6a21\u5f0f\u7684\u8f6c\u53d8-\u8c03\u6574\u4e0e\u96f6\u6837\u672c\u89c4\u5212\u80fd\u529b\">\u6a21\u62df\u5b9e\u9a8c\uff1a\u667a\u80fd\u4f53\u884c\u4e3a\u6a21\u5f0f\u7684\u8f6c\u53d8\u3001\u8c03\u6574\u4e0e\u96f6\u6837\u672c\u89c4\u5212\u80fd\u529b<\/h2>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u5728\u89c6\u89c9\u5f15\u5bfc\u7684\u611f\u77e5\u8fd0\u52a8\u4efb\u52a1\u4e2d\u7684\u6a21\u62df\u5b9e\u9a8c\u5bf9\u8d1d\u53f6\u65af\u884c\u4e3a\u6846\u67b6\u8fdb\u884c\u4e86\u6d4b\u8bd5\uff0c\u8be5\u5b9e\u9a8c\u91c7\u7528\u7684\u662fT\u5f62\u8ff7\u5bab\uff08T-maze\uff09\u73af\u5883\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u8d1d\u53f6\u65af\u884c\u4e3a\u6846\u67b6\u6240\u5f97\u51fa\u7684\u7ed3\u8bba\u4e0e\u795e\u7ecf\u79d1\u5b66\u548c\u5fc3\u7406\u5b66\u5b9e\u9a8c\u7684\u89c2\u5bdf\u6570\u636e\u76f8\u543b\u5408\uff1a<\/p>\n\n\n\n<p>1. \u4ece\u76ee\u6807\u5bfc\u5411\u5230\u4e60\u60ef\u6027\u884c\u4e3a\u7684\u8fc7\u6e21\uff1a\u6a21\u62df\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5728\u53cd\u590d\u5b66\u4e60\u540c\u4e00\u4efb\u52a1\u7684\u8fc7\u7a0b\u4e2d\uff0c\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u4f1a\u81ea\u52a8\u5730\u4ece\u7f13\u6162\u7684\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u8f6c\u53d8\u4e3a\u66f4\u5feb\u7684\u4e60\u60ef\u6027\u884c\u4e3a\u3002\u8fd9\u4e00\u8fc7\u6e21\u662f\u7531\u4e60\u60ef\u6027\u610f\u56fe\u7684\u7cbe\u786e\u6027\u7684\u589e\u52a0\u5f15\u8d77\u7684\uff0c\u4ece\u800c\u51cf\u5c11\u4e86\u76ee\u6807\u5bfc\u5411\u89c4\u5212\u7684\u8ba1\u7b97\u8d1f\u62c5\u3002<\/p>\n\n\n\n<p>2. \u5956\u52b1\u8d2c\u503c\u540e\u7684\u884c\u4e3a\u53d8\u5316\uff1a\u6a21\u62df\u5b9e\u9a8c\u8fd8\u63a2\u8ba8\u4e86\u667a\u80fd\u4f53\u5728\u5956\u52b1\u7ed3\u679c\u53d8\u5316\u65f6\uff0c\u5982\u4f55\u8c03\u6574\u5176\u884c\u4e3a\uff0c\u8fd9\u4e0e\u5fc3\u7406\u5b66\u4e2d\u7684\u7ed3\u679c\u8d2c\u503c\uff08outcome devaluation\uff09\u7684\u60c5\u5883\u76f8\u4f3c\u3002\u7ecf\u8fc7\u66f4\u5927\u91cf\u7684\u8bad\u7ec3\uff0c\u667a\u80fd\u4f53\u5728\u4e60\u60ef\u6027\u884c\u4e3a\u65b9\u9762\u8868\u73b0\u51fa\u4e86\u66f4\u5f3a\u7684\u987d\u56fa\u6027\u3002<\/p>\n\n\n\n<p>3. \u96f6\u6837\u672c\uff08zero-shot\uff09\u76ee\u6807\u5bfc\u5411\u89c4\u5212\uff1a\u8be5\u6846\u67b6\u5c55\u793a\u4e86\u667a\u80fd\u4f53\u5904\u7406\u65b0\u76ee\u6807\u800c\u65e0\u9700\u989d\u5916\u8bad\u7ec3\u7684\u80fd\u529b\u3002\u901a\u8fc7\u5229\u7528\u73b0\u6709\u7684\u4e60\u60ef\u6027\u884c\u4e3a\uff0c\u667a\u80fd\u4f53\u80fd\u591f\u6709\u6548\u5730\u89c4\u5212\u548c\u6267\u884c\u65b0\u4efb\u52a1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"2048\" height=\"1201\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-3-2048x1201-1.png\" alt=\"Synergizing Habits and Goals with Variational Bayes | diagram\" class=\"wp-image-1073949\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-3-2048x1201-1.png 2048w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-3-2048x1201-1-300x176.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-3-2048x1201-1-1024x601.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-3-2048x1201-1-768x450.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-3-2048x1201-1-1536x901.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-3-2048x1201-1-480x280.png 480w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/synergizing-habits-and-goals-with-variational-bayes-3-2048x1201-1-240x141.png 240w\" sizes=\"auto, (max-width: 2048px) 100vw, 2048px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a\u7ecf\u8fc7\u8bad\u7ec3\u7684\u667a\u80fd\u4f53 (a-c) \u53ef\u4ee5\u9488\u5bf9\u672a\u89c1\u8fc7\u7684\u76ee\u6807 (d, e) \u6267\u884c\u76ee\u6807\u5bfc\u5411\u7684\u89c4\u5212\uff08\u4f8b\u5982\u770b\u89c1\u66f4\u591a\u7684\u84dd\u8272\uff09<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\" 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behavior\uff09\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u3002\u4ece\u4eba\u4eec\u65e5\u5e38\u5de5\u4f5c\u751f\u6d3b\u7684\u7b80\u5355\u4e60\u60ef\uff0c\u5230\u6709\u89c4\u5212\u7684\u3001\u590d\u6742\u7684\u51b3\u7b56\u5236\u5b9a\u8fc7\u7a0b\uff0c\u65e0\u4e0d\u4f53\u73b0\u7740\u4e24\u79cd\u884c\u4e3a\u6a21\u5f0f\u95f4\u7684\u4ea4\u4e92\u3002\u4f20\u7edf\u89c2\u5ff5\u8ba4\u4e3a\uff0c\u8fd9\u4e9b\u884c\u4e3a\u7531\u5927\u8111\u4e2d\u7684\u4e24\u4e2a\u72ec\u7acb\u7cfb\u7edf\u7ba1\u7406\uff1a\u4e60\u60ef\u6027\u884c\u4e3a\u8fc5\u901f\u4e14\u81ea\u52a8\u5316\uff0c\u4e0d\u9700\u8981\u8003\u8651\u540e\u679c\uff1b\u800c\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u5219\u7f13\u6162\u4e14\u7075\u6d3b\uff0c\u4f1a\u8003\u8651\u6b64\u884c\u4e3a\u7684\u540e\u679c\u3002 \u7136\u800c\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e0e\u51b2\u7ef3\u79d1\u5b66\u6280\u672f\u5927\u5b66\u9662\u5927\u5b66\u7684\u7814\u7a76\u8005\u4eec\u8fd1\u671f\u901a\u8fc7\u53d8\u5206\u8d1d\u53f6\u65af\uff08variational Bayes\uff09\u65b9\u6cd5\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u9896\u7684\u7406\u8bba\u6846\u67b6\uff0c\u6311\u6218\u4e86\u4f20\u7edf\u89c2\u70b9\uff0c\u5c06\u4e60\u60ef\u6027\u884c\u4e3a\u548c\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u8fd9\u4e24\u79cd\u770b\u4f3c\u76f8\u4e92\u72ec\u7acb\u7684\u884c\u4e3a\u8fdb\u884c\u4e86\u6574\u5408\u3002\u8be5\u6846\u67b6\u4e3a\u5728\u673a\u5668\u5b66\u4e60\u548c\u4eba\u5de5\u667a\u80fd\u9886\u57df\u8bbe\u8ba1\u66f4\u9ad8\u6548\u4e14\u9002\u5e94\u6027\u5f3a\u7684\u7cfb\u7edf\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8def\uff0c\u540c\u65f6\u4e5f\u5c06\u6709\u52a9\u4e8e\u4eba\u4eec\u8fdb\u4e00\u6b65\u4e86\u89e3\u795e\u7ecf\u7cfb\u7edf\u7684\u673a\u7406\u3002\u76f8\u5173\u8bba\u6587\u5df2\u5728\u300a\u81ea\u7136-\u901a\u8baf\u300b\uff08Nature Communications\uff09\u6742\u5fd7\u4e0a\u53d1\u8868\u3002 Synergizing Habits and Goals with Variational Bayes \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.nature.com\/articles\/s41467-024-48577-7 (opens in new tab) \u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684\u7814\u7a76\u5458\u4eec\u6240\u63d0\u51fa\u7684\u8d1d\u53f6\u65af\u884c\u4e3a\uff08Bayesian Behavior\uff09\u6846\u67b6\uff0c\u4f7f\u7528\u53d8\u5206\u8d1d\u53f6\u65af\u65b9\u6cd5\u5efa\u6a21\u4e86\u611f\u77e5\u8fd0\u52a8\u4efb\u52a1\u4e2d\u7684\u884c\u4e3a\uff0c\u5176\u4e2d\u7684\u6838\u5fc3\u521b\u65b0\u70b9\u5c31\u5728\u4e8e\u5f15\u5165\u4e86\u4e00\u4e2a\u8d1d\u53f6\u65af\u201c\u610f\u56fe\u201d\uff08intention\uff09\u53d8\u91cf\uff0c\u4ece\u800c\u6709\u6548\u5730\u5c06\u4e60\u60ef\u6027\u884c\u4e3a\u4e0e\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u8fdb\u884c\u4e86\u8854\u63a5\u3002\u4e60\u60ef\u6027\u884c\u4e3a\u7531\u611f\u5b98\u8f93\u5165\u8ba1\u7b97\u7684\u610f\u56fe\u5148\u9a8c\u5206\u5e03\u9a71\u52a8\uff0c\u65e0\u9700\u5177\u4f53\u76ee\u6807\u3002\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u5219\u7531\u4e00\u4e2a\u901a\u8fc7\u6700\u5c0f\u5316\u53d8\u5206\u81ea\u7531\u80fd\u63a8\u65ad\uff08active inference\uff09\u7684\u76ee\u6807\u6761\u4ef6\u610f\u56fe\u540e\u9a8c\u5206\u5e03\u7684\u5f15\u5bfc\u3002 \u7814\u7a76\u5458\u4eec\u8ba4\u4e3a\uff0c\u4e60\u60ef\u6027\u884c\u4e3a\u548c\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u4e0d\u5e94\u88ab\u72ec\u7acb\u5bf9\u5f85\u3002\u76f8\u53cd\uff0c\u8fd9\u4e9b\u884c\u4e3a\u5171\u4eab\u795e\u7ecf\u8def\u5f84\uff0c\u4e14\u53ef\u4ee5\u4e92\u76f8\u501f\u9274\u8865\u5145\u3002\u4f8b\u5982\uff0c\u4e60\u60ef\u6027\u884c\u4e3a\u867d\u7136\u7f3a\u4e4f\u7075\u6d3b\u6027\uff0c\u4f46\u53ef\u901a\u8fc7\u7ec3\u4e60\u6765\u63d0\u4f9b\u719f\u7ec3\u7684\u8fd0\u52a8\u6280\u80fd\uff0c\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u6b64\u65f6\u4fbf\u53ef\u4ee5\u5229\u7528\u8fd9\u4e9b\u6280\u80fd\u8fdb\u884c\u66f4\u590d\u6742\u7684\u4efb\u52a1\u89c4\u5212\u3002\u8fd9\u79cd\u534f\u540c\u65b9\u6cd5\u53ef\u901a\u8fc7\u4ee5\u4e0b\u4e24\u79cd\u673a\u5236\u5b9e\u73b0\uff1a\uff081\uff09\u6700\u5c0f\u5316\u5148\u9a8c\uff08\u4e60\u60ef\u6027\uff09\u548c\u540e\u9a8c\uff08\u76ee\u6807\u5bfc\u5411\uff09\u610f\u56fe\u4e4b\u95f4\u7684\u5dee\u5f02\uff1b\uff082\uff09\u5148\u901a\u8fc7\u9006\u65b9\u5dee\u52a0\u6743\u5e73\u5747\u5c06\u5148\u9a8c\u548c\u540e\u9a8c\u610f\u56fe\u7ed3\u5408\u6210\u4e00\u4e2a\u534f\u540c\u610f\u56fe\uff0c\u7136\u540e\u667a\u80fd\u4f53\uff08agent\uff09\u518d\u4f7f\u7528\u8be5\u610f\u56fe\u4e0e\u73af\u5883\u8fdb\u884c\u4e92\u52a8\u3002 \u7814\u7a76\u5458\u4eec\u901a\u8fc7\u5728\u89c6\u89c9\u5f15\u5bfc\u7684\u611f\u77e5\u8fd0\u52a8\u4efb\u52a1\u4e2d\u7684\u6a21\u62df\u5b9e\u9a8c\u5bf9\u8d1d\u53f6\u65af\u884c\u4e3a\u6846\u67b6\u8fdb\u884c\u4e86\u6d4b\u8bd5\uff0c\u8be5\u5b9e\u9a8c\u91c7\u7528\u7684\u662fT\u5f62\u8ff7\u5bab\uff08T-maze\uff09\u73af\u5883\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u8d1d\u53f6\u65af\u884c\u4e3a\u6846\u67b6\u6240\u5f97\u51fa\u7684\u7ed3\u8bba\u4e0e\u795e\u7ecf\u79d1\u5b66\u548c\u5fc3\u7406\u5b66\u5b9e\u9a8c\u7684\u89c2\u5bdf\u6570\u636e\u76f8\u543b\u5408\uff1a 1. \u4ece\u76ee\u6807\u5bfc\u5411\u5230\u4e60\u60ef\u6027\u884c\u4e3a\u7684\u8fc7\u6e21\uff1a\u6a21\u62df\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5728\u53cd\u590d\u5b66\u4e60\u540c\u4e00\u4efb\u52a1\u7684\u8fc7\u7a0b\u4e2d\uff0c\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u4f1a\u81ea\u52a8\u5730\u4ece\u7f13\u6162\u7684\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\u8f6c\u53d8\u4e3a\u66f4\u5feb\u7684\u4e60\u60ef\u6027\u884c\u4e3a\u3002\u8fd9\u4e00\u8fc7\u6e21\u662f\u7531\u4e60\u60ef\u6027\u610f\u56fe\u7684\u7cbe\u786e\u6027\u7684\u589e\u52a0\u5f15\u8d77\u7684\uff0c\u4ece\u800c\u51cf\u5c11\u4e86\u76ee\u6807\u5bfc\u5411\u89c4\u5212\u7684\u8ba1\u7b97\u8d1f\u62c5\u3002 2. \u5956\u52b1\u8d2c\u503c\u540e\u7684\u884c\u4e3a\u53d8\u5316\uff1a\u6a21\u62df\u5b9e\u9a8c\u8fd8\u63a2\u8ba8\u4e86\u667a\u80fd\u4f53\u5728\u5956\u52b1\u7ed3\u679c\u53d8\u5316\u65f6\uff0c\u5982\u4f55\u8c03\u6574\u5176\u884c\u4e3a\uff0c\u8fd9\u4e0e\u5fc3\u7406\u5b66\u4e2d\u7684\u7ed3\u679c\u8d2c\u503c\uff08outcome devaluation\uff09\u7684\u60c5\u5883\u76f8\u4f3c\u3002\u7ecf\u8fc7\u66f4\u5927\u91cf\u7684\u8bad\u7ec3\uff0c\u667a\u80fd\u4f53\u5728\u4e60\u60ef\u6027\u884c\u4e3a\u65b9\u9762\u8868\u73b0\u51fa\u4e86\u66f4\u5f3a\u7684\u987d\u56fa\u6027\u3002 3. \u96f6\u6837\u672c\uff08zero-shot\uff09\u76ee\u6807\u5bfc\u5411\u89c4\u5212\uff1a\u8be5\u6846\u67b6\u5c55\u793a\u4e86\u667a\u80fd\u4f53\u5904\u7406\u65b0\u76ee\u6807\u800c\u65e0\u9700\u989d\u5916\u8bad\u7ec3\u7684\u80fd\u529b\u3002\u901a\u8fc7\u5229\u7528\u73b0\u6709\u7684\u4e60\u60ef\u6027\u884c\u4e3a\uff0c\u667a\u80fd\u4f53\u80fd\u591f\u6709\u6548\u5730\u89c4\u5212\u548c\u6267\u884c\u65b0\u4efb\u52a1\u3002 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