{"id":60908,"date":"2025-06-17T18:41:43","date_gmt":"2025-06-17T10:41:43","guid":{"rendered":"https:\/\/swarma.org\/?p=60908"},"modified":"2025-06-17T18:41:43","modified_gmt":"2025-06-17T10:41:43","slug":"%e5%a4%a7%e8%84%91%e7%9a%84%e5%8e%8b%e7%bc%a9%e7%ae%97%e6%b3%95%ef%bc%9anat-commun%e7%a0%94%e7%a9%b6%e6%8f%ad%e7%a4%ba%e4%ba%ba%e7%b1%bb%e6%b3%9b%e5%8c%96%e5%ad%a6%e4%b9%a0%e8%83%8c","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=60908","title":{"rendered":"\u5927\u8111\u7684\u201c\u538b\u7f29\u7b97\u6cd5\u201d\uff1aNat Commun\u7814\u7a76\u63ed\u793a\u4eba\u7c7b\u6cdb\u5316\u5b66\u4e60\u80cc\u540e\u7684\u673a\u5236"},"content":{"rendered":"
\n
\n
\n
\n
\n
\n
\n
<\/section>\n
\n
\n
\n
\n
\n

<\/span><\/section>\n<\/section>\n
\n
\n

\u6458\u8981<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n

\n

<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\n
\n
\n

\u5f3a\u5316\u5b66\u4e60\u7406\u8bba\u5c06\u4eba\u7c7b\u884c\u4e3a\u89e3\u91ca\u4e3a\u53d7\u6700\u5927\u5316\u5956\u52b1\u8fd9\u4e00\u76ee\u6807\u7684\u9a71\u52a8\u3002\u7136\u800c\uff0c\u4f20\u7edf\u65b9\u6cd5\u5bf9\u4e8e\u4eba\u4eec\u5982\u4f55\u4ece\u8fc7\u5f80\u7ecf\u9a8c\u63a8\u5e7f\u5230\u65b0\u60c5\u5883\u63d0\u4f9b\u7684\u89c1\u89e3\u6709\u9650\u3002\u5728\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u901a\u8fc7\u7eb3\u5165\u9ad8\u6548\u7f16\u7801\u539f\u5219\u6765\u6539\u8fdb\u7ecf\u5178\u5f3a\u5316\u5b66\u4e60\u6846\u67b6\uff0c\u8be5\u539f\u5219\u5f3a\u8c03\u4f7f\u7528\u6700\u7b80\u5fc5\u8981\u7684\u8868\u5f81\u6765\u6700\u5927\u5316\u5956\u52b1\u3002\u8fd9\u4e00\u6539\u8fdb\u540e\u7684\u6846\u67b6\u9884\u6d4b\uff0c\u53d7\u66f4\u7b80\u5355\u8868\u5f81\u6240\u9650\u7684\u667a\u80fd\u4f53\u5fc5\u7136\uff1a1\uff09\u5c06\u73af\u5883\u523a\u6fc0\u63d0\u70bc\u4e3a\u66f4\u5c11\u7684\u62bd\u8c61\u5185\u90e8\u72b6\u6001\uff0c\u4ee5\u53ca 2\uff09\u68c0\u6d4b\u5e76\u5229\u7528\u73af\u5883\u4e2d\u7684\u5956\u52b1\u7279\u5f81\u3002\u56e0\u6b64\uff0c\u590d\u6742\u523a\u6fc0\u88ab\u6620\u5c04\u5230\u7d27\u51d1\u7684\u8868\u5f81\uff0c\u4ece\u800c\u4e3a\u6cdb\u5316\u5960\u5b9a\u57fa\u7840\u3002\u6211\u4eec\u5728\u4e24\u9879\u8003\u5bdf\u4eba\u7c7b\u6cdb\u5316\u80fd\u529b\u7684\u5b9e\u9a8c\u4e2d\u68c0\u9a8c\u4e86\u8fd9\u4e00\u60f3\u6cd5\u3002\u6211\u4eec\u7684\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0c\u4f20\u7edf\u6a21\u578b\u5728\u6cdb\u5316\u65b9\u9762\u8868\u73b0\u4e0d\u4f73\uff0c\u4f46\u7eb3\u5165\u9ad8\u6548\u7f16\u7801\u7684\u6a21\u578b\u8fbe\u5230\u4e86\u4eba\u7c7b\u6c34\u5e73\u7684\u8868\u73b0\u3002\u6211\u4eec\u8ba4\u4e3a\uff0c\u5c06\u9ad8\u6548\u7f16\u7801\u52a0\u5165\u7ecf\u5178\u5f3a\u5316\u5b66\u4e60\u76ee\u6807\uff0c\u80fd\u6784\u5efa\u4e00\u4e2a\u66f4\u5168\u9762\u7684\u8ba1\u7b97\u6846\u67b6\uff0c\u6709\u52a9\u4e8e\u7406\u89e3\u4eba\u7c7b\u5728\u5b66\u4e60\u548c\u6cdb\u5316\u65b9\u9762\u7684\u884c\u4e3a\u3002<\/span><\/span><\/strong><\/p>\n


<\/span><\/span><\/strong><\/p>\n

\u5173\u952e\u8bcd\uff1a\u9ad8\u6548\u7f16\u7801\uff08Efficient Coding\uff09\u3001\u5f3a\u5316\u5b66\u4e60\uff08Reinforcement Learning\uff09\u3001\u72b6\u6001\u62bd\u8c61\uff08State Abstraction\uff09\u3001\u5956\u52b1\u7279\u5f81\u63d0\u53d6\uff08Rewarding Feature Extraction\uff09\u3001\u6cdb\u5316\u80fd\u529b\uff08Generalization\uff09<\/span><\/span><\/strong><\/p>\n


<\/span><\/span><\/strong><\/p>\n

\u5982\u679c\u4f60\u5bf9\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u611f\u5174\u8da3\uff0c\u96c6\u667a\u6700\u8fd1\u7b56\u5212\u7684\u300c\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u300d\u8bfb\u4e66\u4f1a<\/a>\uff0c\u4f60\u4e00\u5b9a\u4e0d\u8981\u9519\u8fc7\u3002\u7b2c\u4e00\u671f\u5206\u4eab\u4e3b\u8bb2\u4eba\u4ece\u81ea\u4e0b\u800c\u4e0a\u89c6\u89d2\u7406\u89e3\u5927\u6a21\u578b\u673a\u5236\u53ef\u89e3\u91ca\u6027\u3002\u4f5c\u4e3a\u6982\u89c8\u548c\u5165\u95e8\u5f15\u5bfc\uff0c\u7edd\u5bf9\u4e0d\u80fd\u9519\u8fc7\uff01<\/span><\/span><\/strong><\/p>\n

<\/section>\n<\/section>\n
<\/strong><\/strong><\/section>\n<\/section>\n
\n
<\/strong><\/strong><\/section>\n<\/section>\n
\n
<\/strong><\/strong><\/section>\n
<\/strong><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\n
\n
\n
<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
\n
\"\u56fe\u7247\"<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n
<\/section>\n
\n

\u8bba\u6587\u9898\u76ee\uff1aHumans learn generalizable representations through efficient coding<\/span><\/span><\/p>\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/doi.org\/10.1038\/s41467-025-58848-6<\/span><\/span><\/p>\n

\u53d1\u8868\u65f6\u95f4\uff1a2025\u5e744\u670829\u65e5<\/span><\/span><\/p>\n

\u8bba\u6587\u6765\u6e90\uff1aNature Communications<\/span><\/span><\/p>\n<\/blockquote>\n


<\/span><\/p>\n

\u5728\u77ac\u606f\u4e07\u53d8\u7684\u4e16\u754c\u4e2d\uff0c\u4eba\u7c7b\u80fd\u591f\u4ece\u6709\u9650\u7684\u7ecf\u9a8c\u4e2d\u63d0\u53d6\u77e5\u8bc6\u5e76\u5e94\u7528\u4e8e\u65b0\u60c5\u5883\uff0c\u8fd9\u79cd\u80fd\u529b\u88ab\u79f0\u4e3a<\/span><\/span>\u6cdb\u5316\uff08Generalization\uff09<\/span><\/span><\/strong>\u3002\u4f8b\u5982\uff0c\u4e00\u4e2a\u5b66\u4f1a\u9a91\u81ea\u884c\u8f66\u7684\u5c0f\u5b69\u53ef\u4ee5\u5c06\u5176\u5e73\u8861\u6280\u80fd\u8fc1\u79fb\u5230\u6ed1\u677f\u8f66\u4e0a\uff0c\u800c\u65e0\u9700\u4ece\u5934\u5b66\u4e60\u3002\u4f20\u7edf\u5f3a\u5316\u5b66\u4e60\u7406\u8bba\u8ba4\u4e3a\u4eba\u7c7b\u884c\u4e3a\u4ee5\u5956\u52b1\u6700\u5927\u5316\u4e3a\u76ee\u6807\uff0c\u4f46\u8fd9\u4e00\u6846\u67b6\u5bf9\u6cdb\u5316\u80fd\u529b\u7684\u89e3\u91ca\u6709\u9650\u3002\u8fd1\u65e5\uff0c\u4e00\u9879\u53d1\u8868\u5728<\/span><\/span>Nature Communications <\/span><\/span><\/em>\u7684\u7814\u7a76\u63d0\u51fa\uff0c\u5c06<\/span><\/span>\u9ad8\u6548\u7f16\u7801\u539f\u5219\uff08Efficient Coding Principle\uff09\u878d\u5165\u5f3a\u5316\u5b66\u4e60\u6846\u67b6<\/span><\/span><\/strong>\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u89e3\u91ca\u4eba\u7c7b\u5982\u4f55\u901a\u8fc7\u7b80\u5316\u8868\u5f81\u5b9e\u73b0\u6cdb\u5316\u3002\u7814\u7a76\u53d1\u73b0\uff0c\u4eba\u7c7b\u5728\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u4f1a\u538b\u7f29\u73af\u5883\u523a\u6fc0\u7684\u5197\u4f59\u4fe1\u606f\uff0c\u5f62\u6210\u62bd\u8c61\u7684\u5185\u90e8\u72b6\u6001\uff0c\u5e76\u63d0\u53d6\u4e0e\u5956\u52b1\u76f8\u5173\u7684\u5173\u952e\u7279\u5f81\uff0c\u4ece\u800c\u5728\u65b0\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n


<\/span><\/strong><\/h3>\n

\n
\n
\n
\n
\n

<\/span><\/section>\n

<\/span><\/section>\n
\n
<\/section>\n<\/section>\n<\/section>\n
\n

\u4f20\u7edf\u5f3a\u5316\u5b66\u4e60\u7684\u5c40\u9650\u4e0e\u9ad8\u6548\u7f16\u7801\u7684\u63d0\u51fa<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/span><\/section>\n

<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/span><\/p>\n

\u4f20\u7edf\u7684\u5f3a\u5316\u5b66\u4e60\u7406\u8bba\u5c06\u4eba\u7c7b\u884c\u4e3a\u89c6\u4e3a\u5956\u52b1\u6700\u5927\u5316\u7684\u8fc7\u7a0b\uff0c\u4f46\u5176\u5047\u8bbe\u4efb\u52a1\u8868\u5f81\u662f\u9884\u5148\u5b9a\u4e49\u4e14\u56fa\u5b9a\u7684\uff0c\u65e0\u6cd5\u89e3\u91ca\u4eba\u7c7b\u5982\u4f55\u4ece\u590d\u6742\u52a8\u6001\u7684\u73af\u5883\u4e2d\u63a8\u65ad\u51fa\u6709\u6548\u7684\u8868\u5f81\u3002\u4f8b\u5982\uff0c\u5728\u73b0\u5b9e\u51b3\u7b56\u4e2d\uff0c\u4eba\u7c7b\u9700\u8981\u4ece\u539f\u59cb\u611f\u5b98\u8f93\u5165\u4e2d\u63d0\u53d6\u6a21\u5f0f\u5e76\u6784\u5efa\u62bd\u8c61\u8868\u5f81\uff0c\u800c\u4f20\u7edfRL\u6a21\u578b\u7f3a\u4e4f\u8fd9\u4e00\u673a\u5236\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u8005\u63d0\u51fa\u5c06\u9ad8\u6548\u7f16\u7801\u539f\u5219\u878d\u5165\u5f3a\u5316\u5b66\u4e60\u6846\u67b6\u3002\u9ad8\u6548\u7f16\u7801\u6e90\u4e8e\u4e00\u4e2a\u57fa\u672c\u4e8b\u5b9e\uff1a\u4eba\u7c7b\u5927\u8111\u4f5c\u4e3a\u751f\u7269\u4fe1\u606f\u5904\u7406\u7cfb\u7edf\uff0c\u8ba4\u77e5\u8d44\u6e90\u6709\u9650\u3002<\/span><\/span>\u8fd9\u4e00\u539f\u5219\u5f3a\u8c03\uff0c\u667a\u80fd\u4f53\u5e94\u5728\u6700\u5927\u5316\u5956\u52b1\u7684\u540c\u65f6\uff0c\u4f7f\u7528\u6700\u7b80\u5355\u5fc5\u8981\u7684\u8868\u5f81\u3002<\/span><\/span><\/strong>\u6b64\u524d\uff0c\u9ad8\u6548\u7f16\u7801\u5df2\u88ab\u7528\u4e8e\u89e3\u91ca\u611f\u77e5\u3001\u5de5\u4f5c\u8bb0\u5fc6\u548c\u8fd0\u52a8\u63a7\u5236\u7b49\u9886\u57df\uff0c\u4f46\u5176\u5728\u5f3a\u5316\u5b66\u4e60\u4e2d\u7684\u4f5c\u7528\u5c1a\u672a\u660e\u786e\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n


<\/span><\/strong><\/h3>\n

\n
\n
\n
\n
\n

<\/span><\/section>\n

<\/span><\/section>\n
\n
<\/section>\n<\/section>\n<\/section>\n
\n

\u9ad8\u6548\u7f16\u7801\u5982\u4f55\u9a71\u52a8\u72b6\u6001\u62bd\u8c61\uff1f<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/span><\/section>\n

<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/span><\/p>\n

\u7814\u7a76\u901a\u8fc7\u4e24\u4e2a\u5b9e\u9a8c\u9a8c\u8bc1\u9ad8\u6548\u7f16\u7801\u7684\u4f5c\u7528\u3002<\/span><\/span>\u5b9e\u9a8c\u4e00<\/span><\/span><\/strong>\u91c7\u7528<\/span><\/span>\u83b7\u5f97\u6027\u7b49\u4ef7\u8303\u5f0f\uff08Acquired Equivalence Paradigm\uff09<\/span><\/span><\/strong>\uff0c\u53c2\u4e0e\u8005\u5b66\u4e60\u5c06\u4e0d\u540c\u5916\u5f62\u7684\u201c\u5916\u661f\u4eba\u201d\u523a\u6fc0\u4e0e\u7279\u5b9a\u573a\u666f\u5173\u8054\u3002\u8bad\u7ec3\u9636\u6bb5\uff0c\u53c2\u4e0e\u8005\u901a\u8fc7\u53cd\u9988\u5b66\u4e60\u523a\u6fc0-\u52a8\u4f5c\u5173\u8054\uff1b\u6d4b\u8bd5\u9636\u6bb5\uff0c\u4ed6\u4eec\u9700\u5c06\u6240\u5b66\u5e94\u7528\u4e8e\u672a\u8bad\u7ec3\u7684\u65b0\u5173\u8054\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u7814\u7a76\u8005\u6784\u5efa\u4e86\u4e09\u4e2a\u8ba1\u7b97\u6a21\u578b\uff1a<\/span><\/span><\/p>\n

1. RLPG\uff08\u5f3a\u5316\u5b66\u4e60\u7b56\u7565\u68af\u5ea6\u6a21\u578b\uff09<\/span><\/span>\uff1a<\/span>\u4ec5\u4f18\u5316\u5956\u52b1\uff0c\u4e0d\u538b\u7f29\u8868\u5f81\u3002<\/span><\/span><\/p>\n

2. ECPG\uff08\u9ad8\u6548\u7f16\u7801\u7b56\u7565\u68af\u5ea6\u6a21\u578b\uff09<\/span><\/span><\/strong>\uff1a\u5728\u5956\u52b1\u6700\u5927\u5316\u57fa\u7840\u4e0a\u6700\u5c0f\u5316\u8868\u5f81\u590d\u6742\u5ea6\u3002<\/span><\/span><\/p>\n

3. CPG\uff08\u7ea7\u8054\u7b56\u7565\u68af\u5ea6\u6a21\u578b\uff09<\/span><\/span><\/strong>\uff1a\u4f5c\u4e3a\u5bf9\u7167\uff0c\u67b6\u6784\u4e0eECPG\u76f8\u540c\u4f46\u4e0d\u538b\u7f29\u8868\u5f81\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

<\/section>\n

\u56fe 1. \u5b9e\u9a8c\u4e00\u7684\u83b7\u5f97\u6027\u7b49\u4ef7\u8303\u5f0f\u53ca\u6a21\u578b\u67b6\u6784\u3002A. \u5355\u4e2a\u8bd5\u6b21\u7684\u6784\u6210\uff1bB. \u4e00\u4e2ablock\u5305\u542b\u4e24\u4e2a\u9636\u6bb5\u3002\u8bad\u7ec3\u9636\u6bb5\u901a\u8fc7\u53cd\u9988\u8bad\u7ec3\u4e09\u4e2a\u5173\u8054\u3002\u6d4b\u8bd5\u9636\u6bb5\u6d4b\u8bd5\u4e00\u4e2a\u672a\u7ecf\u8bad\u7ec3\u7684\u5173\u8054\uff08\u865a\u7ebf\uff09\uff0c\u540c\u65f6\u6d4b\u8bd5\u4e09\u4e2a\u5df2\u8bad\u7ec3\u7684\u5173\u8054\uff0c\u4f46\u4e0d\u63d0\u4f9b\u53cd\u9988\u3002C. \u4e00\u4e2ablock\u5305\u542b\u4e24\u7ec4\uff0c\u6bcf\u7ec4\u6709\u4e24\u4e2a\u523a\u6fc0\u7269\u3002\u4e00\u7ec4\u7684\u9519\u8bef\u52a8\u4f5c\u5bf9\u5e94\u53e6\u4e00\u7ec4\u7684\u6b63\u786e\u52a8\u4f5c\u3002D \u5b9e\u9a8c 1 \u4e2d\u4f7f\u7528\u7684\u523a\u6fc0\u7269\u8bbe\u8ba1\u4e3a\u76f8\u540c\u989c\u8272\u4f46\u5f62\u72b6\u548c\u9644\u5c5e\u7269\u4e0d\u540c\uff0c\u4ee5\u63a7\u5236\u611f\u77e5\u76f8\u4f3c\u6027\u3002\u8fd9\u56db\u4e2a\u523a\u6fc0\u7269\u5206\u522b\u79f0\u4e3a x\u3001x<\/span><\/span>0<\/span><\/sub>\u3001y\u3001y<\/span><\/span>0<\/span><\/sub>\uff0c\u5176\u4e2d x \u548c x<\/span><\/span>0<\/span><\/sub> \u5173\u8054\u76f8\u540c\u7684\u52a8\u4f5c\uff0cy \u548c y<\/span><\/span>0<\/span><\/sub> \u4e5f\u662f\u5982\u6b64\u3002E \u5b9e\u9a8c 2 \u4e2d\u4f7f\u7528\u7684\u523a\u6fc0\u7269\u3002\u6bcf\u4e2a\u6a21\u5757\u5305\u542b\u4e00\u79cd\u4e0d\u540c\u7c7b\u578b\u7684\u611f\u77e5\u76f8\u4f3c\u6027\u3002F \u6a21\u578b\u67b6\u6784\u3002\u7ecf\u5178\u7684\u5f3a\u5316\u5b66\u4e60\u7b56\u7565\u68af\u5ea6\uff08RLPG\uff09\u6a21\u578b\u5b66\u4e60\u4e00\u79cd\u7b56\u7565\uff0c\u8be5\u7b56\u7565\u5c06\u523a\u6fc0 s \u6620\u5c04\u5230\u52a8\u4f5c a \u7684\u5206\u5e03\u3002\u7531\u4e8e\u5f15\u5165\u4e86\u8868\u793a r\uff0c\u7ea7\u8054\u7b56\u7565\u68af\u5ea6\uff08CPG\uff09\u548c\u9ad8\u6548\u7f16\u7801\u7b56\u7565\u68af\u5ea6\uff08ECPG\uff09\u6a21\u578b\u7684\u7b56\u7565\u88ab\u5206\u89e3\u4e3a\u7f16\u7801\u5668 \u03c8 \u548c\u89e3\u7801\u5668 \u03c1\u3002ECPG \u548c CPG \u6a21\u578b\u5177\u6709\u76f8\u540c\u7684\u67b6\u6784\uff0c\u53ea\u662f ECPG \u6a21\u578b\u4f18\u5316\u4ee5\u4f7f\u7528\u66f4\u7b80\u5355\u7684\u8868\u793a z\u3002<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n


<\/span><\/p>\n

\u7ed3\u679c\u663e\u793a\uff0cECPG\u6a21\u578b\u901a\u8fc7<\/span><\/span>\u4fe1\u606f\u74f6\u9888\uff08Information Bottleneck\uff09<\/span><\/span><\/strong>\u538b\u7f29\u8868\u5f81\uff0c\u5c06\u5171\u4eab\u76f8\u540c\u52a8\u4f5c\u7684\u523a\u6fc0\u6620\u5c04\u5230\u76f8\u4f3c\u7684\u5185\u90e8\u72b6\u6001\uff08\u5373<\/span><\/span>\u72b6\u6001\u62bd\u8c61<\/span><\/span><\/strong>\uff09\uff0c\u4ece\u800c\u5728\u6d4b\u8bd5\u9636\u6bb5\u8868\u73b0\u51fa\u4e0e\u4eba\u7c7b\u76f8\u5f53\u7684\u6cdb\u5316\u80fd\u529b\u3002\u800cRLPG\u548cCPG\u6a21\u578b\u56e0\u7f3a\u4e4f\u8868\u5f81\u7b80\u5316\u673a\u5236\uff0c\u6cdb\u5316\u6027\u80fd\u59cb\u7ec8\u5904\u4e8e\u968f\u673a\u6c34\u5e73\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

<\/section>\n

\u56fe 2. \u5b9e\u9a8c\u4e00\u4e2d\u4eba\u7c7b\u548c\u6a21\u578b\u7684\u8868\u73b0\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n


<\/span><\/p>\n

\n
\n
\n
\n
\n

<\/span><\/section>\n

<\/span><\/section>\n
\n
<\/section>\n<\/section>\n<\/section>\n
\n

\u5956\u52b1\u7279\u5f81\u63d0\u53d6\u4e0e\u6761\u4ef6\u4f9d\u8d56\u6027<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/span><\/section>\n

<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/span><\/p>\n

\u5b9e\u9a8c\u4e8c<\/span><\/span><\/strong>\u8fdb\u4e00\u6b65\u8003\u5bdf\u4e86<\/span><\/span>\u611f\u77e5\u4e0e\u529f\u80fd\u6cdb\u5316<\/span><\/span><\/strong>\u7684\u4ea4\u4e92\u4f5c\u7528\u3002\u7814\u7a76\u8005\u8bbe\u8ba1\u4e86\u4e09\u79cd\u5b9e\u9a8c\u6761\u4ef6\uff1a<\/span><\/span><\/p>\n

1. \u4e00\u81f4\u6761\u4ef6\uff08Consistent\uff09<\/span><\/span><\/strong>\uff1a\u989c\u8272\u4e0e\u5956\u52b1\u76f4\u63a5\u76f8\u5173\u3002<\/span><\/span><\/p>\n

2. \u51b2\u7a81\u6761\u4ef6\uff08Conflict\uff09<\/span><\/span><\/strong>\uff1a\u989c\u8272\u4e0e\u5956\u52b1\u8d1f\u76f8\u5173\uff0c\u5f62\u72b6\u548c\u9644\u5c5e\u7269\u624d\u662f\u5173\u952e\u7279\u5f81\u3002<\/span><\/span><\/p>\n

3. \u63a7\u5236\u6761\u4ef6\uff08Control\uff09<\/span><\/span><\/strong>\uff1a\u6240\u6709\u7279\u5f81\u540c\u7b49\u91cd\u8981\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

ECPG\u6a21\u578b\u7684\u6a21\u62df\u8868\u660e\uff0c\u5728\u4e00\u81f4\u6761\u4ef6\u4e0b\uff0c\u6a21\u578b\u5feb\u901f\u5c06\u6ce8\u610f\u529b\u96c6\u4e2d\u5728\u989c\u8272\u7279\u5f81\u4e0a\uff1b\u800c\u5728\u51b2\u7a81\u6761\u4ef6\u4e0b\uff0c\u6a21\u578b\u9700\u6291\u5236\u989c\u8272\u5e76\u8f6c\u5411\u5176\u4ed6\u7279\u5f81\u3002\u8fd9\u4e00\u8fc7\u7a0b\u4f53\u73b0\u4e86<\/span><\/span>\u5956\u52b1\u7279\u5f81\u63d0\u53d6<\/span><\/span><\/strong>\u7684\u7075\u6d3b\u6027\u3002\u6b64\u5916\uff0c\u7814\u7a76\u8005\u5f15\u5165<\/span><\/span>\u63a2\u9488\u523a\u6fc0\uff08Probe Stimulus\uff09<\/span><\/span><\/strong>\uff08\u6d4b\u8bd5\u9636\u6bb5\u7684\u65b0\u523a\u6fc0\uff09<\/span>\u53d1\u73b0\uff0c\u4eba\u7c7b\u53c2\u4e0e\u8005\u7684\u53cd\u5e94\u4e0eECPG\u6a21\u578b\u7684\u9884\u6d4b\u9ad8\u5ea6\u4e00\u81f4\uff1a\u5728\u4e00\u81f4\u6761\u4ef6\u4e0b\uff0c\u63a2\u9488\u7684\u54cd\u5e94\u4e0e\u989c\u8272\u76f8\u540c\u7684\u523a\u6fc0\u5339\u914d\uff1b\u5728\u51b2\u7a81\u6761\u4ef6\u4e0b\uff0c\u5219\u4e0e\u5f62\u72b6\u76f8\u540c\u7684\u523a\u6fc0\u5339\u914d\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

<\/section>\n

\u56fe 3. \u5b9e\u9a8c\u4e8c\u4e2d\u4eba\u7c7b\u548c\u6a21\u578b\u7684\u8868\u73b0\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n


<\/span><\/strong><\/h3>\n

\n
\n
\n
\n
\n

<\/span><\/section>\n

<\/span><\/section>\n
\n
<\/section>\n<\/section>\n<\/section>\n
\n

\u9ad8\u6548\u7f16\u7801\uff1a\u8d85\u8d8a\u7b97\u6cd5\u673a\u5236\u7684\u901a\u7528\u6846\u67b6<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/span><\/section>\n

<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/span><\/p>\n

\u7814\u7a76\u8005\u5bf9\u6bd4\u4e86ECPG\u6a21\u578b\u4e0e\u591a\u4e2a\u7b97\u6cd5\u7ea7\u6a21\u578b<\/span>\uff08\u5982\u6f5c\u5728\u539f\u56e0\u805a\u7c7b\u6a21\u578bLC\u3001\u8bb0\u5fc6\u5173\u8054\u6a21\u578bMA\u548c\u6ce8\u610f\u529b\u9009\u62e9\u6a21\u578bACL\uff09<\/span>\uff0c\u53d1\u73b0ECPG\u5728\u89e3\u91ca\u4eba\u7c7b\u884c\u4e3a\u4e0a\u66f4\u5177\u4f18\u52bf\u3002\u8fd9\u4e9b\u7b97\u6cd5\u6a21\u578b\u867d\u80fd\u5b9e\u73b0\u90e8\u5206\u6cdb\u5316\uff0c\u4f46\u5176\u673a\u5236<\/span>\uff08\u5982\u805a\u7c7b\u6216\u6ce8\u610f\u529b\u5206\u914d\uff09<\/span>\u672c\u8d28\u4e0a\u662f\u9ad8\u6548\u7f16\u7801\u7684\u5177\u4f53\u5b9e\u73b0\u3002\u4f8b\u5982\uff0cLC\u6a21\u578b\u901a\u8fc7\u805a\u7c7b\u7b80\u5316\u8868\u5f81\uff0cACL\u6a21\u578b\u901a\u8fc7\u6ce8\u610f\u529b\u7b5b\u9009\u7279\u5f81\uff0c\u5747\u7b26\u5408\u9ad8\u6548\u7f16\u7801\u7684\u76ee\u6807\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u7814\u7a76\u8fd8\u6392\u9664\u4e86\u5176\u4ed6\u6b63\u5219\u5316\u65b9\u6cd5<\/span>\uff08\u5982L1\/L2\u8303\u6570\uff09<\/span>\u7684\u5e72\u6270\uff0c<\/span><\/span>\u8bc1\u660e\u4fe1\u606f\u8bba\u590d\u6742\u5ea6\u662f\u89e3\u91ca\u4eba\u7c7b\u6cdb\u5316\u7684\u6700\u4f73\u6307\u6807<\/span><\/span><\/strong>\u3002\u6a21\u578b\u6062\u590d\u5206\u6790\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86ECPG\u7684\u72ec\u7279\u6027\uff0c\u5176\u4f18\u52bf\u5e76\u975e\u6765\u81ea\u53c2\u6570\u7075\u6d3b\u6027\uff0c\u800c\u662f\u5bf9\u8ba4\u77e5\u673a\u5236\u7684\u51c6\u786e\u523b\u753b\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n


<\/span><\/strong><\/h3>\n

\n
\n
\n
\n
\n

<\/span><\/section>\n

<\/span><\/section>\n
\n
<\/section>\n<\/section>\n<\/section>\n
\n

\u7406\u8bba\u610f\u4e49\u4e0e\u672a\u6765\u65b9\u5411<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/span><\/section>\n

<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/span><\/p>\n

\u9ad8\u6548\u7f16\u7801\u4e0e\u5956\u52b1\u6700\u5927\u5316\u7684\u7ed3\u5408\uff0c\u4f53\u73b0\u4e86<\/span><\/span>\u8d44\u6e90\u7406\u6027\uff08Resource Rationality\uff09<\/span><\/span><\/strong>\u539f\u5219\uff1a\u4eba\u7c7b\u5728\u6709\u9650\u8ba4\u77e5\u8d44\u6e90\u4e0b\u4f18\u5316\u51b3\u7b56\u3002\u8fd9\u4e00\u6846\u67b6\u4e0d\u4ec5\u89e3\u91ca\u4e86\u6cdb\u5316\u80fd\u529b\uff0c\u8fd8\u4e3a\u7406\u89e3\u7cbe\u795e\u5206\u88c2\u75c7\u3001\u963f\u5c14\u8328\u6d77\u9ed8\u75c5\u7b49\u60a3\u8005\u7684\u8868\u5f81\u5b66\u4e60\u969c\u788d\u63d0\u4f9b\u4e86\u65b0\u89c6\u89d2\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u672a\u6765\u7814\u7a76\u53ef\u5c06\u8be5\u6846\u67b6\u6269\u5c55\u81f3\u591a\u6b65\u51b3\u7b56<\/span>\uff08\u5982\u9a6c\u5c14\u53ef\u592b\u51b3\u7b56\u8fc7\u7a0b\uff09<\/span>\u548c\u590d\u6742\u4efb\u52a1<\/span>\uff08\u5982\u89c4\u5212\u4e0e\u591a\u4efb\u52a1\u5b66\u4e60\uff09<\/span>\uff0c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u9ad8\u6548\u7f16\u7801\u7684\u666e\u9002\u6027\u3002\u6b64\u5916\uff0c\u8fd9\u4e00\u6210\u679c\u5bf9\u4eba\u5de5\u667a\u80fd\u5177\u6709\u542f\u793a\u610f\u4e49\uff1a\u5728\u5f00\u653e\u73af\u5883\u4e2d\uff0c\u667a\u80fd\u4f53\u9700\u50cf\u4eba\u7c7b\u4e00\u6837\u901a\u8fc7\u7b80\u5316\u8868\u5f81\u5b9e\u73b0\u9ad8\u6548\u5b66\u4e60\u4e0e\u8fc1\u79fb\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n


<\/span><\/p>\n

\u5f6d\u6668<\/span><\/span> <\/span><\/span>| \u7f16\u8bd1<\/span><\/span><\/strong><\/span><\/strong><\/section>\n

<\/span><\/section>\n
\n
\n
\n
\n

\u5173\u4e8e\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


<\/span><\/section>\n

\u96c6\u667a\u4ff1\u4e50\u90e8\u6210\u7acb\u4e8e 2003 \u5e74\uff0c\u662f\u4e00\u4e2a\u4ece\u4e8b\u5b66\u672f\u7814\u7a76\u3001\u4eab\u53d7\u79d1\u5b66\u4e50\u8da3\u7684\u63a2\u7d22\u8005\u7684\u56e2\u4f53\uff0c\u4e5f\u662f<\/span><\/span>\u56fd\u5185\u6700\u65e9\u7684\u7814\u7a76\u4eba\u5de5\u667a\u80fd\u3001\u590d\u6742\u7cfb\u7edf\u7684\u79d1\u5b66\u793e\u533a<\/span><\/span><\/strong>\u3002\u5b83\u5021\u5bfc\u4ee5\u5e73\u7b49\u5f00\u653e\u7684\u6001\u5ea6\u3001\u79d1\u5b66\u5b9e\u8bc1\u7684\u7cbe\u795e\uff0c\u8fdb\u884c\u8de8\u5b66\u79d1\u7684\u7814\u7a76\u4e0e\u4ea4\u6d41\uff0c\u529b\u56fe\u642d\u5efa\u4e00\u4e2a\u4e2d\u56fd\u7684 \u201c \u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240 \u201d\u3002\u96c6\u667a\u79d1\u5b66\u7814\u7a76\u4e2d\u5fc3\uff08<\/span><\/span>\u6c11\u95f4\u975e\u76c8\u5229\u4f01\u4e1a\uff09\u662f\u96c6\u667a\u4ff1\u4e50\u90e8\u7684\u8fd0\u8425\u4e3b\u4f53\uff0c\u957f\u671f\u8fd0\u8425\u793e\u533a\u751f\u6001\uff0c\u50ac\u5316\u7406\u8bba\u521b\u65b0\u3002<\/span><\/span><\/span>\u4f7f\u547d\uff1a\u8425\u9020\u8de8\u5b66\u79d1\u63a2\u7d22\u5c0f\u751f\u5883\uff0c\u50ac\u5316\u590d\u6742\u6027\u79d1\u5b66\u65b0\u7406\u8bba<\/span><\/span><\/strong>\u3002<\/span><\/span><\/span><\/p>\n

<\/section>\n

<\/span><\/span><\/span><\/strong><\/span><\/section>\n

<\/span><\/section>\n
\n
\n
\n
\n

\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u8bfb\u4e66\u4f1a<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


<\/span><\/span><\/span><\/strong><\/span><\/section>\n

\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u526f\u6559\u6388\u5f20\u62f3\u77f3\u3001\u963f\u91cc\u4e91\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u56e2\u961f\u8d1f\u8d23\u4eba\u6c88\u65ed\u3001\u5f69\u4e91\u79d1\u6280\u9996\u5e2d\u79d1\u5b66\u5bb6\u8096\u8fbe\u3001\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7855\u58eb\u751f\u6768\u660e\u54f2\u548c\u6d59\u6c5f\u5927\u5b66\u535a\u58eb\u751f\u59da\u4e91\u5fd7\u5171\u540c\u53d1\u8d77\u300c\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u300d\u8bfb\u4e66\u4f1a<\/a>\u3002\u672c\u8bfb\u4e66\u4f1a\u65e8\u5728\u7a81\u7834\u5927\u6a21\u578b\u201c\u9ed1\u7bb1\u201d\u56f0\u5883\uff0c\u5c1d\u8bd5\u4ece\u4ee5\u4e0b\u56db\u4e2a\u89c6\u89d2\u68b3\u7406\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u7684\u79d1\u5b66\u65b9\u6cd5\u8bba\uff1a<\/span><\/p>\n

\u81ea\u4e0b\u800c\u4e0a\uff1aTransformer circuit \u4e3a\u4ec0\u4e48\u6709\u6548\uff1f<\/span><\/p>\n

\u81ea\u4e0a\u800c\u4e0b\uff1a\u795e\u7ecf\u7f51\u7edc\u7684\u7cbe\u7ec6\u51b3\u7b56\u903b\u8f91\u548c\u6027\u80fd\u6839\u56e0\u662f\u5426\u53ef\u4ee5\u88ab\u4e25\u8c28\u3001\u6e05\u6670\u5730\u89e3\u91ca\u6e05\u695a\uff1f<\/span><\/p>\n

\u590d\u6742\u79d1\u5b66\uff1a\u6e17\u6d41\u76f8\u53d8\u3001\u6d8c\u73b0\u3001\u81ea\u7ec4\u7ec7\u7b49\u590d\u6742\u79d1\u5b66\u7406\u8bba\u5982\u4f55\u7406\u89e3\u5927\u6a21\u578b\u7684\u63a8\u7406\u4e0e\u5b66\u4e60\u80fd\u529b\uff1f<\/span><\/section>\n
\u7cfb\u7edf\u5de5\u7a0b\uff1a\u5982\u4f55\u62e5\u62b1\u4e0d\u786e\u5b9a\u6027\uff0c\u5728\u5177\u4f53\u7684\u4e1a\u754c\u5b9e\u8df5\u4e2d\u521b\u9020\u4ef7\u503c\uff1f<\/span><\/section>\n

<\/span><\/section>\n
\u4e94\u4f4d\u53d1\u8d77\u4eba\u8001\u5e08\u4f1a\u5e26\u9886\u5927\u5bb6\u7814\u8bfb\u9886\u57df\u524d\u6cbf\u8bba\u6587\uff0c\u73b0\u8bda\u9080\u5bf9\u6b64\u8bdd\u9898\u611f\u5174\u8da3\u7684\u670b\u53cb\uff0c\u4e00\u8d77\u5171\u521b\u3001\u5171\u5efa\u3001\u5171\u4eab\u300c\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u300d\u4e3b\u9898\u793e\u533a\uff0c\u901a\u8fc7\u4e92\u76f8\u7684\u4ea4\u6d41\u4e0e\u78b0\u649e\uff0c\u4fc3\u8fdb\u6211\u4eec\u66f4\u6df1\u5165\u7684\u7406\u89e3\u4ee5\u4e0a\u95ee\u9898\u3002\u65e0\u8bba\u60a8\u662f\u81f4\u529b\u4e8e\u7a81\u7834AI\u53ef\u89e3\u91ca\u6027\u7406\u8bba\u74f6\u9888\u7684\u7814\u7a76\u8005\uff0c\u63a2\u7d22\u590d\u6742\u7cfb\u7edf\u4e0e\u667a\u80fd\u672c\u8d28\u7684\u4ea4\u53c9\u5b66\u79d1\u63a2\u7d22\u8005\uff0c\u8fd8\u662f\u8ffd\u6c42\u6a21\u578b\u5b89\u5168\u53ef\u4fe1\u7684\u5de5\u7a0b\u5b9e\u8df5\u8005\uff0c\u8bda\u9080\u60a8\u5171\u540c\u53c2\u4e0e\u8fd9\u573a\u63ed\u5f00\u5927\u6a21\u578b\u201c\u9ed1\u7bb1\u201d\u7684\u601d\u60f3\u76db\u5bb4\u3002<\/span><\/section>\n

<\/span><\/section>\n
\u8bfb\u4e66\u4f1a\u8ba1\u5212\u4e8e2025\u5e746\u670819\u65e5\u542f\u52a8\uff0c\u6bcf\u5468\u56db\u665a19:30-21:30\uff0c\u9884\u8ba1\u6301\u7eed\u5206\u4eab10\u5468\u5de6\u53f3\u3002<\/span><\/section>\n

<\/span><\/section>\n
\"\u56fe\u7247\"<\/span><\/a>
<\/span><\/span><\/span><\/strong><\/span><\/section>\n

<\/span><\/span><\/span><\/strong><\/span><\/section>\n
\u8be6\u60c5\u8bf7\u89c1\uff1a\u7834\u89e3AI\u9ed1\u7bb1\u7684\u56db\u91cd\u89c6\u89d2\uff1a\u5927\u6a21\u578b\u53ef\u89e3\u91ca\u6027\u8bfb\u4e66\u4f1a\u542f\u52a8<\/a><\/span><\/span><\/section>\n


<\/span><\/p>\n

\u63a8\u8350\u9605\u8bfb<\/span><\/span><\/strong><\/strong><\/strong><\/section>\n
<\/strong><\/section>\n
1.\u56e0\u679c\u79d1\u5b66 x Agents\uff1a\u5982\u4f55\u8ba9AI\u66f4\u597d\u5730\u7406\u89e3\u56e0\u679c\uff1f\uff5cTMLR (2023) \u56e0\u679c\u5f3a\u5316\u5b66\u4e60\u6700\u65b0\u7efc\u8ff0<\/span><\/a><\/span><\/strong>
<\/span><\/strong><\/span><\/section>\n
2.Nature\uff1aDeepMind\u65b0\u4e00\u4ee3Dreamer\u67b6\u6784\u7a81\u7834\u5f3a\u5316\u5b66\u4e60\u6cdb\u5316\u74f6\u9888<\/span><\/a><\/span><\/strong>
<\/span><\/strong><\/span><\/section>\n
3.Nat. Commun. \u901f\u9012\uff1a\u62bd\u8c61\u8868\u5f81\u4ece\u8bad\u7ec3\u6267\u884c\u591a\u4efb\u52a1\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u81ea\u7136\u6d8c\u73b0<\/span><\/a><\/span><\/strong><\/section>\n
4.<\/span>\u901a\u5f80\u5177\u8eab\u901a\u7528\u667a\u80fd\uff1a\u5982\u4f55\u8ba9\u673a\u5668\u4ece\u81ea\u7136\u6a21\u6001\u4e2d\u5b66\u4e60\u5230\u4e16\u754c\u6a21\u578b\uff1f<\/span><\/a><\/span><\/strong><\/section>\n
<\/strong><\/section>\n
4. <\/span><\/strong><\/span>\u6e38\u620f\u5316\u79d1\u7814\u2014\u2014\u8ba9\u6211\u4eec\u7a81\u7834\u5185\u5377\u3001\u5171\u7814\u6d8c\u73b0<\/a><\/span><\/strong><\/strong><\/span><\/section>\n
<\/strong>5. <\/span><\/strong>\u63a2\u7d22\u8005\u8ba1\u5212 | \u96c6\u667a\u4ff1\u4e50\u90e82025\u5185\u5bb9\u56e2\u961f\u62db\u52df\uff08\u5168\u804c&\u517c\u804c\uff09<\/a><\/span><\/strong><\/span><\/section>\n

6. \u52a0\u5165\u96c6\u667a\uff0c\u73a9\u8f6c\u590d\u6742\uff0c\u5171\u521b\u6591\u56fe\uff01\u96c6\u667a\u4ff1\u4e50\u90e8\u7ebf\u4e0b\u5fd7\u613f\u8005\u62db\u52df<\/span><\/a><\/span><\/strong><\/p>\n


<\/span><\/strong><\/span><\/section>\n


<\/span><\/p>\n

\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/span><\/section>\n<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u6458\u8981 \u5f3a\u5316\u5b66\u4e60\u7406\u8bba\u5c06\u4eba\u7c7b\u884c\u4e3a\u89e3\u91ca\u4e3a\u53d7\u6700\u5927\u5316\u5956\u52b1\u8fd9\u4e00\u76ee\u6807\u7684\u9a71\u52a8\u3002\u7136\u800c\uff0c\u4f20\u7edf\u65b9\u6cd5\u5bf9\u4e8e\u4eba\u4eec\u5982\u4f55\u4ece\u8fc7\u5f80\u7ecf\u9a8c\u63a8\u5e7f\u5230\u65b0\u60c5\u5883\u63d0\u4f9b\u7684\u89c1\u89e3\u6709\u9650\u3002\u5728\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u901a\u8fc7\u7eb3\u5165\u9ad8\u6548\u7f16\u7801\u539f\u5219\u6765\u6539\u8fdb\u7ecf\u5178\u5f3a\u5316\u5b66\u4e60\u6846\u67b6\uff0c\u8be5\u539f\u5219\u5f3a\u8c03\u4f7f\u7528\u6700\u7b80\u5fc5\u8981\u7684\u8868\u5f81\u6765\u6700\u5927\u5316\u5956\u52b1\u3002\u8fd9\u4e00\u6539\u8fdb\u540e\u7684\u6846\u67b6\u9884\u6d4b\uff0c\u53d7\u66f4\u7b80\u5355\u8868\u5f81\u6240\u9650\u7684\u667a\u80fd\u4f53\u5fc5\u7136\uff1a1\uff09\u5c06\u73af\u5883\u523a\u6fc0\u63d0\u70bc\u4e3a\u66f4…<\/p>\n","protected":false},"author":0,"featured_media":60896,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/60908"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=60908"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/60908\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/60896"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=60908"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=60908"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=60908"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=60908"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}