{"id":63903,"date":"2025-08-27T21:22:24","date_gmt":"2025-08-27T13:22:24","guid":{"rendered":"https:\/\/swarma.org\/?p=63903"},"modified":"2025-08-27T21:22:24","modified_gmt":"2025-08-27T13:22:24","slug":"%e4%bb%8e%e7%a5%9e%e7%bb%8f%e5%8a%a8%e5%8a%9b%e5%ad%a6%e5%88%b0%e6%84%8f%e8%af%86%ef%bc%9a%e8%b7%a8%e5%b0%ba%e5%ba%a6%e8%ae%a1%e7%ae%97%e3%80%81%e6%bc%94%e5%8c%96%e4%b8%8e%e6%b6%8c%e7%8e%b0%e4%b8%a8","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=63903","title":{"rendered":"\u4ece\u795e\u7ecf\u52a8\u529b\u5b66\u5230\u610f\u8bc6\uff1a\u8de8\u5c3a\u5ea6\u8ba1\u7b97\u3001\u6f14\u5316\u4e0e\u6d8c\u73b0\u4e28\u8ba1\u7b97\u795e\u7ecf\u79d1\u5b66\u7b2c\u4e09\u5b63\u00b7\u8bfb\u4e66\u4f1a\u542f\u52a8"},"content":{"rendered":"
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  1. \n

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  2. \n

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  3. \n

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  4. \n

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  5. \n

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  6. \n

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

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      \n
    1. \n

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    2. \n

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    3. \n

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


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      \u6768\u9a8f\uff0c\u4f50\u6cbb\u4e9a\u7406\u5de5\u5b66\u9662\uff08Georgia Tech\uff09\u5b9a\u91cf\u751f\u7269\u5b66\u5728\u8bfb\u535a\u58eb\uff0c\u672c\u79d1\u6bd5\u4e1a\u4e8e\u6e05\u534e\u5927\u5b66\uff0c\u83b7\u5f97\u4e86\u6570\u7406\u57fa\u7840\u79d1\u5b66 + \u7535\u6c14\u5de5\u7a0b\u53cc\u5b66\u58eb\u5b66\u4f4d\u3002\u672c\u79d1\u65f6\u66fe\u5e08\u4ece Sukbin Lim \u548c Mayank Mehta \u7814\u7a76\u795e\u7ecf\u79d1\u5b66\u3002\u5728Audrey Sederberg\u7684\u5b9e\u9a8c\u5ba4\u5b8c\u6210\u77ed\u6682\u8f6e\u8f6c\u540e\uff0c\u73b0\u5728\u6b63\u5728 Hannah Choi \u7684\u5b9e\u9a8c\u5ba4\u63a2\u7d22\u7f51\u7edc\u6a21\u4f53\uff08motif\uff09\u5bf9\u52a8\u529b\u5b66\u7684\u5f71\u54cd\u3002\u7814\u7a76\u5174\u8da3\uff1a\u795e\u7ecf\u7f16\u7801\u7406\u8bba\u4e0e\u795e\u7ecf\u52a8\u529b\u5b66\u3002<\/span><\/span><\/p>\n


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

      <\/section>\n

      \u90b9\u7acb\u8bda\uff0c\u9a6c\u514b\u65af\u666e\u6717\u514b\u52a8\u529b\u5b66\u4e0e\u81ea\u7ec4\u7ec7\u7814\u7a76\u6240\u535a\u58eb\u751f\uff0c\u5e08\u4ece\u795e\u7ecf\u7269\u7406\u5b66\u5bb6Fred Wolf\u3002\u672c\u79d1\u5c31\u8bfb\u4e8e\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u81f4\u8fdc\u5b66\u9662\u6570\u5b66\u65b9\u5411\uff0c\u4e8e\u674e\u677e\u633a\u53ca\u5468\u680b\u712f\u8bfe\u9898\u7ec4\u53d6\u5f97\u5b66\u58eb\u5b66\u4f4d\u3002\u7855\u58eb\u6bd5\u4e1a\u4e8e\u8377\u5170\u963f\u59c6\u65af\u7279\u4e39\u5927\u5b66\u751f\u7269\u533b\u5b66\u79d1\u5b66\u7cfb\uff0c\u5728\u8bfb\u671f\u95f4\u66fe\u957f\u671f\u8bbf\u95ee\u5df4\u585e\u7f57\u90a3\u56fd\u9645\u6570\u5b66\u7814\u7a76\u4e2d\u5fc3\u53ca\u54e5\u5ef7\u6839\u7075\u957f\u7c7b\u52a8\u7269\u7814\u7a76\u6240\u3002 \u7814\u7a76\u5174\u8da3\uff1a\u8bb0\u5fc6\u7684\u8868\u5f81\u4e0e\u5b58\u50a8\uff0c\u7a81\u89e6\u52a8\u529b\u5b66\uff0c\u76ae\u5c42\u5c3a\u5ea6\u7684\u795e\u7ecf\u5143\u52a8\u529b\u5b66\u6a21\u62df\uff0c\u521d\u7ea7\u89c6\u76ae\u5c42\u53d1\u80b2\u4e0e\u8fdb\u5316\u7684\u5b9a\u91cf\u7814\u7a76\u3002<\/span><\/span><\/p>\n


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

      <\/section>\n

      \u5b54\u5fb7\u73a5\uff0c\u6cd5\u5170\u514b\u798f\u9ad8\u7b49\u7814\u7a76\u9662\u5728\u8bfb\u535a\u58eb\u751f\uff0c\u5e08\u4ece Matthias Kaschube \u6559\u6388\u3002\u672c\u79d1\u6bd5\u4e1a\u4e8e\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff0c\u83b7\u5f97\u8ba1\u7b97\u673a+\u7ec6\u80de\u751f\u7269\u5b66\u5b66\u4f4d\uff0c\u5728\u80e1\u79b9\u8001\u5e08\u8bfe\u9898\u7ec4\u5b8c\u6210\u6bd5\u4e1a\u8bba\u6587\u3002\u7814\u7a76\u5174\u8da3\uff1a\u795e\u7ecf\u73af\u8def\u7684\u65e9\u671f\u53d1\u80b2\uff0c\u795e\u7ecf\u52a8\u529b\u5b66\uff0c\u5149\u9057\u4f20\u5bf9\u795e\u7ecf\u73af\u8def\u7684\u6270\u52a8\u3002<\/span><\/span><\/p>\n


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

      <\/section>\n

      \u738b\u5fd7\u9e4f\uff0c\u5317\u4eac\u5e08\u8303\u5927\u5b66\u5728\u8bfb\u535a\u58eb\uff0c\u5e08\u4ece\u5f20\u6c5f\u6559\u6388\uff0c\u7814\u7a76\u5174\u8da3\u5305\u62ec\u590d\u6742\u7cfb\u7edf\u591a\u5c3a\u5ea6\u5efa\u6a21\u3001\u56e0\u679c\u6d8c\u73b0\u7b49\u3002<\/span><\/span><\/p>\n


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

      <\/section>\n

      \u5434\u4f73\u94ed\uff0c\u5df4\u9ece\u8428\u514b\u96f7\u5927\u5b66\u7269\u7406\u5b66\u535a\u58eb\uff0c\u5e08\u4ece Marcelo Rozenberg \u6559\u6388\uff0c\u7814\u7a76\u5174\u8da3\uff1a\u56fa\u4f53\u7269\u7406\u3001\u8111\u8ba1\u7b97\u3001\u795e\u7ecf\u7f51\u7edc\u52a8\u529b\u5b66\u3001\u5177\u8eab\u667a\u80fd\u7b49\u3002<\/span><\/span><\/p>\n


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

      <\/section>\n

      \u674e\u5b97\u665f\uff0c\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\uff08\u6df1\u5733\uff09\u5728\u8bfb\u535a\u58eb\uff0c\u5e08\u4ece\u5357\u65b9\u79d1\u6280\u5927\u5b66\u5218\u6cc9\u5f71\u6559\u6388\uff0c\u672c\u79d1\u6bd5\u4e1a\u4e8e\u5927\u8fde\u7406\u5de5\u5927\u5b66\uff0c\u7855\u58eb\u6bd5\u4e1a\u4e8e\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u3002\u5728\u5e7f\u4e1c\u7701\u667a\u80fd\u79d1\u5b66\u4e0e\u6280\u672f\u7814\u7a76\u9662\u9648\u6d1b\u5357\u8001\u5e08\u7684\u5b9e\u9a8c\u5ba4\u5b8c\u6210\u79d1\u7814\u52a9\u7406\u7684\u77ed\u6682\u8f6e\u8f6c\u540e\uff0c\u73b0\u805a\u7126\u4e8e\u4eba\u5de5\u667a\u80fd\u4e0e\u795e\u7ecf\u8ba1\u7b97\u65b9\u5411\u3002\u7814\u7a76\u5174\u8da3\u5305\u62ec AI \u5b6a\u751f\u8111\u5efa\u6a21\uff0c\u795e\u7ecf\u6570\u636e\u89e3\u7801\uff0c\u60c5\u7eea\u52a8\u529b\u5b66\u7b49\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

      \u62a5\u540d\u53c2\u4e0e\u8bfb\u4e66\u4f1a<\/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

      \u8fd0\u884c\u6a21\u5f0f<\/span><\/span><\/strong><\/span><\/p>\n

      \u4ece2025\u5e749\u670820\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u516d\u665a\u4e0a19:00-21:00<\/span><\/span><\/strong><\/span>\uff0c\u6301\u7eed\u65f6\u95f4\u9884\u8ba18\u5468\u5de6\u53f3\uff0c\u6309\u8bfb\u4e66\u4f1a\u6846\u67b6\u8bbe\u8ba1\uff0c\u6bcf\u5468\u8fdb\u884c\u7ebf\u4e0a\u4f1a\u8bae\uff0c\u4e0e\u4e3b\u8bb2\u4eba\u7b49\u793e\u533a\u6210\u5458\u5f53\u9762\u4ea4\u6d41\uff0c\u4f1a\u540e\u53ef\u4ee5\u83b7\u5f97\u89c6\u9891\u56de\u653e\u6301\u7eed\u5b66\u4e60\u3002<\/span><\/span><\/span><\/p>\n


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

      \u62a5\u540d\u65b9\u5f0f<\/span><\/span><\/strong><\/span><\/p>\n

      \u7b2c\u4e00\u6b65\uff1a\u5fae\u4fe1\u626b\u7801\u586b\u5199\u62a5\u540d\u4fe1\u606f\u3002<\/span><\/span><\/p>\n

      <\/section>\n

      \u626b\u7801\u62a5\u540d\uff08\u53ef\u5f00\u53d1\u7968\uff09<\/span><\/span><\/p>\n

      \u7b2c\u4e8c\u6b65\uff1a\u586b\u5199\u4fe1\u606f\u540e\uff0c\u4ed8\u8d39\u62a5\u540d\u3002\u5982\u9700\u7528\u652f\u4ed8\u5b9d\u652f\u4ed8\uff0c\u8bf7\u5728PC\u7aef\u8fdb\u5165\u8bfb\u4e66\u4f1a\u9875\u9762\u62a5\u540d\u652f\u4ed8\uff1a<\/span><\/span><\/p>\n

      https:\/\/pattern.swarma.org\/study_group\/69?from=wechat<\/span><\/span><\/p>\n

      \u7b2c\u4e09\u6b65\uff1a\u6dfb\u52a0\u8fd0\u8425\u8d1f\u8d23\u4eba\u5fae\u4fe1\uff0c\u62c9\u5165\u5bf9\u5e94\u4e3b\u9898\u7684\u8bfb\u4e66\u4f1a\u793e\u533a\uff08\u5fae\u4fe1\u7fa4\uff09\u3002<\/span><\/span><\/p>\n

      PS\uff1a\u4e3a\u786e\u4fdd\u4e13\u4e1a\u6027\u548c\u8ba8\u8bba\u7684\u805a\u7126\uff0c\u672c\u8bfb\u4e66\u4f1a\u8c22\u7edd\u8131\u79bb\u8bfb\u4e66\u4f1a\u4e3b\u9898\u548c\u590d\u6742\u79d1\u5b66\u95ee\u9898\u672c\u8eab\u7684\u7a7a\u6cdb\u7684\u54f2\u5b66\u548c\u601d\u8fa8\u5f0f\u8ba8\u8bba\uff1b\u5982\u679c\u51fa\u73b0\u8ba8\u8bba\u5185\u5bb9\u4e0d\u7b26\u5408\u8981\u6c42\u3001\u7ecf\u63d0\u9192\u65e0\u6548\u8005\uff0c\u4f1a\u88ab\u79fb\u9664\u7fa4\u804a\u5e76\u5bf9\u672a\u53c2\u4e0e\u90e8\u5206\u9000\u8d39\u3002<\/span><\/span><\/em><\/p>\n


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

      \u8bfb\u4e66\u4f1a\u8fd0\u8425\u8d1f\u8d23\u4eba<\/span><\/span><\/p>\n

      <\/section>\n

      \u52a0\u5165\u793e\u533a\u540e\u53ef\u4ee5\u83b7\u5f97\u7684\u8d44\u6e90\uff1a<\/span><\/span><\/strong><\/span><\/p>\n

      \u5b8c\u6574\u6743\u9650\uff0c\u5305\u62ec<\/span><\/span>\u7ebf\u4e0a\u95ee\u7b54\u3001\u5f55\u64ad\u56de\u770b\u3001\u8d44\u6599\u5171\u4eab\u3001\u793e\u7fa4\u4ea4\u6d41\u3001\u4fe1\u606f\u540c\u6b65\u3001\u5171\u521b\u4efb\u52a1\u83b7\u53d6\u79ef\u5206\u7b49<\/span><\/span><\/strong>\u3002<\/span><\/span><\/span><\/p>\n

      <\/section>\n


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

      \u53c2\u4e0e\u5171\u521b\u4efb\u52a1\u83b7\u53d6\u79ef\u5206\uff0c\u5171\u5efa\u5b66\u672f\u793e\u533a\uff1a<\/span><\/span><\/strong><\/span><\/p>\n

      \u8bfb\u4e66\u4f1a\u91c7\u7528\u5171\u5b66\u5171\u7814\u673a\u5236\uff0c\u6210\u5458\u901a\u8fc7\u5185\u5bb9\u5171\u521b\u83b7\u79ef\u5206\uff08<\/span><\/span>\u5b57\u5e55\u4fee\u6539\u3001\u8bfb\u4e66\u4f1a\u7b14\u8bb0\u3001\u8bba\u6587\u901f\u9012\u3001\u516c\u4f17\u53f7\u6587\u7ae0\u3001\u96c6\u667a\u767e\u79d1\u3001\u8bba\u6587\u89e3\u8bfb\u7b49\u5171\u521b\u4efb\u52a1<\/span><\/span><\/strong>\uff09\uff0c\u79ef\u5206\u7b26\u5408\u6761\u4ef6\u5373\u53ef\u9000\u8d39\u3002<\/span><\/span><\/span><\/p>\n

      <\/section>\n

      PS\uff1a\u5177\u4f53\u53c2\u4e0e\u65b9\u5f0f\u53ef\u4ee5\u52a0\u5165\u8bfb\u4e66\u4f1a\u540e\u67e5\u770b\u5bf9\u5e94\u7684\u5171\u521b\u4efb\u52a1\u5217\u8868\uff0c\u9886\u53d6\u4efb\u52a1\uff0c\u4e0e\u8fd0\u8425\u8d1f\u8d23\u4eba\u6c9f\u901a\u8be6\u60c5\uff0c\u4e0a\u8ff0\u89c4\u5219\u7684\u6700\u7ec8\u89e3\u91ca\u6743\u5f52\u96c6\u667a\u4ff1\u4e50\u90e8\u6240\u6709\u3002<\/span><\/span><\/p>\n


      <\/span><\/h2>\n


      <\/span><\/h2>\n

      \n
      \n
      \n
      \n
      \n

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

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

      \u8bfb\u4e66\u4f1a\u9605\u8bfb\u6750\u6599<\/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

      \u9605\u8bfb\u6750\u6599\u8f83\u957f\uff0c\u4e3a\u4e86\u66f4\u597d\u7684\u9605\u8bfb\u4f53\u9a8c\uff0c\u5efa\u8bae\u60a8\u524d\u5f80\u96c6\u667a\u6591\u56fe\u6c89\u6d78\u5f0f\u9605\u8bfb\uff0c\u5e76\u53ef\u6536\u85cf\u611f\u5174\u8da3\u7684\u8bba\u6587\u3002<\/span><\/span><\/p>\n

      <\/section>\n

      https:\/\/pattern.swarma.org\/article\/365<\/span><\/span><\/span><\/p>\n

      \u300c\u4ece\u795e\u7ecf\u52a8\u529b\u5b66\u5230\u610f\u8bc6\uff1a\u8de8\u5c3a\u5ea6\u8ba1\u7b97\u3001\u6f14\u5316\u4e0e\u6d8c\u73b0\u300d\u8bfb\u4e66\u4f1a\u9605\u8bfb\u6e05\u5355<\/span><\/span><\/strong><\/p>\n


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

      \u4e3b\u9898\u4e00 \u91cd\u5c3e\u795e\u7ecf\u7f51\u7edc\u7684\u52a8\u529b\u5b66\u4e0e\u50a8\u5907\u6c60\u8ba1\u7b97<\/span><\/span><\/strong><\/h3>\n

      \u53ec\u96c6\u4eba\uff1a\u6768\u9a8f<\/span><\/span><\/strong><\/p>\n

      <\/section>\n

      \u4ecb\u7ecd\uff1a\u4f20\u7edf\u7684RNN\u6a21\u578b\u901a\u5e38\u5047\u8bbe\u795e\u7ecf\u5143\u4e4b\u95f4\u5177\u6709\u5f3a\u5ea6\u670d\u4ece\u9ad8\u65af\u5206\u5e03\u7684\u5168\u8fde\u63a5\u6216\u8005\u5177\u6709\u76f8\u540c\u5f3a\u5ea6\u7684\u7a00\u758f\u8fde\u63a5\u3002\u7136\u800c\uff0c\u5b9e\u9a8c\u548c\u7406\u8bba\u8868\u660e\u795e\u7ecf\u5143\u4e4b\u95f4\u7684\u8fde\u63a5\u5f3a\u5ea6\u66f4\u63a5\u8fd1\u91cd\u5c3e\uff08heavy-tailed\uff09\u5206\u5e03\u3002\u7531\u4e8e\u91cd\u5c3e\u5206\u5e03\u7684\u4e8c\u9636\u77e9\u901a\u5e38\u53d1\u6563\uff0c\u5e38\u89c4\u7684\u5206\u6790\u7406\u8bba\u5982\u52a8\u529b\u5b66\u5e73\u5747\u573a\uff08dynamic mean-field\uff09\u548c\u6269\u6563\u8fd1\u4f3c\u4e0d\u518d\u9002\u7528\u3002\u6240\u4ee5\uff0c\u91cd\u5c3e\u795e\u7ecf\u7f51\u7edc\u7684\u52a8\u529b\u5b66\u4e0e\u7ecf\u5178\u7684\u9ad8\u65af\u6216\u7a00\u758f\u5747\u5300\u795e\u7ecf\u7f51\u7edc\u5b8c\u5168\u4e0d\u540c\uff0c\u5c06\u7ecf\u5178 RNN \u7406\u8bba\u63a8\u5e7f\u5230\u91cd\u5c3e RNN \u5bf9\u8fde\u63a5\u7406\u8bba\u4e0e\u5b9e\u9a8c\u7ed3\u679c\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002\u5728\u8fd9\u4e00\u90e8\u5206\uff0c\u6211\u4eec\u5c06\u56de\u987e\u5173\u4e8e\u91cd\u5c3e RNN \u52a8\u529b\u5b66\u7684\u6587\u732e\uff0c\u5bf9\u6bd4\u9ad8\u65af\u7f51\u7edc\u548c\u91cd\u5c3e\u7f51\u7edc\u7684\u52a8\u529b\u5b66\uff0c\u5e76\u8ba8\u8bba\u8fd9\u4e9b\u7406\u8bba\u7ed3\u679c\u5728\u795e\u7ecf\u79d1\u5b66\u80cc\u666f\u4e0b\u7684\u610f\u4e49\u548c\u5176\u4ed6\u5f00\u653e\u95ee\u9898\u3002<\/span><\/span><\/p>\n

      \u6838\u5fc3\u5173\u6ce8\u95ee\u9898\uff1a<\/span><\/span><\/strong><\/p>\n

        \n
      1. \n

        \u91cd\u5c3e\u8fde\u63a5\u5206\u5e03\u5982\u4f55\u5851\u9020\u795e\u7ecf\u7f51\u7edc\u7684\u52a8\u529b\u5b66\u548c\u4fe1\u606f\u5904\u7406\uff1f<\/span><\/span><\/p>\n<\/li>\n

      2. \n

        \u91cd\u5c3e\u7f51\u7edc\u52a8\u529b\u5b66\u662f\u5426\u4e0e\u771f\u5b9e\u8111\u7f51\u7edc\u7684\u52a8\u529b\u5b66\u66f4\u63a5\u8fd1\uff1f<\/span><\/span><\/p>\n<\/li>\n

      3. \n

        \u91cd\u5c3e\u795e\u7ecf\u7f51\u7edc\u5728\u673a\u5668\u5b66\u4e60\u9886\u57df\u6709\u4ec0\u4e48\u6f5c\u5728\u7684\u5e94\u7528\uff1f<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

        \u6838\u5fc3\u6587\u732e\uff1a<\/span><\/span><\/strong><\/p>\n

        \u8fd9\u662f\u7b2c\u4e00\u7bc7\u8ba8\u8bba\u91cd\u5c3e\u795e\u7ecf\u7f51\u7edc\u6027\u8d28\u7684\u6587\u732e\u3002\u8fd9\u7bc7\u6587\u7ae0\u53d1\u73b0 Cauchy \u8fde\u63a5 RNN \u6709\u7c7b\u4f3c\u795e\u7ecf\u5143\u96ea\u5d29\u7684\u4e34\u754c\u884c\u4e3a\u3002<\/span><\/span><\/p>\n

          \n
        1. \n

          Ku\u015bmierz, \u0141., S. Ogawa and T. Toyoizumi (2020). “Edge of Chaos and Avalanches in Neural Networks with Heavy-Tailed Synaptic Weight Distribution.” <\/span><\/span>Physical Review Letters<\/span><\/span>125<\/span><\/span><\/strong>(2): 028101.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

          \u7b2c\u4e00\u7bc7\u8ba8\u8bba\u91cd\u5c3e SNN \u7684\u6587\u732e\u3002\u5c06\u7ecf\u5178\u795e\u7ecf\u7f51\u7edc\u7684 population density method \u4e2d\u7684\u6269\u6563\u8fd1\u4f3c\u63a8\u5e7f\u5230\u91cd\u5c3e\u795e\u7ecf\u7f51\u7edc\u7684\u5206\u6570\u9636\u6269\u6563\u8fd1\u4f3c\u3002<\/span><\/span><\/p>\n

            \n
          1. \n

            Wardak, A. and P. Gong (2021). “Fractional diffusion theory of balanced heterogeneous neural networks.”<\/span> <\/span><\/span>Physical Review Research<\/span><\/span>3<\/span><\/span><\/strong>(1): 013083.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

            \u7814\u7a76\u4e86\u4e00\u4e2a\u7eaf\u6291\u5236\u6027\u7684 lognormal \u7f51\u7edc\uff0c\u5e76\u8003\u8651\u4e86\u8fde\u63a5\u7684\u5bf9\u79f0\u6027\u5982\u4f55\u7834\u574f\u904d\u5386\u6027\uff08lognormal \u7684\u4e8c\u9636\u77e9\u6709\u9650\uff09\u3002<\/span><\/span><\/p>\n

              \n
            1. \n

              Berlemont, K. and G. Mongillo (2022). “Glassy phase in dynamically-balanced neuronal networks.” <\/span><\/span>bioRxiv<\/span><\/span>: 2022.2003.2014.484348.<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

              \u552f\u4e00\u4e00\u7bc7\u8ba8\u8bba\u8fde\u7eed\u65f6\u95f4\u91cd\u5c3e\u795e\u7ecf\u7f51\u7edc\u52a8\u529b\u5b66\u7684\u6587\u7ae0\u3002\u7ed9\u51fa\u4e86\u91cd\u5c3e\u968f\u673a\u77e9\u9635\u7684\u8c31\u5bc6\u5ea6\u548c L\u00e9vy \u5e73\u5747\u573a\u7406\u8bba\uff0c\u53d1\u73b0\u4e86\u91cd\u5c3e\u795e\u7ecf\u7f51\u7edc\u52a8\u529b\u5b66\u7684\u591a\u91cd\u5206\u5f62\u7ed3\u6784\uff0c\u5e76\u8ba8\u8bba\u4e86\u5c40\u57df\u5316\u5bf9\u4e8e\u50a8\u5907\u6c60\u8ba1\u7b97\uff08reservoir computing\uff09\u7684\u610f\u4e49\u3002<\/span><\/span><\/p>\n

                \n
              1. \n

                lWardak, A. and P. Gong (2022). “Extended Anderson Criticality in Heavy-Tailed Neural Networks.” <\/span><\/span>Physical Review Letters<\/span><\/span>129<\/span><\/span><\/strong>(4): 048103.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                \u63a8\u5e7f\u5230\u6709\u9650\u5927\u7684 L\u00e9vy \u03b1-stable \u79bb\u6563\u65f6\u95f4 RNN\uff0c\u8be6\u7ec6\u8ba8\u8bba\u4e86\u52a8\u529b\u5b66\u7684\u7ef4\u6570\u95ee\u9898\u3002<\/span><\/span><\/p>\n

                  \n
                1. \n

                  Xie, Y., S. Mihalas and \u0141. Ku\u015bmierz (2025). “Slow Transition to Low-Dimensional Chaos in Heavy-Tailed Recurrent Neural Networks.” <\/span><\/span>arXiv<\/span><\/span>. \u5c06 Ku\u015bmierz et al. (2020)<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                  \u63a8\u8350\u9605\u8bfb\uff1a<\/span><\/span><\/strong><\/p>\n

                  \u8fd9\u7bc7\u6587\u7ae0\u4f7f\u7528\u4e86\u5305\u542b\u4e00\u79cd\u5174\u594b\u6027\u795e\u7ecf\u5143\u548c PV, SST, VIP \u4e09\u79cd\u6291\u5236\u6027\u795e\u7ecf\u5143\u7684\u7a00\u758f lognormal SNN\uff0c\u4f46\u6ca1\u6709\u5bf9\u8be5\u7f51\u7edc\u7684\u8be6\u7ec6\u52a8\u529b\u5b66\u5206\u6790\u3002<\/span><\/span><\/p>\n

                    \n
                  1. \n

                    Guo, L. and A. Kumar (2023). “Role of interneuron subtypes in controlling trial-by-trial output variability in the neocortex.” Communications Biology <\/span><\/span>6<\/span><\/span><\/strong>(1): 874.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                    \u53d1\u73b0\u5728\u5177\u6709\u968f\u8ddd\u79bb lognormal \u5206\u5e03\u7684\u8fde\u63a5\u5f3a\u5ea6\u7684 SNN \u4e2d\u5b58\u5728\u4e00\u79cd\u6b21\u5e8f\u4f20\u64ad\u3002<\/span><\/span><\/p>\n

                      \n
                    1. \n

                      Riquelme, J. L., M. Hemberger, G. Laurent and J. Gjorgjieva (2023). “Single spikes drive sequential propagation and routing of activity in a cortical network.” eLife <\/span><\/span>12<\/span><\/span><\/strong>: e79928.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                      \u9ad8\u65af\u795e\u7ecf\u7f51\u7edc\u7684\u7ecf\u5178\u6587\u732e\u3002\u7ed9\u51fa\u4e86\u7ecf\u5178\u6df7\u6c8c RNN \u7684 Lyapunov \u8c31\u3002<\/span><\/span><\/p>\n

                        \n
                      1. \n

                        Engelken, R., F. Wolf and L. F. Abbott (2023). “Lyapunov spectra of chaotic recurrent neural networks.” Physical Review Research <\/span><\/span>5<\/span><\/span><\/strong>(4).<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                        \u9ad8\u65af\u795e\u7ecf\u7f51\u7edc\u7684\u7ecf\u5178\u6587\u732e\u3002\u8ba8\u8bba\u4e86\u8fde\u63a5\u7684\u4e00\u9636\u548c\u4e8c\u9636\u7edf\u8ba1\u91cf\u5982\u4f55\u5f71\u54cd\u7ecf\u5178 RNN \u7684 participation ratio\uff08PR\uff09\u7ef4\u6570\u3002<\/span><\/span><\/p>\n

                          \n
                        1. \n

                          Clark, D. G., L. F. Abbott and A. Litwin-Kumar (2023). “Dimension of Activity in Random Neural Networks.” Physical Review Letters <\/span><\/span>131<\/span><\/span><\/strong>(11): 118401.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                          \u8054\u7cfb\u4e86\u9ad8\u65af RNN \u548c\u7a00\u758f\u5747\u5300 RNN \u7684\u6df7\u6c8c\u76f8\u53d8\uff0c\u5e76\u8ba8\u8bba\u4e86 SNN \u4e2d\u7684\u7c7b\u4f3c\u73b0\u8c61\u3002<\/span><\/span><\/p>\n

                            \n
                          1. \n

                            Kadmon, J. and H. Sompolinsky (2015). “Transition to Chaos in Random Neuronal Networks.” Physical Review X <\/span><\/span>5<\/span><\/span><\/strong>(4).<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                            \u9ad8\u65af\u795e\u7ecf\u7f51\u7edc\u7ecf\u5178\u6587\u732e\u3002\u8ba8\u8bba\u4e86\u6df7\u6c8c\u76f8\u7684\u5e73\u8861\u70b9\u5206\u5e03\u3002<\/span><\/span><\/p>\n

                              \n
                            1. \n

                              Stubenrauch, J., C. Keup, A. C. Kurth, M. Helias and A. van Meegen (2025). “Fixed point geometry in chaotic neural networks.” Physical Review Research <\/span><\/span>7<\/span><\/span><\/strong>(2): 023203.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                              \u4ece\u7406\u8bba\u4e0a\u7ed9\u51fa\u4e86\u4ece\u534f\u65b9\u5dee\u5206\u5e03\u533a\u5206\u6df7\u6c8c\u8fb9\u7f18\u548c\u4e34\u754c\u96ea\u5d29\u4e24\u79cd\u4e34\u754c\u52a8\u529b\u5b66\u7684\u65b9\u6cd5\u3002<\/span><\/span><\/p>\n

                                \n
                              1. \n

                                Dahmen, D., S. Gr\u00fcn, M. Diesmann and M. Helias (2019). “Second type of criticality in the brain uncovers rich multiple-neuron dynamics.” Proceedings of the National Academy of Sciences <\/span><\/span>116<\/span><\/span><\/strong>(26): 13051-13060.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                \u7b2c\u4e00\u7bc7\u8ba8\u8bba RNN \u52a8\u529b\u5b66\u5c40\u57df\u5316\u7684\u6587\u732e\u3002<\/span><\/span><\/p>\n

                                  \n
                                1. \n

                                  Monteforte, M. and F. Wolf (2010). “Dynamical Entropy Production in Spiking Neuron Networks in the Balanced State.” Physical Review Letters <\/span><\/span>105<\/span><\/span><\/strong>(26): 268104.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                  \u7b80\u5355\u7684\u53ef\u5851\u6027\u89c4\u5219\u5982\u4f55\u4ea7\u751f\u91cd\u5c3e\u5206\u5e03\u7684\u8fde\u63a5\u3002<\/span><\/span><\/p>\n

                                    \n
                                  1. \n

                                    Lynn, C., C. Holmes and S. Palmer (2024). “Heavy-tailed neuronal connectivity arises from Hebbian self-organization.” Nature Physics <\/span><\/span>20<\/span><\/span><\/strong>: 1-8.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                    \u5904\u7406\u7a00\u758f\u5747\u5300 SNN \u7684\u7ecf\u5178\u65b9\u6cd5\u3002<\/span><\/span><\/p>\n

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                                    1. \n

                                      Brunel, N. and V. Hakim (2022). Population density model. Encyclopedia of Computational Neuroscience. D. Jaeger and R. Jung, Springer, New York, NY<\/span><\/span>: <\/span><\/span><\/strong>2846-2865.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                      \u793e\u533a<\/span><\/span><\/strong>\u62db\u52df\uff1a<\/span><\/span><\/strong><\/span><\/p>\n

                                      Morrell \u6a21\u578b\u901a\u8fc7\u5f15\u5165\u82e5\u5e72\u4e2a\u7f13\u53d8\u9690\u53d8\u91cf\u53ef\u4ee5\u4ea7\u751f\u7c7b\u4f3c\u4e8e\u751f\u7269\u795e\u7ecf\u7f51\u7edc\u4e2d\u89c2\u5bdf\u5230\u7684\u4e34\u754c\u96ea\u5d29\u3002<\/span><\/span><\/p>\n

                                        \n
                                      1. \n

                                        Morrell, M. C., I. Nemenman and A. Sederberg (2024). “Neural criticality from effective latent variables.” eLife <\/span><\/span>12<\/span><\/span><\/strong>: RP89337.<\/span><\/span><\/span><\/p>\n<\/li>\n

                                      2. \n

                                        Morrell, M. C., A. J. Sederberg and I. Nemenman (2021). “Latent Dynamical Variables Produce Signatures of Spatiotemporal Criticality in Large Biological Systems.” Physical Review Letters <\/span><\/span>126<\/span><\/span><\/strong>(11): 118302.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n


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

                                        \u4e3b\u9898\u4e8c \u56fe\u7075\u4e0d\u7a33\u5b9a\u6027\u89c6\u89d2\u4e0b\u7684\u89c6\u76ae\u5c42\u8fdb\u5316\u4e0e\u53d1\u80b2\u6a21\u5f0f\u7814\u7a76<\/span><\/span><\/h3>\n

                                        \u53ec\u96c6\u4eba\uff1a\u90b9\u7acb\u8bda<\/span><\/span><\/strong><\/p>\n

                                        <\/section>\n

                                        \u7075\u957f\u7c7b\u52a8\u7269\u7684\u521d\u7ea7\u89c6\u76ae\u5c42\uff08primary visual cortex\uff0cV1\uff09 \u62e5\u6709\u5927\u91cf\u5bf9\u671d\u5411\u5c55\u73b0\u9009\u62e9\u6027\uff08orientation selective\uff09\u7684\u5174\u594b\u6027\u795e\u7ecf\u5143\uff0c\u8fd9\u4e00\u7ecf\u5178\u7684\u5b9e\u9a8c\u73b0\u8c61\u81ea50\u5e74\u4ee3\u7531\u8bfa\u5956\u5f97\u4e3b Hubel & Wiesel \u6c47\u62a5\u8d77\u4fbf\u5438\u5f15\u4e86\u5e7f\u6cdb\u7684\u7814\u7a76\uff0c\u76f4\u81f3\u4eca\u65e5\u5df2\u53d6\u5f97\u4f17\u591a\u7a81\u7834\u6027\u8ba4\u8bc6\u3002\u5176\u4e2d\uff0c\u975e\u9f7f\u7c7b\u5927\u76ee\u52a8\u7269\uff08Non-Glires\uff09\u6210\u719f V1 \u795e\u7ecf\u5143\u7fa4\u7684\u504f\u597d\u671d\u5411\u5728\u7a7a\u95f4\u5206\u5e03\u4e0a\u5448\u5782\u76f4\u65b9\u5411\u4e00\u81f4\uff0c\u6c34\u5e73\u65b9\u5411\u4f3c\u5468\u671f\uff08quasi-periodic\uff09\u53d8\u5316\u7684\u7279\u70b9\u3002\u8be5\u7a7a\u95f4\u5206\u5e03\u6a21\u5f0f\u88ab\u79f0\u4e3a Orientation Preference Map\uff08OPM\uff09\uff0c\u5176\u5f62\u6210\u7684\u673a\u5236\u5438\u5f15\u4e86\u4f17\u591a\u7406\u8bba\u795e\u7ecf\u7269\u7406\u5b66\u5bb6\u7684\u5174\u8da3\u3002OPM \u5982\u4f55\u4ece\u521a\u51fa\u751f\u65f6\u7684 absence \u5230\u6210\u719f\u65f6\u7684 presence \u53ef\u4ee5\u7528\u975e\u5e73\u8861\u7edf\u8ba1\u7269\u7406\u4e2d\u7684\u56fe\u7075\u4e0d\u7a33\u5b9a\u6027\u6765\u5b9a\u91cf\u63cf\u8ff0\uff0c\u8be5\u6a21\u578b\u9884\u6d4b\u4e86V1 OPM\u62e5\u6709\u5947\u5f02\u70b9\u5bc6\u5ea6\uff08pinwheel density\uff09\u4e3a\u5706\u5468\u7387\u5e38\u6570 \u03c0 \u7684\u8de8\u7269\u79cd common design, \u5e76\u4e8e2010\u5e74\u7531 (Kaschube et al., 2010, Science) \u5206\u6790\u5149\u5b66\u6210\u50cf\u6570\u636e\u8bc1\u5b9e\u3002\u8fd9\u4e00\u8f70\u52a8\u6027\u7684\u6210\u679c\u63a8\u65ad\u8be5 common design \u662f\u89c6\u76ae\u5c42\u8fdb\u5316\u7684\u5fc5\u7136\u7ed3\u679c\uff0c\u5176\u5f62\u6210\u53ea\u4f9d\u8d56 V1 \u795e\u7ecf\u5143\u5728\u9759\u606f\u6001\u7684\u81ea\u7ec4\u7ec7\uff08self-organization\uff09\u800c\u975e\u6b64\u524d\u957f\u671f\u8ba4\u4e3a\u7684\u7531\u89c6\u7f51\u819c\u548c\u4e18\u8111\u8c03\u63a7\u3002\u5728\u4e4b\u540e\u768415\u5e74\u95f4\u4e0d\u540c\u5b9e\u9a8c\u5ba4\u5bf9\u4e0d\u540c\u7269\u79cd\u7684\u89c6\u89c9\u5b9e\u9a8c\u8bc1\u660e\u4e86\u8be5\u63a8\u65ad\u7684\u53ef\u9760\u6027\u3002\u56e0\u6b64\uff0c\u5982\u4f55\u7528\u56fe\u7075\u4e0d\u7a33\u5b9a\u6027\u7684\u81ea\u7ec4\u7ec7\u7406\u8bba\u5b9a\u91cf\u7406\u89e3\u89c6\u76ae\u5c42\u5728\u8fdb\u5316\u4e0e\u53d1\u80b2\u4e2d\u7684\u6a21\u5f0f\u5f62\u6210\uff08pattern formation\uff09\u662f\u672c\u671f\u8bfb\u4e66\u4f1a\u6240\u5173\u5fc3\u7684\u8bdd\u9898\uff0c\u6211\u4eec\u5c06\u4ece\u5b9e\u9a8c\u548c\u7406\u8bba\u4e24\u4e2a\u65b9\u9762\u5e76\u884c\u51fa\u53d1\uff0c\u56de\u987e\u9488\u5bf9 OPM common design \u63a2\u7d22\u7684\u5386\u53f2\u957f\u6cb3\u4e2d\u4e24\u8005\u5982\u4f55\u4e92\u76f8\u542f\u53d1\u5e76\u4e00\u6b65\u6b65\u63ed\u5f00\u5176\u795e\u79d8\u9762\u7eb1\u3002<\/span><\/span><\/p>\n

                                        \u6838\u5fc3\u5173\u6ce8\u95ee\u9898\uff1a<\/span><\/span><\/strong><\/p>\n

                                          \n
                                        1. \n

                                          \u5982\u4f55\u7528\u6570\u5b66\u8bed\u8a00\u5b9a\u91cf\u5730\u63cf\u8ff0\u521d\u7ea7\u89c6\u76ae\u5c42\u8de8\u7269\u79cd\u7684\u53d1\u80b2\u52a8\u529b\u5b66\uff1f<\/span><\/span><\/p>\n<\/li>\n

                                        2. \n

                                          \u4ec0\u4e48\u662f\u671d\u5411\u9009\u62e9\u6027\uff0c\u4e3a\u4ec0\u4e48\u5173\u5fc3\u521d\u7ea7\u89c6\u76ae\u5c42\u795e\u7ecf\u5143\u7684\u671d\u5411\u9009\u62e9\u6027\uff1f<\/span><\/span><\/p>\n<\/li>\n

                                        3. \n

                                          \u5b9e\u9a8c\u548c\u7406\u8bba\u5982\u4f55\u76f8\u4e92\u542f\u53d1\u4e0e\u63a8\u52a8\u521d\u7ea7\u89c6\u76ae\u5c42\u7684\u7814\u7a76\uff1f<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                          \u6838\u5fc3\u6587\u732e\uff1a<\/span><\/span><\/strong><\/p>\n

                                          \u4ecb\u7ecd\u4e86\u4e3a\u4ec0\u4e48OPM\u7684common design\u662f\u8fdb\u5316\u7684\u7ed3\u679c\u3002<\/span><\/span><\/p>\n

                                            \n
                                          1. \n

                                            Schmidt, K. E., & Wolf, F. (2021). Punctuated evolution of visual cortical circuits? Evidence from the large rodent Dasyprocta leporina, and the tiny primate Microcebus murinus. <\/span><\/span>Current opinion in neurobiology<\/span><\/span><\/em>, <\/span><\/span>71<\/span><\/span><\/em>, 110-118.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                            \u7b2c\u4e00\u6b21\u5728in-vivo\u8bba\u8bc1\u4e86V1\u7684\u53d1\u80b2\u662f\u81ea\u7ec4\u7ec7\u3002<\/span><\/span><\/p>\n

                                              \n
                                            1. \n

                                              Mulholland, H. N., Kaschube, M., & Smith, G. B. (2024). Self-organization of modular activity in immature cortical networks. <\/span><\/span>Nature communications<\/span><\/span><\/em>, <\/span><\/span>15<\/span><\/span><\/em>(1), 4145.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                              \u8f70\u52a8\u6027\u6210\u679c\uff0c\u53d1\u73b0\u03a0=visual cortex\u3002<\/span><\/span><\/p>\n

                                                \n
                                              1. \n

                                                Kaschube, M., Schnabel, M., L\u00f6wel, S., Coppola, D. M., White, L. E., & Wolf, F. (2010). Universality in the evolution of orientation columns in the visual cortex. <\/span><\/span>science<\/span><\/span><\/em>, <\/span><\/span>330<\/span><\/span><\/em>(6007), 1113-1116.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                \u7b2c\u4e00\u4e2a\u4e5f\u662f\u552f\u4e00\u4e00\u4e2a\u80fd\u5b9a\u91cf\u62df\u5408\u6240\u6709OPM\u7edf\u8ba1\u5b66\u6027\u8d28\u7684\u6a21\u578b<\/span><\/span><\/p>\n

                                                  \n
                                                1. \n

                                                  Wolf, F. (2005). Symmetry, multistability, and long-range interactions in brain development. <\/span><\/span>Physical review letters<\/span><\/span><\/em>, <\/span><\/span>95<\/span><\/span><\/em>(20), 208701.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                  \u63a8\u8350\u9605\u8bfb\uff1a<\/span><\/span><\/strong><\/p>\n

                                                  \u8fd9\u7bc7\u6587\u7ae0\u5f88\u52c7\uff0c\u76f4\u63a5\u5426\u5b9a\u4e86OPM\u7684\u5f62\u6210\u662f\u7531\u89c6\u7f51\u819c\u548c\u4e18\u8111\u51b3\u5b9a\u7684\u3002<\/span><\/span><\/strong><\/p>\n

                                                    \n
                                                  1. \n

                                                    Smith, G. B., Hein, B., Whitney, D. E., Fitzpatrick, D., & Kaschube, M. (2018). Distributed network interactions and their emergence in developing neocortex. <\/span><\/span>Nature neuroscience<\/span><\/span><\/em>, <\/span><\/span>21<\/span><\/span><\/em>(11), 1600-1608.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                    \u4e5f\u987a\u4fbf\u63a8\u8350\u4e00\u4e9b\u53cd\u5bf9V1 self-organization\u7684\u6587\u732e\uff0c\u8fd9\u51e0\u7bc7\u4e5f\u662f\u7ecf\u5178<\/span><\/span><\/p>\n

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                                                    1. \n

                                                      Schottdorf, M., Keil, W., Coppola, D., White, L. E., & Wolf, F. (2015). Random wiring, ganglion cell mosaics, and the functional architecture of the visual cortex. <\/span><\/span>PLoS computational biology<\/span><\/span><\/em>, <\/span><\/span>11<\/span><\/span><\/em>(11), e1004602.<\/span><\/span><\/span><\/p>\n<\/li>\n

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                                                      Ferster, D., & Miller, K. D. (2000). Neural mechanisms of orientation selectivity in the visual cortex. <\/span><\/span>Annual review of neuroscience<\/span><\/span><\/em>, <\/span><\/span>23<\/span><\/span><\/em>(1), 441-471.<\/span><\/span><\/span><\/p>\n<\/li>\n

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                                                      Paik, S. B., & Ringach, D. L. (2011). Retinal origin of orientation maps in visual cortex. <\/span><\/span>Nature neuroscience<\/span><\/span><\/em>, <\/span><\/span>14<\/span><\/span><\/em>(7), 919-925.<\/span><\/span><\/span><\/p>\n<\/li>\n

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                                                      Najafian, S., Koch, E., Teh, K. L., Jin, J., Rahimi-Nasrabadi, H., Zaidi, Q., … & Alonso, J. M. (2022). A theory of cortical map formation in the visual brain. <\/span><\/span>Nature communications<\/span><\/span><\/em>, <\/span><\/span>13<\/span><\/span><\/em>(1), 2303.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                      \u8fd9\u4e2a\u6a21\u578b\u57282025\u5e74\u6765\u770b\u786e\u5b9e\u9519\u7684\u79bb\u8c31\uff0c\u4f46\u7ad9\u5728\u5f53\u65f6\u7684\u89d2\u5ea6\u786e\u5b9e\u662f\u5f88\u524d\u6cbf\u7684\u7406\u8bba\u3002<\/span><\/span><\/p>\n

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                                                        Wolf, F., & Geisel, T. (1998). Spontaneous pinwheel annihilation during visual development. <\/span><\/span>Nature<\/span><\/span><\/em>, <\/span><\/span>395<\/span><\/span><\/em>(6697), 73-78.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                        \u793e\u533a<\/span><\/span><\/strong>\u62db\u52df\uff1a<\/span><\/span><\/strong><\/span><\/p>\n

                                                          \n
                                                        1. \n

                                                          Fumarola, F., Hein, B., & Miller, K. D. (2022). Mechanisms for spontaneous symmetry breaking in developing visual cortex. <\/span><\/span>Physical Review X<\/span><\/span><\/em>, <\/span><\/span>12<\/span><\/span><\/em>(3), 031024.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n


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

                                                          \u4e3b\u9898\u4e09 \u5174\u594b-\u6291\u5236\u5728\u5927\u8111\u53d1\u80b2\u4e0d\u540c\u9636\u6bb5\u7684\u4f5c\u7528<\/span><\/span><\/h3>\n

                                                          \u53ec\u96c6\u4eba\uff1a\u5b54\u5fb7\u73a5<\/span><\/span><\/strong><\/p>\n

                                                          <\/section>\n

                                                          \u7406\u89e3\u5927\u8111\u5982\u4f55\u4ece\u53d1\u80b2\u65e9\u671f\u7684\u76f8\u5bf9\u5747\u8d28\u72b6\u6001\u9010\u6e10\u5206\u5316\u5f62\u6210\u529f\u80fd\u9ad8\u5ea6\u7279\u5f02\u5316\u7684\u6210\u719f\u76ae\u5c42\u533a\u57df\uff08\u5982\u5904\u7406\u611f\u5b98\u4fe1\u606f\u7684\u521d\u7ea7\u89c6\u76ae\u5c42V1\u4e0e\u8d1f\u8d23\u590d\u6742\u8ba4\u77e5\u7684\u524d\u989d\u53f6\u76ae\u5c42PFC\uff09\uff0c\u662f\u795e\u7ecf\u79d1\u5b66\u7684\u6838\u5fc3\u95ee\u9898\u4e4b\u4e00\u3002\u4f20\u7edf\u7406\u8bba\u4e3b\u8981\u5173\u6ce8\u4e0d\u540c\u8111\u533a\u5148\u5929\u9884\u7f6e\u6216\u540e\u5929\u7ecf\u9a8c\u9a71\u52a8\u7684\u72ec\u7279\u7ec4\u7ec7\u6a21\u5f0f\u3002\u5728\u672c\u671f\u8bfb\u4e66\u4f1a\u4e2d\uff0c\u6211\u4eec\u5c06\u805a\u7126\u5927\u8111\u529f\u80fd\u5f62\u6210\u7684\u4e09\u4e2a\u5173\u952e\u65b9\u9762\uff1a\u5171\u4eab\u8d77\u70b9\u3001\u534f\u540c\u6f14\u5316\uff0c\u548c\u60c5\u5883\u9a71\u52a8\u3002\u5177\u4f53\u800c\u8a00\uff0c\u9996\u5148\uff0c\u65e9\u671f\u5171\u6709\u7684\u6a21\u5757\u5316\u7f51\u7edc\u4e3a\u8de8\u8111\u533a\u63d0\u4f9b\u4e86\u901a\u7528\u529f\u80fd\u57fa\u7840\uff1b\u7ee7\u800c\uff0c\u4fdd\u5b88\u7684\u53d1\u80b2\u7a0b\u5e8f\u7ed3\u5408\u533a\u57df\u7279\u5f02\u6027\u8c03\u6574\u9010\u6e10\u5851\u9020\u4e86\u6210\u719f\u8111\u533a\u7684\u7ed3\u6784\u5dee\u5f02\uff1b\u6700\u7ec8\uff0c\u5728\u7279\u5b9a\u611f\u89c9\u6216\u8ba4\u77e5\u60c5\u5883\u4e0b\uff0c\u533a\u57df\u7279\u5f02\u7684\u52a8\u6001\u8ba1\u7b97\u673a\u5236\uff08\u5982V1\u7684\u523a\u6fc0\u5f3a\u5ea6\u4f9d\u8d56\u6027\u5207\u6362\u673a\u5236\uff09\u5f97\u4ee5\u5b9e\u73b0\u9ad8\u6548\u7684\u4fe1\u606f\u5904\u7406\u3002\u6211\u4eec\u5c06\u7279\u522b\u63a2\u8ba8\u5174\u594b-\u6291\u5236\u5e73\u8861\u5982\u4f55\u5728\u8fd9\u4e09\u4e2a\u9636\u6bb5\u4e2d\u53d1\u6325\u6838\u5fc3\u8c03\u63a7\u4f5c\u7528\u3002<\/span><\/span><\/p>\n

                                                          \u6838\u5fc3\u5173\u6ce8\u95ee\u9898\uff1a<\/span><\/span><\/strong><\/p>\n

                                                          1. \u53d1\u80b2\u8fc7\u7a0b\u4e2d\uff0c\u5927\u8111\u7684\u795e\u7ecf\u6d3b\u52a8\uff0c\u8fde\u63a5\u7ed3\u6784\u548c\u529f\u80fd\u7ecf\u5386\u4e86\u54ea\u4e9b\u53d8\u5316\uff1f<\/span><\/span><\/p>\n

                                                          2. \u5174\u594b\u548c\u6291\u5236\u795e\u7ecf\u5143\u7fa4\u4f53\u7fa4\u4f53\u6d3b\u52a8\u5982\u4f55\u8c03\u63a7\u5927\u8111\u7684\u53d1\u80b2\u8fc7\u7a0b\uff1f<\/span><\/span><\/p>\n

                                                          3. \u53d1\u80b2\u5982\u4f55\u5e2e\u52a9\u5927\u8111\u5b9e\u73b0\u9ad8\u6548\u4fe1\u606f\u5904\u7406\uff1f<\/span><\/span><\/p>\n

                                                          \u6838\u5fc3\u6587\u732e\uff1a<\/span><\/span><\/strong><\/p>\n

                                                          \u8fd9\u7bc7\u8bb2\u7684\u662f\u65e9\u671f\u53d1\u80b2\u4e2d\u81ea\u53d1\u6d3b\u52a8\u7684\u7a7a\u95f4\u7ed3\u6784<\/span><\/span><\/p>\n

                                                            \n
                                                          1. \n

                                                            N.J. Powell, B. Hein, D. Kong, J. Elpelt, H.N. Mulholland, M. Kaschube, & G.B. Smith, Common modular architecture across diverse cortical areas in early development, Proc. Natl. Acad. Sci. U.S.A. 121 (11) e2313743121, https:\/\/doi.org\/10.1073\/pnas.2313743121 (2024).<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                            \u5c55\u793a\u4e86\u65e9\u671f\u81ea\u53d1\u6d3b\u52a8\u548c\u7279\u5f81\u9009\u62e9\u6027\u4e4b\u95f4\u5b58\u5728\u7684\u5173\u7cfb<\/span><\/span><\/p>\n

                                                              \n
                                                            1. \n

                                                              Smith, G. B., Hein, B., Whitney, D. E., Fitzpatrick, D., & Kaschube, M. (2018). Distributed network interactions and their emergence in developing neocortex. Nature neuroscience, 21(11), 1600-1608.<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                              \u795e\u7ecf\u975e\u7ebf\u6027\u5982\u4f55\u5b9e\u73b0\u60c5\u5883\u76f8\u5173\u8c03\u8282<\/span><\/span><\/p>\n

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                                                              1. \n

                                                                Rubin DB, Van Hooser SD, Miller KD. The stabilized supralinear network: a unifying circuit motif underlying multi-input integration in sensory cortex. Neuron. 2015 Jan 21;85(2):402-17. doi:10.1016\/j.neuron.2014.12.026.<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                \u63a8\u8350\u9605\u8bfb\uff1a<\/span><\/span><\/strong><\/p>\n

                                                                \u8fd9\u7bc7\u4e3b\u8981\u8bb2\u53d1\u80b2\u8fc7\u7a0b\u4e2d\u81ea\u53d1\u795e\u7ecf\u6d3b\u52a8\u548c\u89c6\u89c9\u523a\u6fc0\u5bfc\u81f4\u7684\u795e\u7ecf\u6d3b\u52a8\u5982\u4f55\u53d8\u5f97\u66f4\u76f8\u4f3c\uff0c\u4ee5\u53ca\u4ec0\u4e48\u6837\u7684\u73af\u8def\u8fde\u63a5\u7ed3\u6784\u53d8\u5316\u5728\u8fd9\u4e4b\u4e2d\u8d77\u4f5c\u7528<\/span><\/span><\/p>\n

                                                                  \n
                                                                1. \n

                                                                  Tr\u00e4genap, S., Whitney, D.E., Fitzpatrick, D. et al. The developmental emergence of reliable cortical representations. Nat Neurosci 28, 394\u2013405 (2025). https:\/\/doi.org\/10.1038\/s41593-024-01857-3<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                  \u57fa\u4e8e\u5c0f\u9f20\u7684\u5b9e\u9a8c\u6570\u636e\uff0c\u8fd9\u7bc7\u7684\u4f5c\u8005\u4eec\u63d0\u51fa\u4e86\u6bd4\u8f83\u5b8c\u6574\u7684\u795e\u7ecf\u73af\u8def\u9762\u5bf9\u5149\u9057\u4f20\u6270\u52a8\u7684\u53cd\u5e94\u7406\u8bba<\/span><\/span><\/p>\n

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                                                                  1. \n

                                                                    Chau HY, Miller KD, Palmigiano A. Exact linear theory of perturbation response in a space- and feature-dependent cortical circuit model. bioRxiv [Preprint]. 2025 Jun 21:2024.12.27.630558. doi: 10.1101\/2024.12.27.630558. PMID: 39896520; PMCID: PMC11785077.<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                    \u5f00\u653e\u62db\u52df\uff1a<\/span><\/span><\/strong><\/p>\n

                                                                    \u8fd9\u4e24\u7bc7\u90fd\u662f\u5173\u4e8e\u5149\u9057\u4f20\u6270\u52a8\u540e\u795e\u7ecf\u73af\u8def\u53cd\u5e94\u7684\u5efa\u6a21\u5de5\u4f5c<\/span><\/span><\/p>\n

                                                                      \n
                                                                    1. \n

                                                                      O\u2019Shea, Daniel J., Lea Duncker, Werapong Goo, Xulu Sun, Saurabh Vyas, Eric M. Trautmann, Ilka Diester, Charu Ramakrishnan, Karl Deisseroth, Maneesh Sahani, and Krishna V. Shenoy. 2022. \u2018Direct Neural Perturbations Reveal a Dynamical Mechanism for Robust Computation\u2019. 2022.12.16.520768.<\/span><\/span><\/p>\n<\/li>\n

                                                                    2. \n

                                                                      Oldenburg IA, Hendricks WD, Handy G, Shamardani K, Bounds HA, Doiron B, Adesnik H. The logic of recurrent circuits in the primary visual cortex. Nat Neurosci. 2024 Jan;27(1):137-147. doi: 10.1038\/s41593-023-01510-5. Epub 2024 Jan 3. PMID: 38172437; PMCID: PMC10774145.<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n


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

                                                                      \u4e3b\u9898\u56db \u591a\u5c3a\u5ea6\u89c6\u89d2\u4e0b\u8111\u795e\u7ecf\u7cfb\u7edf\u4e2d\u7684\u56e0\u679c\u6d8c\u73b0<\/span><\/span><\/h3>\n

                                                                      \u53ec\u96c6\u4eba\uff1a<\/span><\/span><\/strong>\u738b\u5fd7\u9e4f<\/span><\/span><\/strong><\/span><\/p>\n

                                                                      <\/section>\n

                                                                      \u610f\u8bc6\u6a2a\u8de8\u5b8f\u89c2\u4f53\u9a8c\u4e0e\u5fae\u89c2\u795e\u7ecf\u6d3b\u52a8\uff0c\u4f46\u8fde\u63a5\u8fd9\u4e24\u4e2a\u5c3a\u5ea6\u4ecd\u5177\u6311\u6218\u6027\u3002\u73b0\u6709\u4e3b\u6d41\u7406\u8bba\uff08\u5982\u6574\u5408\u4fe1\u606f\u7406\u8bba\uff09\u5f80\u5f80\u805a\u7126\u5355\u4e00\u5c3a\u5ea6\uff0c\u5ffd\u89c6\u4e86\u56e0\u679c\u6548\u529b\u53ca\u5176\u52a8\u529b\u5b66\u5982\u4f55\u5728\u8de8\u5c3a\u5ea6\u4e0a\u5c55\u5f00\uff0c\u4ee5\u53ca\u8fd9\u4e9b\u8fc7\u7a0b\u5982\u4f55\u4f9d\u8d56\u4e8e\u4fe1\u606f\u6574\u5408\u3002\u7814\u7a76\u8fdb\u5c55\u53d7\u9650\u4e8e\u8de8\u5c3a\u5ea6\u6570\u636e\u7684\u532e\u4e4f\uff0c\u4ee5\u53ca\u91cf\u5316\u591a\u5c3a\u5ea6\u56e0\u679c\u5173\u7cfb\u4e0e\u52a8\u529b\u5b66\u7684\u56f0\u96be\u3002\u5728\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u4e00\u4e2a\u7528\u4e8e\u591a\u5c3a\u5ea6\u52a8\u529b\u5b66\u5206\u6790\u7684\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff0c\u5e76\u5c06\u5176\u5e94\u7528\u4e8e\u5c0f\u9f20\u80cc\u4fa7\u76ae\u5c42\u5728\u6e05\u9192\u3001\u9ebb\u9189\u548c\u6062\u590d\u72b6\u6001\u4e0b\u7684\u8fd1\u7ec6\u80de\u5206\u8fa8\u7387\u9499\u4fe1\u53f7\u6570\u636e\u3002\u8be5\u6846\u67b6\u901a\u8fc7\u5b66\u4e60\u5c42\u7ea7\u56e0\u679c\u53d8\u91cf\uff0c\u91cf\u5316\u8de8\u5c3a\u5ea6\u56e0\u679c\u6548\u5e94\u3001\u52a8\u529b\u5b66\u8fc7\u7a0b\u53ca\u4fe1\u606f\u6574\u5408\u3002\u5fae\u89c2\u5c42\u9762\u4fe1\u606f\u7684\u5168\u5c40\u6574\u5408\u4ea7\u751f\u4e86\u6f5c\u5728\u5b8f\u89c2\u53d8\u91cf\uff0c\u8fd9\u4e9b\u53d8\u91cf\u751f\u6210\u591a\u5c3a\u5ea6\u56e0\u679c\u6548\u529b\u3002\u5f53\u56e0\u679c\u6548\u529b\u8fbe\u5230\u5cf0\u503c\u65f6\uff0c\u4e00\u4e2a\u8868\u5f81\u610f\u8bc6\u72b6\u6001\u7684\u4e00\u7ef4\u5b8f\u89c2\u53d8\u91cf\u968f\u4e4b\u6d8c\u73b0\uff0c\u5728\u6e05\u9192\u72b6\u6001\u4e0b\u5448\u73b0\u4e9a\u7a33\u6001\u978d\u70b9\u52a8\u529b\u5b66\u7279\u5f81\uff0c\u800c\u5728\u9ebb\u9189\u72b6\u6001\u4e0b\u5219\u574d\u7f29\u4e3a\u5c40\u90e8\u5316\u7684\u4f4e\u56e0\u679c\u72b6\u6001\u3002\u8fd9\u4e9b\u53d1\u73b0\u5efa\u7acb\u4e86\u4e00\u4e2a\u8fde\u63a5\u795e\u7ecf\u6d3b\u52a8\u4e0e\u610f\u8bc6\u72b6\u6001\u7684\u5c42\u7ea7\u56e0\u679c\u6846\u67b6\u3002<\/span><\/span><\/p>\n

                                                                      \u6838\u5fc3\u5173\u6ce8\u95ee\u9898\uff1a<\/span><\/span><\/strong><\/p>\n

                                                                        \n
                                                                      1. \n

                                                                        \u610f\u8bc6\u4ea7\u751f\u5728\u54ea\u4e2a\u5c3a\u5ea6\uff1f\u5b8f\u89c2\u3001\u4ecb\u89c2\u3001\u5fae\u89c2\u8fd8\u662f\u90fd\u5b58\u5728\uff1f<\/span><\/span><\/p>\n<\/li>\n

                                                                      2. \n

                                                                        \u5927\u8111\u662f\u5982\u4f55\u8fdb\u884c\u591a\u5c42\u7ea7\u4fe1\u606f\u805a\u5408\u7684\uff1f<\/span><\/span><\/p>\n<\/li>\n

                                                                      3. \n

                                                                        \u5982\u4f55\u5b9a\u91cf\u523b\u753b\u5927\u8111\u7684\u610f\u8bc6\u52a8\u529b\u5b66\uff1f<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                        \u6838\u5fc3\u6587\u732e\uff1a<\/span><\/span><\/strong><\/p>\n

                                                                        \u8fd9\u7bc7\u6587\u7ae0\u662f\u4e00\u79cd\u57fa\u4e8e\u6709\u6548\u4fe1\u606f\u6700\u5927\u5316\u7684\u56e0\u679c\u6d8c\u73b0\u8bc6\u522b\u65b9\u6cd5\uff0c\u53ef\u4ee5\u7528\u4e8e\u6784\u5efa\u591a\u5c3a\u5ea6\u7684\u5927\u8111\u52a8\u529b\u5b66<\/span><\/span><\/p>\n

                                                                          \n
                                                                        1. \n

                                                                          Mingzhe Yang, Zhipeng Wang, Kaiwei Liu, Yingqi Rong, Bing Yuan, and Jiang Zhang. Finding emergence in data by maximizing effective information. National Science Review, 12(1):nwae279, 2025.<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                          \u8fd9\u662fIIT1.0\u6574\u5408\u4fe1\u606f\u8bba\u7684\u8bba\u6587\uff0c\u63d0\u51fa\u4e86\u610f\u8bc6\u5ea6\u7684\u8861\u91cf\u6307\u6807<\/span><\/span>\"cf1f903b2fdce01456435bfcd9f4a89a.png\"<\/span><\/span>, \u8be5\u5de5\u4f5c\u8ba4\u4e3a\u610f\u8bc6\u53d1\u751f\u5728<\/span><\/span>\"cf1f903b2fdce01456435bfcd9f4a89a.png\"<\/span><\/span>\u503c\u6700\u5927\u7684\u5b50\u7cfb\u7edf\u4e2d\u3002<\/span><\/span><\/span><\/p>\n

                                                                            \n
                                                                          1. \n

                                                                            Tononi, G. (2004). An information integration theory of consciousness. <\/span><\/span>BMC neuroscience<\/span><\/span><\/em>, <\/span><\/span>5<\/span><\/span><\/em>(1), 42.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                            \u8fd9\u7bc7\u6587\u7ae0\u662f\u8ba1\u7b97\u56e0\u679c\u529b\u5206\u5e03\u7684\u6d8c\u73b0\u590d\u6742\u5ea6\u7684\u65b9\u6cd5\uff0c\u53ef\u4ee5\u7528\u6765\u91cf\u5316\u5927\u8111\u52a8\u529b\u5b66\u7cfb\u7edf\u4e2d\u7684\u591a\u5c3a\u5ea6\u7684\u56e0\u679c\u8d21\u732e\u5206\u5e03\u7684\u5747\u5300\u7a0b\u5ea6<\/span><\/span><\/p>\n

                                                                              \n
                                                                            1. \n

                                                                              Erik Hoel. Causal emergence 2.0: Quantifying emergent complexity. arXiv preprint arXiv:2503.13395, 2025.<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                              \u63a8\u8350\u9605\u8bfb\uff1a<\/span><\/span><\/p>\n

                                                                                \n
                                                                              1. \n

                                                                                Luppi, A. I., Mediano, P. A., Rosas, F. E., Allanson, J., Pickard, J., Carhart-Harris, R. L., … & Stamatakis, E. A. (2024). A synergistic workspace for human consciousness revealed by integrated information decomposition. <\/span><\/span>Elife<\/span><\/span><\/em>, <\/span><\/span>12<\/span><\/span><\/em>, RP88173.<\/span><\/span><\/span><\/p>\n<\/li>\n

                                                                              2. \n

                                                                                Luppi, Andrea I., et al. A synergistic core for human brain evolution and cognition. Nature Neuroscience 25.6 (2022): 771-782.<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                                \u5f00\u653e\u62db\u52df\uff1a<\/span><\/span><\/p>\n

                                                                                  \n
                                                                                1. \n

                                                                                  Luppi, A. I., Craig, M. M., Pappas, I., Finoia, P., Williams, G. B., Allanson, J., … & Stamatakis, E. A. (2019). Consciousness-specific dynamic interactions of brain integration and functional diversity. <\/span><\/span>Nature communications<\/span><\/span><\/em>, <\/span><\/span>10<\/span><\/span><\/em>(1), 4616.<\/span><\/span><\/span><\/p>\n<\/li>\n

                                                                                2. \n

                                                                                  Luppi, A. I., Cabral, J., Cofre, R., Destexhe, A., Deco, G., & Kringelbach, M. L. (2022). Dynamical models to evaluate structure\u2013function relationships in network neuroscience. <\/span><\/span>Nature Reviews Neuroscience<\/span><\/span><\/em>, <\/span><\/span>23<\/span><\/span><\/em>(12), 767-768.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n


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

                                                                                  \u4e3b\u9898\u4e94 <\/span><\/span><\/strong>\u5168\u5c40\u795e\u7ecf\u5143\u5de5\u4f5c\u7a7a\u95f4\u7406\u8bba\uff1a\u4ece\u795e\u7ecf\u96ea\u5d29\u5230\u610f\u8bc6\u5e7f\u64ad<\/span><\/span><\/strong><\/span><\/h3>\n

                                                                                  \u53ec\u96c6\u4eba\uff1a\u5434\u4f73\u94ed<\/span><\/span><\/strong><\/span><\/h3>\n
                                                                                  <\/section>\n

                                                                                  \u7b80\u4ecb\uff1a\u5168\u5c40\u795e\u7ecf\u5143\u5de5\u4f5c\u7a7a\u95f4\uff08Global Neuronal Workspace, GNW\uff09\u7406\u8bba\u662f\u5f53\u524d\u610f\u8bc6\u7814\u7a76\u9886\u57df\u6700\u5177\u5f71\u54cd\u529b\u7684\u7406\u8bba\u4e4b\u4e00\u3002GNW\u7684\u6838\u5fc3\u89c2\u70b9\u8ba4\u4e3a\uff0c\u5927\u8111\u7531\u591a\u4e2a\u6a21\u5757\u5316\u7684\u65e0\u610f\u8bc6\u5904\u7406\u5668\u6784\u6210\uff0c\u800c\u610f\u8bc6\u7684\u4ea7\u751f\u8fc7\u7a0b\uff0c\u6e90\u4e8e\u7279\u5b9a\u4fe1\u606f\u901a\u8fc7\u6a21\u5757\u95f4\u7684\u7ade\u4e89\u673a\u5236\u8fdb\u5165 \u201c\u5168\u5c40\u5de5\u4f5c\u7a7a\u95f4\u201d\uff0c\u5e76\u5b9e\u73b0\u5168\u8111\u8303\u56f4\u7684\u4fe1\u606f\u6574\u5408\u4e0e\u5e7f\u64ad\u3002\u5176\u8ba1\u7b97\u6a21\u578b\u901a\u8fc7\u5fae\u5206\u65b9\u7a0b\u6a21\u62df\u201c\u795e\u7ecf\u5143\u70b9\u706b\u201d\u8fc7\u7a0b\uff0c\u9884\u6d4b\u4e86\u795e\u7ecf\u6d3b\u52a8\u7684\u5168\u5c40\u5e7f\u64ad\u6a21\u5f0f\uff0c\u5c06\u62bd\u8c61\u7406\u8bba\u8f6c\u5316\u4e3a\u53ef\u9a8c\u8bc1\u7684\u6570\u5b66\u6846\u67b6\u3002\u8fd9\u662f\u4e00\u79cd\u5f53\u4fe1\u606f\u8fdb\u5165\u5168\u5c40\u5de5\u4f5c\u7a7a\u95f4\u65f6\uff0c\u7531\u5c40\u90e8\u5411\u5168\u8111\u7206\u53d1\u5f0f\u6269\u6563\u7684\u73b0\u8c61\uff0c\u5b83\u4e0e\u201c\u795e\u7ecf\u5143\u96ea\u5d29\u201d\u7b49\u5927\u8111\u4e34\u754c\u72b6\u6001\u4e0b\u7684\u52a8\u6001\u6a21\u5f0f\u5b58\u5728\u6df1\u523b\u8054\u7cfb\u3002\u540c\u65f6\uff0c\u4e5f\u6709\u89c2\u70b9\u8ba4\u4e3a\uff0c\u5728\u610f\u8bc6\u7684 \u201c\u7b80\u5355\u95ee\u9898\u201d\uff0c\u5982\u610f\u8bc6\u7684\u795e\u7ecf\u673a\u5236\u548c\u529f\u80fd\u4e0a\uff0cGNW\u53d6\u5f97\u4e86\u663e\u8457\u6210\u679c\uff1b\u4f46\u5728\u610f\u8bc6\u7684\u201c\u56f0\u96be\u95ee\u9898\u201d\uff0c\u5373\u5982\u4f55\u89e3\u91ca\u610f\u8bc6\u7684\u4e3b\u89c2\u4f53\u9a8c\u4e0a\uff0c\u5b83\u4ecd\u672a\u7ed9\u51fa\u7b54\u6848\u3002\u672c\u671f\u8bfb\u4e66\u4f1a\uff0c\u6211\u4eec\u5c06\u4ece\u795e\u7ecf\u6fc0\u6d3b\u7684\u96ea\u5d29\u7b49\u5b9e\u9a8c\u73b0\u8c61\u51fa\u53d1\uff0c\u4ecb\u7ecdGNW\u7684\u4e3b\u8981\u89c2\u70b9\u3001\u8ba1\u7b97\u6a21\u578b\u3001\u201c\u5168\u5c40\u5e7f\u64ad\u201d \u673a\u5236\u4e0e\u5c0f\u4e16\u754c\u7f51\u7edc\u7279\u6027\u7b49\uff0c\u5e76\u8ba8\u8bba\u5176\u5728\u201c\u610f\u8bc6\u7684\u96be\u9898\u201d\u7b49\u65b9\u9762\u6240\u9047\u5230\u7684\u6311\u6218\u3002<\/span><\/span><\/p>\n

                                                                                  \u6838\u5fc3\u5173\u6ce8\u95ee\u9898\uff1a<\/span><\/span><\/strong><\/p>\n

                                                                                  1.  GNW\u7684\u6570\u5b66\u6846\u67b6\u662f\u4ec0\u4e48\uff1f\u5982\u4f55\u7528\u8ba1\u7b97\u6a21\u578b\u6765\u9a8c\u8bc1\uff1f<\/span><\/span><\/p>\n

                                                                                  2. \u610f\u8bc6\u6765\u6e90\u4e8e\u81ea\u4e0b\u800c\u4e0a\u7684\u201c\u5e7f\u64ad\u201d\u8fd8\u662f\u81ea\u4e0a\u800c\u4e0b\u7684\u201c\u6574\u5408\u201d\uff1f<\/span><\/span><\/p>\n

                                                                                  3. GNW\u7406\u8bba\u80fd\u5426\u89e3\u91ca\u4e3b\u89c2\u4f53\u9a8c\u8fd9\u4e00\u610f\u8bc6\u201c\u96be\u9898\u201d\uff1f<\/span><\/span><\/p>\n

                                                                                  \u6838\u5fc3\u6587\u732e\uff1a<\/span><\/span><\/strong><\/p>\n

                                                                                  \u6700\u521d\u7684\u5168\u5c40\u5de5\u4f5c\u7a7a\u95f4\u7406\u8bba\u7684\u6838\u5fc3\u8bba\u70b9\uff0c\u6bd4\u8f83\u5b9a\u6027\u3001\u5fc3\u7406\u5b66<\/span><\/span><\/p>\n

                                                                                    \n
                                                                                  1. \n

                                                                                    Baars, Bernard J. <\/span><\/span>A cognitive theory of consciousness<\/span><\/span><\/em>. Cambridge University Press, 1993.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                                    \u8fd9\u672c\u662f\u6bd4\u8f83\u7efc\u5408\u6027\u5730\u4ecb\u7ecdGNW\u7684\u4e66\u7c4d<\/span><\/span><\/p>\n

                                                                                      \n
                                                                                    1. \n

                                                                                      Dehaene, Stanislas. <\/span><\/span>Consciousness and the brain: Deciphering how the brain codes our thoughts<\/span><\/span><\/em>. Penguin, 2014.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                                      \u8fd9\u7bc7\u662fDehaene\u548cChangeux\u5f00\u53d1\u7684GNW\u7684\u8ba1\u7b97\u6a21\u578b\uff0c\u4f7f\u7528\u5fae\u5206\u65b9\u7a0b\u6a21\u62df\u795e\u7ecf\u5143\u96ea\u5d29\u548c\u70b9\u706b\u8fc7\u7a0b\uff0c\u9884\u6d4b\u795e\u7ecf\u6d3b\u52a8\u7684\u65f6\u7a7a\u6a21\u5f0f<\/span><\/span><\/p>\n

                                                                                        \n
                                                                                      1. \n

                                                                                        Dehaene, S., & Changeux, J. P. (2005). Ongoing spontaneous activity controls access to consciousness: a neuronal model for inattentional blindness. <\/span><\/span>PLoS biology<\/span><\/span><\/em>, <\/span><\/span>3<\/span><\/span><\/em>(5), e141.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                                        \u4e00\u7bc7\u6bd4\u8f83\u8fd1\u7684\u7efc\u8ff0\uff0c\u7ed3\u5408\u5b9e\u9a8c\u8bc1\u636e\u8fdb\u884c\u4e86\u8ba8\u8bba<\/span><\/span><\/p>\n

                                                                                          \n
                                                                                        1. \n

                                                                                          Mashour, George A., et al. “Conscious processing and the global neuronal workspace hypothesis.” <\/span><\/span>Neuron<\/span><\/span><\/em> 105.5 (2020): 776-798.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                                          \u63a8\u8350\u9605\u8bfb\uff1a<\/span><\/span><\/strong><\/p>\n

                                                                                            \n
                                                                                          1. \n

                                                                                            Baars, Bernard J., Stan Franklin, and Thomas Zoega Ramsoy. “Global workspace dynamics: cortical \u201cbinding and propagation\u201d enables conscious contents.” <\/span><\/span>Frontiers in psychology<\/span><\/span><\/em> 4 (2013): 200.<\/span><\/span><\/span><\/p>\n<\/li>\n

                                                                                          2. \n

                                                                                            Dehaene, Stanislas, and Jean-Pierre Changeux. “Neural mechanisms for access to consciousness.” (2004): 1145-1157.<\/span><\/span><\/p>\n<\/li>\n

                                                                                          3. \n

                                                                                            Shanahan, Murray. “A spiking neuron model of cortical broadcast and competition.” <\/span><\/span>Consciousness and Cognition<\/span><\/span><\/em> 17.1 (2008): 288-303.<\/span><\/span><\/span><\/p>\n<\/li>\n

                                                                                          4. \n

                                                                                            Wajnerman Paz, Abel. “The global neuronal workspace as a broadcasting network.” <\/span><\/span>Network Neuroscience<\/span><\/span><\/em> 6.4 (2022): 1186-1204.<\/span><\/span><\/span><\/p>\n<\/li>\n

                                                                                          5. \n

                                                                                            VanRullen, Rufin, and Ryota Kanai. “Deep learning and the global workspace theory.” <\/span><\/span>Trends in Neurosciences<\/span><\/span><\/em> 44.9 (2021): 692-704.<\/span><\/span><\/span><\/p>\n<\/li>\n

                                                                                          6. \n

                                                                                            Connor, Dustin, and Murray Shanahan. “A computational model of a global neuronal workspace with stochastic connections.” <\/span><\/span>Neural Networks<\/span><\/span><\/em> 23.10 (2010): 1139-1154.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                                            \u793e\u533a\u62db\u52df\uff1a<\/span><\/span><\/strong><\/p>\n

                                                                                            \u8fd9\u662f\u8fd1\u5e74\u610f\u8bc6\u79d1\u5b66\u9886\u57df\u6700\u53d7\u5173\u6ce8\u7684\u4e00\u7cfb\u5217\u7406\u8bba\u5bf9\u6297\u6027\u534f\u4f5c\u4e4b\u4e00\uff0c\u672c\u6587\u4e3b\u8981\u662f\u5168\u5c40\u795e\u7ecf\u5143\u5de5\u4f5c\u7a7a\u95f4\u7406\u8bba\u548c\u6574\u5408\u4fe1\u606f\u8bba\u7684\u5b9e\u9a8c\u6d4b\u8bd5\u7ed3\u679c<\/span><\/span><\/p>\n

                                                                                              \n
                                                                                            1. \n

                                                                                              Cogitate Consortium., Ferrante, O., Gorska-Klimowska, U. <\/span><\/span>et al.<\/span><\/span><\/em> Adversarial testing of global neuronal workspace and integrated information theories of consciousness. <\/span><\/span>Nature<\/span><\/span><\/em>642<\/span><\/span><\/strong>, 133\u2013142 (2025).<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                                              \u63a8\u8350\u9605\u8bfb\uff1a<\/span>Nature\u610f\u8bc6\u4e4b\u4e89\uff1a\u4e24\u5927\u7406\u8bba\u9996\u6b21\u6b63\u9762\u5bf9\u51b3<\/a><\/span><\/p>\n

                                                                                              \u975e\u5e38\u5168\u9762\u5730\u7efc\u8ff0\u4e86\u5404\u79cd\u4e3b\u6d41\u610f\u8bc6\u7406\u8bba<\/span><\/span><\/p>\n

                                                                                                \n
                                                                                              1. \n

                                                                                                Seth, A.K., Bayne, T. Theories of consciousness. <\/span><\/span>Nat Rev Neurosci<\/span><\/span><\/em>23<\/span><\/span><\/strong>, 439\u2013452 (2022).<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                                                \u63a8\u8350\u9605\u8bfb\uff1a<\/span>\u610f\u8bc6\u7406\u8bba\u7efc\u8ff0\uff1a\u4f17\u591a\u7ade\u4e89\u7684\u610f\u8bc6\u7406\u8bba\u5982\u4f55\u76f8\u4e92\u5173\u8054\uff1f<\/a><\/span><\/p>\n


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

                                                                                                \u4e3b\u9898\u516d \u57fa\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u591a\u5c3a\u5ea6\u8111\u7f51\u7edc\u8fde\u63a5\u5efa\u6a21<\/span><\/span><\/h3>\n

                                                                                                \u53ec\u96c6\u4eba\uff1a\u674e\u5b97\u665f<\/span><\/span><\/strong><\/p>\n

                                                                                                <\/section>\n

                                                                                                \u8111\u7f51\u7edc\u7684\u7ec4\u7ec7\u5177\u6709\u660e\u663e\u7684\u591a\u5c3a\u5ea6\u7279\u5f81\uff1a\u5728\u8111\u79d1\u5b66\u7814\u7a76\u4e2d\uff0c\u7406\u89e3\u8111\u7f51\u7edc\u5185\u5982\u4f55\u8de8\u8d8a\u4e0d\u540c\u5c3a\u5ea6\u7684\u8fde\u63a5\u4e0e\u4e92\u52a8\uff0c\u59cb\u7ec8\u662f\u91cd\u8981\u7684\u79d1\u5b66\u95ee\u9898\u4e4b\u4e00\u3002\u4ece\u5355\u4e2a\u795e\u7ecf\u5143\u7684\u5fae\u89c2\u7a81\u89e6\uff0c\u5230\u8111\u533a\u4e4b\u95f4\u7684\u4e2d\u89c2\u7f51\u7edc\uff0c\u518d\u5230\u5168\u8111\u8303\u56f4\u7684\u5b8f\u89c2\u52a8\u529b\u5b66\uff0c\u5927\u8111\u5448\u73b0\u51fa\u591a\u5c42\u6b21\u7684\u7f51\u7edc\u7ed3\u6784\u4e0e\u65f6\u5e8f\u6d3b\u52a8\u3002\u4e0d\u540c\u5c42\u6b21\u7684\u8111\u7f51\u7edc\u8fde\u63a5\u4e5f\u5c55\u793a\u4e86\u4e0d\u540c\u7684\u610f\u4e49\u3002\u7ed3\u6784\u8fde\u63a5\uff08SC\uff09\u63cf\u8ff0\u4e86\u795e\u7ecf\u5143\/\u8111\u533a\u4e4b\u95f4\u7684\u89e3\u5256\u6027\u8fde\u7ebf\u3002\u529f\u80fd\u8fde\u63a5\uff08FC\uff09\u63cf\u8ff0\u4e86\u795e\u7ecf\u4fe1\u53f7\u7684\u5728\u65f6\u95f4\u4e0a\u7684\u534f\u53d8\u5173\u7cfb\u3002\u6709\u6548\u8fde\u63a5\uff08EC\uff09\u5219\u66f4\u8fdb\u4e00\u6b65\uff0c\u63ed\u793a\u4fe1\u606f\u6d41\u52a8\u7684\u65b9\u5411\u548c\u673a\u5236\u3002\u800c\u65e0\u8bba\u662f\u8bb0\u5fc6\u4e0e\u610f\u8bc6\u7b49\u9ad8\u7ea7\u529f\u80fd\uff0c\u8fd8\u662f\u8111\u75be\u75c5\u7684\u8bca\u65ad\u4e0e\u5e72\u9884\uff0c\u5f80\u5f80\u90fd\u4f9d\u8d56\u4e8e\u8111\u533a\u95f4\u7684\u6709\u5411\u4fe1\u606f\u6d41\u3002\u5bf9\u8111\u5185\u56e0\u679c\u5173\u7cfb\u7684\u5efa\u6a21\u4e00\u76f4\u662f\u5f88\u6709\u4ef7\u503c\u7684\u95ee\u9898\uff0c\u4f46\u4f20\u7edf\u7684\u5efa\u6a21\u65b9\u6cd5\u5f80\u5f80\u53ea\u805a\u7126\u4e8e\u67d0\u4e00\u5355\u4e00\u5c3a\u5ea6\uff0c\u96be\u4ee5\u89e3\u91ca\u8de8\u5c3a\u5ea6\u7684\u76f8\u4e92\u4f5c\u7528\u4e0e\u590d\u6742\u6d8c\u73b0\u673a\u5236\u3002\u8fd1\u5e74\u6765\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u84ec\u52c3\u53d1\u5c55\u4e3a\u8de8\u5c3a\u5ea6\u8fde\u63a5\u5efa\u6a21\u63d0\u4f9b\u4e86\u65b0\u7684\u5951\u673a\u3002\u901a\u8fc7\u7ed3\u5408\u8111\u79d1\u5b66\u5148\u9a8c\u77e5\u8bc6\u4e0e\u6570\u636e\u9a71\u52a8\u7684\u5efa\u6a21\u65b9\u6cd5\uff0c\u4eba\u5de5\u667a\u80fd\u80fd\u591f\u81ea\u52a8\u5b66\u4e60\u4e0d\u540c\u5c3a\u5ea6\u4e0b\u7684\u6f5c\u5728\u56e0\u679c\u5173\u7cfb\uff0c\u5e76\u91cf\u5316\u8de8\u5c3a\u5ea6\u7684\u52a8\u529b\u5b66\u6a21\u5f0f\u3002\u672c\u671f\u8bfb\u4e66\u4f1a\uff0c\u6211\u4eec\u5c06\u4ece\u4e0d\u540c\u5c42\u7ea7\u7684\u8111\u7f51\u7edc\u8fde\u63a5\u51fa\u53d1\uff0c\u901a\u8fc7\u591a\u5c42\u795e\u7ecf\u7f51\u7edc\u3001\u8de8\u6a21\u6001\u5efa\u6a21\u4e0e\u5bf9\u9f50\u3001\u56e0\u679c\u63a8\u65ad\u4e0eAI\u53ef\u89e3\u91ca\u6027\u5206\u6790\uff0c\u8ba8\u8bba\u591a\u5c3a\u5ea6\u8111\u7f51\u7edc\u94fe\u63a5\u5efa\u6a21\u7684\u610f\u4e49\u4e0e\u53ef\u884c\u6027\u3002<\/span><\/span><\/p>\n

                                                                                                \u6838\u5fc3\u5173\u6ce8\u95ee\u9898\uff1a<\/span><\/span><\/strong><\/p>\n

                                                                                                  \n
                                                                                                1. \n

                                                                                                  \u7528\u600e\u6837\u7684\u6a21\u578b\u62df\u5408\u4e0d\u540c\u5c3a\u5ea6\u7684\u795e\u7ecf\u6570\u636e\uff0c\u5982\u4f55\u57fa\u4e8e\u7a00\u758f\u6570\u636e\u5b9e\u73b0\u7a33\u5065\u7684\u8de8\u5c3a\u5ea6\u5efa\u6a21\uff1f<\/span><\/span><\/p>\n<\/li>\n

                                                                                                2. \n

                                                                                                  \u4e0d\u540c\u5c42\u6b21\u7684\u8111\u7f51\u7edc\u8fde\u63a5\u600e\u4e48\u5b9a\u4e49\uff0c\u6709\u600e\u6837\u7684\u610f\u4e49\uff0c\u5982\u4f55\u5206\u6790\uff1f<\/span><\/span><\/p>\n<\/li>\n

                                                                                                3. \n

                                                                                                  \u5f53\u6ca1\u6709 ground truth \u8111\u8fde\u63a5\u65f6\uff0c\u5982\u4f55\u9a8c\u8bc1\u6a21\u578b\u8bad\u7ec3\u7684\u5145\u5206\u6027\u4e0e\u5408\u7406\u6027\uff1f<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                                                  \u6838\u5fc3\u6587\u732e\uff1a<\/span><\/span><\/strong><\/p>\n

                                                                                                  Friston \u662f\u6700\u65e9\u660e\u786e\u533a\u5206\u4e86\u529f\u80fd\u8fde\u63a5\u4e0e\u6709\u6548\u8fde\u63a5\u7684\u5b66\u8005\u3002\u8fd9\u4e24\u7bc7\u6587\u7ae0\u5206\u522b\u5b8c\u6210\u4e86\uff1a\u63d0\u51fa\u4e86\u4e24\u8005\u7684\u5dee\u5f02\uff0c\u7cfb\u7edf\u6027\u7684\u9610\u8ff0\u4e86\u4e0d\u540c\u5c42\u6b21\u8fde\u63a5\u7684\u533a\u522b\u3002\u662f\u672c\u4e13\u9898\u8ba8\u8bba\u7684\u79d1\u5b66\u95ee\u9898\u7684\u6838\u5fc3\u80cc\u666f\u3002<\/span><\/span><\/p>\n

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                                                                                                    Friston, K. J. (1994). Functional and effective connectivity in neuroimaging: A synthesis. Human Brain Mapping, 2(1\u20132), 56\u201378. Friston (2011). Functional and effective connectivity: a review. Brain Connectivity, 1(1), 13\u201336.<\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                                                    \u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e86\u7528\u4eba\u5de5\u667a\u80fd\u505aAI\u5b6a\u751f\u8111\uff0c\u5e76\u7528\u865a\u62df\u6270\u52a8\u6784\u5efa\u5168\u8111\u8fde\u63a5\u7ec4\u7684\u901a\u7528\u6846\u67b6\u3002<\/span><\/span><\/p>\n

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                                                                                                      Luo, Z., Peng, K., Liang, Z. <\/span><\/span>et al.<\/span><\/span><\/em> Mapping effective connectivity by virtually perturbing a surrogate brain. <\/span><\/span>Nat Methods<\/span><\/span><\/em>22<\/span><\/span><\/strong>, 1376\u20131385 (2025).<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                                                      \u8fd9\u7bc7\u6587\u7ae0\u63d0\u4f9b\u4e86\u4e00\u79cd\u53ef\u89e3\u91ca\u6027\u66f4\u5f3a\u7684\u4eba\u5de5\u667a\u80fd\u8111\u7f51\u7edc\u5efa\u6a21\u8111\u7f51\u7edc\u7684\u65b9\u6cd5\u3002<\/span><\/span><\/p>\n

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                                                                                                        Lu, Z., Zhang, W., Le, T., Wang, H., S\u00fcmb\u00fcl, U., SheaBrown, E. T., & Mi, L. (2025, January). NetFormer: An interpretable model for recovering dynamical connectivity in neuronal population dynamics. In <\/span><\/span>The Thirteenth International Conference on Learning Representations<\/span><\/span><\/em>.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                                                        \u63a8\u8350\u9605\u8bfb<\/span><\/span><\/strong>\uff1a<\/span><\/span><\/span><\/p>\n

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                                                                                                          Kim, S. et al. Whole-brain mapping of effective connectivity by fMRI with cortex-wide patterned optogenetics. <\/span><\/span>Neuron<\/span><\/span><\/em>111<\/span><\/span><\/strong>, 1732\u20131747 (2023).<\/span><\/span><\/span><\/p>\n<\/li>\n

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                                                                                                          Park, H.-J., & Friston, K. Structural and functional brain networks: from connections to cognition. Science 342, 1238411 (2013).<\/span><\/span><\/p>\n<\/li>\n

                                                                                                        3. \n

                                                                                                          Seguin, C., Sporns, O., & Zalesky, A. Brain network communication: concepts, models and applications. Nat. Rev. Neurosci. 24, 557\u2013574 (2023).<\/span><\/span><\/p>\n<\/li>\n

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                                                                                                          Friston, K.\u202fJ., Kahan, J., Biswal, B. & Razi, A. A DCM for resting state fMRI. NeuroImage 94, 396\u2013407 (2014).<\/span><\/span><\/p>\n<\/li>\n

                                                                                                        5. \n

                                                                                                          Lappalainen, J.K., Tschopp, F.D., Prakhya, S. <\/span><\/span>et al.<\/span><\/span><\/em> Connectome-constrained networks predict neural activity across the fly visual system. <\/span><\/span>Nature<\/span><\/span><\/em>634<\/span><\/span><\/strong>, 1132\u20131140 (2024).<\/span><\/span><\/span><\/p>\n<\/li>\n

                                                                                                        6. \n

                                                                                                          Stepaniants, George, Bingni W. Brunton, and J. Nathan Kutz. “Inferring causal networks of dynamical systems through transient dynamics and perturbation.” <\/span><\/span>Physical Review E<\/span><\/span><\/em> 102.4 (2020): 042309.<\/span><\/span><\/span><\/p>\n<\/li>\n

                                                                                                        7. \n

                                                                                                          Randi, Francesco, Anuj K. Sharma, Sophie Dvali, Andrew M. Leifer, <\/span><\/span>et al.<\/span><\/span><\/em> \u201cNeural Signal Propagation Atlas of <\/span><\/span>Caenorhabditis elegans<\/span><\/span><\/em>.\u201d <\/span><\/span>Nature<\/span><\/span><\/em>, vol. 623, 2023, pp. 406\u2013414. DOI:10.1038\/s41586-023-06683-4.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                                                          \u5f00\u653e\u62db\u52df\uff1a<\/span><\/span><\/p>\n

                                                                                                          \u672c\u6587\u7b80\u8981\u7efc\u8ff0\u4e86\u7528\u4e8e\u8bc4\u4f30\u7ed3\u6784\u2013\u529f\u80fd\u5173\u7cfb\u7684\u52a8\u529b\u5b66\u5efa\u6a21\u65b9\u6cd5\uff0c\u4e3a\u7406\u89e3\u8111\u7f51\u7edc\u4e2d\u89e3\u5256\u7ea6\u675f\u4e0e\u529f\u80fd\u6d3b\u52a8\u4e4b\u95f4\u7684\u8026\u5408\u63d0\u4f9b\u4e86\u7406\u8bba\u6846\u67b6\uff0c\u662f\u5f00\u5c55\u591a\u5c3a\u5ea6\u8fde\u63a5\u5efa\u6a21\u7684\u91cd\u8981\u53c2\u8003\u3002<\/span><\/span><\/p>\n

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                                                                                                          1. \n

                                                                                                            Luppi, A. I., Cabral, J., Cofre, R., Deco, G., & Kringelbach, M. L. (2022). Dynamical models to evaluate structure\u2013function relationships in network neuroscience. <\/span><\/span>Nature Reviews Neuroscience<\/span><\/span><\/em>, 23(12), 767\u2013768.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

                                                                                                            \u672c\u6587\u7cfb\u7edf\u603b\u7ed3\u4e86\u591a\u5c3a\u5ea6\u8111\u7f51\u7edc\u7684\u5efa\u6a21\u601d\u8def\uff0c\u4ece\u5fae\u89c2\u5230\u5b8f\u89c2\u5c42\u6b21\u63ed\u793a\u5927\u8111\u7ec4\u7ec7\u7684\u5c42\u7ea7\u7279\u5f81\uff0c\u4e3a\u63a2\u7d22\u8de8\u5c3a\u5ea6\u56e0\u679c\u673a\u5236\u63d0\u4f9b\u4e86\u7406\u8bba\u4e0e\u65b9\u6cd5\u8bba\u80cc\u666f\u3002<\/span><\/span><\/p>\n

                                                                                                              \n
                                                                                                            1. \n

                                                                                                              Betzel, Richard F., Andrea Avena-Koenigsberger, and Olaf Sporns. “Colloquium: Multiscale modeling of brain network organization.” <\/span><\/span>Reviews of Modern Physics<\/span><\/span><\/em> 94.3 (2022): 031002.<\/span><\/span><\/span><\/p>\n<\/li>\n<\/ol>\n

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

                                                                                                              <\/span><\/section>\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":"

                                                                                                              \u5bfc\u8bed \u4ece\u5355\u4e2a\u795e\u7ecf\u5143\u7684\u653e\u7535\u5230\u5168\u8111\u8303\u56f4\u7684\u610f\u8bc6\u6d8c\u73b0\uff0c\u7406\u89e3\u667a\u80fd\u7684\u672c\u8d28\u4e0e\u6f14\u5316\u59cb\u7ec8\u662f\u4e00\u4e2a\u5173\u4e8e\u5c3a\u5ea6\u7684\u95ee\u9898\u3002\u66f4\u503c\u5f97\u6df1\u601d\u7684\u662f\uff0c\u65e0\u8bba\u662f\u5fae\u89c2\u7684\u7a81\u89e6\u53ef\u5851\u6027\u3001\u4ecb\u89c2\u7684\u76ae\u5c42\u6a21\u5757\u81ea\u7ec4\u7ec7\uff0c\u8fd8\u662f\u5b8f\u89c2\u7684\u5168\u5c40\u4fe1\u606f\u5e7f\u64ad\uff0c\u4e0d\u540c\u5c3a\u5ea6\u7684\u52a8\u529b\u5b66\u8fc7\u7a0b\u90fd\u5728\u5171\u540c\u5851\u9020\u7740\u8ba4\u77e5\u4e0e\u610f\u8bc6\u3002\u8fd9\u8bf4\u660e\uff0c\u5bf9\u5fc3\u667a\u7684\u7814\u7a76\u4ece\u6700\u521d\u5c31\u5fc5\u987b\u76f4\u9762\u4e00\u4e2a\u6838\u5fc3\u6311\u6218\uff1a\u5c40\u90e8\u7684\u795e\u7ecf\u6d3b\u52a8\u5982\u4f55\u6574\u5408\u4e3a\u7edf…<\/p>\n","protected":false},"author":0,"featured_media":63875,"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\/63903"}],"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=63903"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/63903\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/63875"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=63903"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=63903"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=63903"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=63903"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}