{"id":36169,"date":"2022-07-30T22:31:14","date_gmt":"2022-07-30T14:31:14","guid":{"rendered":"https:\/\/swarma.org\/?p=36169"},"modified":"2022-07-30T22:31:14","modified_gmt":"2022-07-30T14:31:14","slug":"%e5%9f%ba%e4%ba%8e%e4%bf%a1%e6%81%af%e7%93%b6%e9%a2%88%e7%90%86%e8%ae%ba%e7%9a%84%e5%9b%a0%e6%9e%9c%e5%ae%8f%e5%8f%98%e9%87%8f%e7%bc%96%e7%a0%81%e4%b8%a8%e5%91%a8%e6%97%a5%e7%9b%b4%e6%92%ad%c2%b7","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=36169","title":{"rendered":"\u57fa\u4e8e\u4fe1\u606f\u74f6\u9888\u7406\u8bba\u7684\u56e0\u679c\u5b8f\u53d8\u91cf\u7f16\u7801\u4e28\u5468\u65e5\u76f4\u64ad\u00b7\u56e0\u679c\u6d8c\u73b0\u8bfb\u4e66\u4f1a"},"content":{"rendered":"
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\u672c\u6b21\u5206\u4eab\u662f\u8bba\u6587\u300aEncoding Causal Macrovariables\u300b\u7684\u89e3\u8bfb\u3002\u672c\u6b21\u5206\u4eab\u6709\u4e24\u4e2a\u91cd\u70b9\uff1a\u4fe1\u606f\u74f6\u9888\u7406\u8bba\u4e0e\u56e0\u679c\u5b8f\u89c2\u53d8\u91cf\u7f16\u7801\u3002\u4fe1\u606f\u74f6\u9888\u7406\u8bba\u4e3b\u8981\u57fa\u4e8e\u4fe1\u606f\u8bba\u4e2d\u4e92\u4fe1\u606f\u7b49\u6570\u5b66\u5de5\u5177\uff0c\u65e8\u5728\u6253\u5f00\u6df1\u5ea6\u5b66\u4e60\u7684\u9ed1\u7bb1\u3002\u6587\u7ae0\u57fa\u4e8e\u4fe1\u606f\u74f6\u9888\u7406\u8bba\u63d0\u51fa\u4e86\u542f\u53d1\u5f0f\u6a21\u578b\uff1a\u201c\u56e0\u679c\u81ea\u7f16\u7801\u5668\u201d\uff0c\u65e8\u5728\u81ea\u52a8\u4ece\u6570\u636e\u96c6\u4e2d\u6316\u6398\u5177\u6709\u56e0\u679c\u5173\u7cfb\u7684\u56e0\u679c\u5b8f\u89c2\u53d8\u91cf\u3002\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u901a\u8fc7\u589e\u566a\u6a21\u578b\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63a2\u5bfb\u5b8f\u89c2\u56e0\u679c\u53d8\u91cf\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\u3002<\/strong><\/strong><\/p>\n


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1. \u4fe1\u606f\u74f6\u9888\u7406\u8bba\uff1a<\/span>\u6253\u5f00\u6df1\u5ea6\u5b66\u4e60\u7684\u9ed1\u7bb1[1]<\/span><\/section>\n
\u5c06\u4f1a\u4ece\u4e92\u4fe1\u606f\u7684\u201c\u6570\u636e\u5904\u7406\u4e0d\u7b49\u5f0f\u201d\u6027\u8d28\u5207\u5165\uff0c\u5f15\u5165\u5145\u5206\u7edf\u8ba1\u91cf\u4e0e\u6700\u5c0f\u5145\u5206\u7edf\u8ba1\u91cf\u7684\u6982\u5ff5\uff0c\u6765\u8868\u8fbe\u6570\u636e\u7684\u201c\u6700\u4f18\u8868\u8fbe\/\u538b\u7f29\u201d\u3002\u800c\u8fd9\u5bf9\u4e8e\u201c\u6700\u4f18\u8868\u8fbe\/\u538b\u7f29\u201d\u7684\u6c42\u89e3\u8fc7\u7a0b\uff0c\u5373\u662f\u201c\u4fe1\u606f\u74f6\u9888\u201d\u7684\u6846\u67b6\u3002\u901a\u8fc7\u8fd9\u4e00\u6846\u67b6\uff0c\u6211\u4eec\u53ef\u4ee5\u5c06\u795e\u7ecf\u7f51\u7edc\u7684\u9010\u5c42\u89c6\u4f5c\u9a6c\u5c14\u79d1\u592b\u94fe\uff0c\u5e76\u7528\u201c\u4fe1\u606f\u74f6\u9888\u201d\u7406\u8bba\u5206\u6790\u5176\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/span><\/section>\n
2. \u56e0\u679c\u5b8f\u89c2\u53d8\u91cf\u7f16\u7801[2]<\/span><\/section>\n

\u4ece\u9ad8\u7ef4\u6570\u636e\u96c6\u4e2d\u6316\u6398\u5177\u6709\u56e0\u679c\u5173\u7cfb\u7684\u5b8f\u89c2\u53d8\u91cf\uff0c\u7b49\u4ef7\u4e8e\u5b66\u4e60\u53cc\u65b9\u7684\u201c\u4fe1\u606f\u74f6\u9888\u201d\u3002\u901a\u8fc7\u5de7\u5999\u8bbe\u8ba1\u7f51\u7edc\uff0c\u6211\u4eec\u53ef\u4ee5\u540c\u65f6\u5b66\u4e60\u5b8f\u89c2\u53d8\u91cf\u7684\u7f16\u7801\u4ee5\u53ca\u9690\u85cf\u7684\u56e0\u679c\u5173\u7cfb\u3002<\/span><\/p>\n

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\u65b9\u69af\u6977<\/span><\/strong>\uff0c\u7f8e\u56fd\u72b9\u4ed6\u5927\u5b66\u8ba1\u7b97\u673a\u535a\u58eb\u751f\u7b2c\u4e09\u5e74\u5728\u8bfb\uff0c\u672c\u79d1\u4e8e\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66\u5c11\u5e74\u73ed\u5b66\u9662\u53d6\u5f97\u8ba1\u7b97\u673a\u4e0e\u7edf\u8ba1\u5b66\u53cc\u5b66\u4f4d\u3002\u4ed6\u7684\u4e3b\u8981\u7814\u7a76\u6d89\u53ca\u8d1d\u53f6\u65af\u673a\u5668\u5b66\u4e60\u3001\u5f20\u91cf\u5206\u89e3\u4e0e\u6570\u636e\u6316\u6398\u7b49\u9886\u57df\uff0c\u5df2\u5728ICML,UAI,ICDM,CIKM\u7b49\u4eba\u5de5\u667a\u80fd\u9876\u7ea7\u4f1a\u8bae\u4e0a\u6709\u53d1\u8868\u591a\u7bc7\u7814\u7a76\u8bba\u6587\uff0c\u5e76\u53d7\u9080\u5728\u8bf8\u591a\u673a\u5668\u5b66\u4e60\u4e0e\u6570\u636e\u6316\u6398\u9886\u57df\u7684\u4f1a\u8bae\u4e0e\u671f\u520a\u4e2d\u62c5\u4efb\u5ba1\u7a3f\u5de5\u4f5c\u3002<\/span><\/p>\n

\u53c2\u8003\u6587\u732e<\/span><\/strong><\/span><\/h2>\n
[1] Hltgen, B. . “Encoding Causal Macrovariables.” arXiv e-prints (2021).<\/span><\/section>\n
[2] Shwartz-Ziv, R. , and  N. Tishby . “Opening the Black Box of Deep Neural Networks via Information.” (2017).<\/span><\/section>\n

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