{"id":2968,"date":"2018-02-24T01:00:00","date_gmt":"2018-02-23T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-07T09:37:13","modified_gmt":"2018-12-07T01:37:13","slug":"%e5%bd%a9%e4%ba%91iclr-2018%e9%a1%b6%e4%bc%9a%e8%ae%ba%e6%96%87%e5%b8%a6%e4%bd%a0%e8%bf%9b%e5%85%a5%e7%bb%84%e5%90%88%e5%bc%8f%e7%a5%9e%e7%bb%8f%e7%bc%96%e7%a8%8b%e7%9a%84%e4%b8%96","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=2968","title":{"rendered":"\u5f69\u4e91ICLR 2018\u9876\u4f1a\u8bba\u6587\u5e26\u4f60\u8fdb\u5165\u201c\u7ec4\u5408\u5f0f\u795e\u7ecf\u7f16\u7a0b\u201d\u7684\u4e16\u754c"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\" >\n<div class=\"post-image\"><img class=\"\"      style=\"box-shadow: none;width: 90%;height: auto !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma4-1534231571.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/div>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<\/section>\n<p><br  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"quote\">\n<section  style=\"background-color:#f7f7f7;\">\n<section style=\"float: left;opacity: 0.5;transform: translate(-15px, -15px);width: 30px;height: 30px;background-color: rgb(123, 12, 0);\" ><\/section>\n<p style=\"padding:30px;font-size:14px;color:#4f4f4f;\" mpa-is-content=\"t\">\u5927\u5bb6\u597d\uff0c\u5e74\u524d\u5f69\u4e91\u79d1\u6280\u5c31\u7206\u51fa\u91cd\u78c5\u6d88\u606f\uff0c<strong>\u8096\u8fbe\u3001\u5ed6\u82e5\u96e8\u548c\u8881\u884c\u8fdc<\/strong>\u7684\u8bba\u6587\u300aImproving the Universality and Learnability of Neural Programmer-Interpreters with Combinator Abstraction\u300b\u88ab\u56fd\u9645\u9876\u7ea7\u5b66\u672f\u4f1a\u8baeICLR2018\u63a5\u53d7\u3002\u5c0f\u7f16\u82e6\u82e6\u7814\u8bfb\u4e86\u4e00\u4e2a\u6625\u8282\u5047\u671f\u7ec8\u4e8e\u641e\u660e\u767d\u8fd9\u7bc7\u8bba\u6587\u539f\u6765\u662f\u5c06\u795e\u7ecf\u7f51\u7edc\u7684\u6cdb\u5316\u80fd\u529b\u4e0e\u7ecf\u5178AI\u7684\u7ec4\u5408\u3001\u63a8\u7406\u80fd\u529b\u7ed3\u5408\u5230\u4e86\u4e00\u8d77\uff0c\u53ef\u4ee5\u7528\u4e8e\u89e3\u51b3\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u7684\u4e00\u7cfb\u5217\u95ee\u9898\uff0c\u5e76\u6709\u671b\u5728\u653b\u514b\u56fe\u7075\u6d4b\u8bd5\u7684\u9053\u8def\u4e0a\u8fc8\u8fdb\u4e00\u6b65\u3002\u4e8e\u662f\uff0c<strong>\u5c0f\u7f16\u8d76\u7d27\u4ece\u8096\u8001\u5e08\u90a3\u91cc\u6dd8\u6765\u4e86\u5173\u4e8e\u8bba\u6587\u6784\u601d\u7684\u7b2c\u4e00\u624b\u6750\u6599\uff0c\u4ee5\u53ca\u8096\u8fbe\u8001\u5e08\u4eb2\u81ea\u64b0\u5199\u7684\u79d1\u666e\u89e3\u8bfb\uff0c\u4ee5\u53ca\u5bf9\u4ed6\u7684\u72ec\u5bb6\u4e13\u8bbf\uff0c\u4eca\u5929\u4e00\u5e76\u5949\u732e\u7ed9\u5927\u5bb6\u3002<\/strong><\/p>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section>\n<section style=\"border-width: 0px;border-style: initial;border-color: rgb(123, 12, 0);padding: 0px;margin: 0px auto;text-align: center;white-space: normal;\">\n<section style=\"display: inline-block;margin: 0px auto;text-align: left;border-width: 3px;border-style: solid;border-color: rgb(123, 12, 0);color: rgb(255, 255, 255);\">\n<section style=\"display: inline-block;margin: 0px 5px;width: 5px;height: 5px;background-color: rgb(123, 12, 0);border-radius: 50%;vertical-align: middle;\"><\/section>\n<section style=\"display: inline-block;padding: 0px;line-height: 40px;color: rgb(123, 12, 0);margin-top: 0px;vertical-align: middle;\">\n<p style=\"border-width: 0px;border-style: initial;border-color: rgb(123, 12, 0);padding: 0px;margin: 0px;\" mpa-is-content=\"t\"><strong>\u524d\u8a00<\/strong><\/p>\n<\/section>\n<section style=\"display: inline-block;margin: 0px 5px;width: 5px;height: 5px;background-color: rgb(123, 12, 0);border-radius: 50%;vertical-align: middle;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"title\" style=\"white-space: normal;\">\n<section  style=\"margin-top: 20px;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">\u4ec0\u4e48\u662f\u795e\u7ecf\u7f16\u7a0b<span style=\"border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p mpa-paragraph-type=\"body\" style=\"margin-top: 5px;margin-bottom: 5px;letter-spacing: 0px;white-space: normal;font-size: 15px;line-height: 1.75;\">\u795e\u7ecf\u7f16\u7a0b\uff08Neural Programming\uff0c\u7b80\u79f0NP\uff09\uff0c\u987e\u540d\u601d\u4e49\uff0c\u5c31\u662f\u5229\u7528\u795e\u7ecf\u7f51\u7edc\u6765\u5199\u7a0b\u5e8f\u3002\u6211\u4eec\u90fd\u77e5\u9053\uff0c\u795e\u7ecf\u7f51\u7edc\u64c5\u957f\u7684\u662f\u6a21\u5f0f\u8bc6\u522b\u548c\u9884\u6d4b\uff0c\u5e76\u4e0d\u64c5\u957f\u5199\u7a0b\u5e8f\u8fd9\u6837\u7684\u903b\u8f91\u6027\u5f88\u5f3a\u7684\u4efb\u52a1\u3002\u6240\u4ee5\uff0c\u7531\u6b64\u53ef\u77e5\u8fd9\u4e2a\u4efb\u52a1\u7684\u96be\u5ea6\u975e\u540c\u5c0f\u53ef\u3002<strong>\u6211\u4eec\u9700\u8981\u5c06\u795e\u7ecf\u7f51\u7edc\u7684\u6cdb\u5316\u80fd\u529b\u4f18\u52bf\u4e0e\u4f20\u7edfAI\u7684\u903b\u8f91\u63a8\u7406\u80fd\u529b\u5de7\u5999\u5730\u7ed3\u5408\u8d77\u6765\u624d\u80fd\u5b9e\u73b0\u6211\u4eec\u7684\u9884\u671f\u3002<\/strong>\u4f46\u662f\uff0c\u4e00\u65e6\u6211\u4eec\u9020\u51fa\u9760\u8c31\u7684\u795e\u7ecf\u7f16\u7a0b\u673a\u5668\uff0c\u5b83\u5c31\u6709\u53ef\u80fd\u517c\u5177\u5f62\u8c61\u601d\u7ef4\u548c\u9ad8\u7ea7\u7684\u903b\u8f91\u63a8\u7406\u80fd\u529b\uff0c\u8fd9\u6709\u52a9\u4e8e\u6211\u4eec\u89e3\u51b3\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u7684\u4e00\u7cfb\u5217\u9ad8\u96be\u5ea6\u4efb\u52a1\uff0c\u5982\u9605\u8bfb\u7406\u89e3\u3001\u673a\u5668\u7ffb\u8bd1\u3001\u4eba\u673a\u5bf9\u8bdd\u7b49\uff0c\u751a\u81f3\u6709\u53ef\u80fd\u7a81\u7834\u56fe\u7075\u6d4b\u8bd5\u96be\u9898\u3002<\/p>\n<p><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">\u4ec0\u4e48\u662f\u7ec4\u5408\u5b50<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p mpa-paragraph-type=\"body\" style=\"margin-top: 5px;margin-bottom: 5px;letter-spacing: 0px;white-space: normal;font-size: 15px;line-height: 1.75;\"><span style=\"font-size: 15px;\">\u7ec4\u5408\u5b50\uff08combinator\uff09\uff0c\u4e5f\u5c31\u662f\u51fd\u6570\u7684\u51fd\u6570\u3002\u6211\u4eec\u90fd\u5199\u8fc7\u8ba1\u7b97\u673a\u7a0b\u5e8f\uff0c\u51fd\u6570\u6216\u8005\u5b50\u8fc7\u7a0b\u53ef\u4ee5\u5c01\u88c5\u4e00\u90e8\u5206\u529f\u80fd\u3002\u90a3\u4e48\u51fd\u6570\u7684\u51fd\u6570\u5c31\u662f\u5c06\u51fd\u6570\u7684\u6307\u9488\u4f5c\u4e3a\u53c2\u6570\u4f20\u7ed9\u53e6\u4e00\u4e2a\u51fd\u6570\u5b9e\u73b0\u7684\u3002\u4f8b\u5982\uff0cy=x^2\u662f\u4e00\u4e2a\u51fd\u6570\uff0c\u6c42\u5bfcDerivative\u5c31\u662f\u4e00\u4e2a\u51fd\u6570\u7684\u51fd\u6570\uff0c\u6211\u4eec\u5c06y=x^2\u8fd9\u4e2a\u51fd\u6570\u7684\u6307\u9488\u4f20\u9012\u7ed9Derivative\uff0c\u5c31\u53ef\u4ee5\u5f97\u5230\u8fd9\u4e2a\u51fd\u6570\u7684\u5bfc\u65702x\u4e86\u3002\u5c06\u8fd9\u79cd\u7ec4\u5408\u5b50\u4f5c\u4e3a\u6211\u4eec\u64cd\u4f5c\u7684\u57fa\u672c\u5355\u5143\uff0c\u5c31\u53ef\u4ee5\u5b9e\u73b0\u529f\u80fd\u5f3a\u5927\u7684\u8ba1\u7b97\u3002<br  \/><\/span><\/p>\n<p><br  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"title\">\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">\u5173\u4e8eICLR<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">ICLR\uff0c\u5168\u79f0\u4e3a\u300cInternational Conference on Learning Representations\u300d\uff08\u56fd\u9645\u5b66\u4e60\u8868\u5f81\u4f1a\u8bae\uff09\uff0c2013 \u5e74\u624d\u7531Yoshua Bengio\u548cYann LeCun\u7275\u5934\u521b\u529e\u3002<strong>\u8fd9\u4e2a\u4e00\u5e74\u4e00\u5ea6\u7684\u4f1a\u8bae\u867d\u7136\u4eca\u5e74\u624d\u529e\u5230\u7b2c\u4e94\u5c4a\uff0c\u4f46\u5df2\u7ecf\u88ab\u5b66\u672f\u7814\u7a76\u8005\u4eec\u5e7f\u6cdb\u8ba4\u53ef\uff0c\u88ab\u8ba4\u4e3a\u300c\u6df1\u5ea6\u5b66\u4e60\u7684\u9876\u7ea7\u4f1a\u8bae\u300d\u3002<\/strong><span style=\"letter-spacing: 0px;\">ICLR \u4e0d\u540c\u4e8e\u5176\u5b83\u56fd\u9645\u4f1a\u8bae\uff0c\u5b83\u63a8\u884c\u4e86 Open Review \u8bc4\u5ba1\u5236\u5ea6\uff0c\u8bba\u6587\u8d28\u91cf\u666e\u904d\u5f88\u9ad8\uff0c\u5f55\u7528\u7387\u4ec530%\u591a\uff0c\u88ab\u79f0\u4e3a\u6df1\u5ea6\u5b66\u4e60\u754c\u7684\u65e0\u5195\u4e4b\u738b\u3002<\/span><\/p>\n<p><br  \/><\/p>\n<p><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section>\n<section style=\"border-width: 0px;border-style: initial;border-color: rgb(123, 12, 0);padding: 0px;margin: 0px auto;text-align: center;white-space: normal;\">\n<section style=\"display: inline-block;margin: 0px auto;text-align: left;border-width: 3px;border-style: solid;border-color: rgb(123, 12, 0);color: rgb(255, 255, 255);\">\n<section style=\"display: inline-block;margin: 0px 5px;width: 5px;height: 5px;background-color: rgb(123, 12, 0);border-radius: 50%;vertical-align: middle;\"><\/section>\n<section style=\"display: inline-block;padding: 0px;line-height: 40px;color: rgb(123, 12, 0);margin-top: 0px;vertical-align: middle;font-size: 14px;\">\n<p style=\"border-width: 0px;border-style: initial;border-color: rgb(123, 12, 0);padding: 0px;margin: 0px;\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 16px;\" mpa-is-content=\"t\">\u8bba\u6587\u4ecb\u7ecd<\/span><\/strong><\/p>\n<\/section>\n<section style=\"display: inline-block;margin: 0px 5px;width: 5px;height: 5px;background-color: rgb(123, 12, 0);border-radius: 50%;vertical-align: middle;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><strong style=\"font-size: 15px;text-align: center;white-space: normal;\"><span style=\"color: rgb(123, 12, 0);\">\u201c\u7ec4\u5408\u5f0f\u795e\u7ecf\u7f16\u7a0b\u89e3\u91ca\u5668\u201d\u7b80\u4ecb<\/span><\/strong><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">&nbsp;&nbsp;<strong>\u4e3a\u4ec0\u4e48\u795e\u7ecf\u7f16\u7a0b\u8fd1\u5e74\u6765\u4f1a\u6210\u4e3a\u5b66\u754c\u7814\u7a76\u7684\u4e00\u4e2a\u70ed\u70b9\u5462\uff1f<\/strong>\u5176\u5b9e\u7814\u7a76\u795e\u7ecf\u7f16\u7a0b\u7684\u6700\u5927\u610f\u4e49\u5e76\u4e0d\u662f\u771f\u7684\u641e\u51fa\u4e2aAI programmer\u4ee3\u66ff\u4eba\u7c7b\u7a0b\u5e8f\u5458\u3002\u6211\u4eec\u77e5\u9053\uff0c\u73b0\u5728\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5728\u89c6\u89c9\u8bc6\u522b\u3001\u8bed\u97f3\u8bc6\u522b\u7b49\u4f4e\u7ea7\u611f\u77e5\u4efb\u52a1\u4e0a\u7684\u5df2\u7ecf\u8d85\u8fc7\u4eba\u7c7b\uff0c\u4f46\u5728\u903b\u8f91\u63a8\u7406\u3001\u89c4\u5212\u3001\u641c\u7d22\u3001\u8bed\u8a00\u7406\u89e3\u7b49\u9700\u8981\u201c\u9ad8\u7ea7\u8ba4\u77e5\u201d\u80fd\u529b\u7684\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u5374\u8fdc\u6ca1\u6709\u4ee4\u4eba\u6ee1\u610f\u3002\u800c\u6211\u4eec\u6240\u80fd\u60f3\u5230\u7684\u6700\u5168\u9762\u548c\u96c6\u4e2d\u7684\u4f53\u73b0\u8fd9\u79cd\u9ad8\u7ea7\u8ba4\u77e5\u80fd\u529b\u7684\u6d3b\u52a8\uff0c\u53ef\u80fd\u975e\u7f16\u7a0b\u83ab\u5c5e\u4e86\u3002\u7a0b\u5e8f\u8bbe\u8ba1\u4e0d\u4ec5\u4ec5\u662f\u6211\u4eec\u719f\u6089\u7684\u5199\u4e00\u6bb5\u4ee3\u7801\u89e3\u51b3\u4e00\u4e2a\u7b97\u6cd5\u9898\uff08\u4f8b\u5982\u6392\u5e8f\uff09\uff0c\u5176\u5b9e\u5f88\u591a\u56f0\u96beAI\u95ee\u9898\u5f52\u6839\u7ed3\u5e95\u90fd\u8981\u7528\u7a0b\u5e8f\u6c42\u89e3\u3002\u6240\u4ee5\uff0c\u8ba9\u795e\u7ecf\u7f51\u7edc\u5b66\u4e60\u6784\u9020\u548c\u89e3\u91ca\u6267\u884c\u7a0b\u5e8f\u6765\u89e3\u51b3\u95ee\u9898\uff0c\u662f\u63d0\u5347\u5176\u9ad8\u7ea7\u8ba4\u77e5\u80fd\u529b\u7684\u53ef\u884c\u624b\u6bb5\u3002<strong>\u4ece\u66f4\u6280\u672f\u7684\u5c42\u9762\u8bf4\uff0c\u9ad8\u7ea7\u8ba4\u77e5\u80fd\u529b\u7684\u4e00\u4e2a\u6838\u5fc3\uff0c\u662f\u62bd\u8c61\u548c\u7ec4\u5408\u80fd\u529b\u3002\u6211\u4eec\u60f3\u8ba9\u673a\u5668\u5177\u6709\u62bd\u8c61\u601d\u8003\u548c\u4e3e\u4e00\u53cd\u4e09\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5c31\u8981\u628a\u5408\u9002\u7684\u62bd\u8c61\u673a\u5236\u5f15\u5165\u6a21\u578b\u4e2d\u3002<\/strong>\u8fd9\u4e9b\u62bd\u8c61\u673a\u5236\u54ea\u91cc\u6765\u5462\uff1f\u8ba1\u7b97\u673a\u79d1\u5b66\u7684\u5148\u8f88\u4eec\u5df2\u7ecf\u7ed9\u6211\u4eec\u51c6\u5907\u597d\u4e86\u4e00\u4e2a\u5927\u5b9d\u85cf\uff0c\u5c31\u662f\u7a0b\u5e8f\u8bbe\u8ba1\u8bed\u8a00\u7684\u5404\u79cd\u62bd\u8c61\u673a\u5236\u53ca\u5176\u5728\u7f16\u8bd1\u5668\/\u89e3\u91ca\u5668\u4e2d\u7684\u5b9e\u73b0\u65b9\u5f0f\u3002\u8fd9\u91cc\u7684\u7a0b\u5e8f\u8bbe\u8ba1\u8bed\u8a00\u4e0d\u4ec5\u9650\u4e8e\u5927\u5bb6\u719f\u6089\u7684\u547d\u4ee4\u5f0f\u7f16\u7a0b\u8bed\u8a00\uff08\u5982C\/C++\uff0cJava\uff09\uff0c\u8fd8\u5305\u62ec\u51fd\u6570\u5f0f\u7f16\u7a0b\u8bed\u8a00\uff08\u5982Lisp\u3001Haskell\uff09\u548c\u58f0\u660e\u5f0f\u7f16\u7a0b\u8bed\u8a00\uff08\u5982Prolog\uff09\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u8a00\u5f52\u6b63\u4f20\uff0c\u4e0b\u9762\u4ecb\u7ecd\u6211\u4eec\u7684\u8fd9\u7bc7\u8bba\u6587\u3002<\/strong><\/p>\n<div class=\"post-image\"><img class=\"\"       style=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534231571.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/div>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"title\">\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">\u620f\u8bf4\u7248<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u65f6\u7a7a\u8f6e\u8f6c\uff0c\u4e00\u4e2a\u53ebAgent\u7684\u540c\u5b66\uff0c\u6765\u5230\u4e86\u4e00\u4e2a\u9700\u8981\u4e0d\u65ad\u6253\u602a\u5347\u7ea7\u7684\u964c\u751f\u4e16\u754c\u3002\u7eaf\u5c0f\u767d\u7684\u4ed6\u8981\u4ece\u5934\u5f00\u59cb\u5b66\u4e60\u5404\u79cd\u6218\u6597\u6280\u80fd\u3002\u597d\u5728A\u540c\u5b66\u6709\u5b66\u9738\u6f5c\u8d28\uff0c\u5584\u4e8e\u5b66\u4e60\u548c\u601d\u8003\uff0c\u6709\u609f\u6027\u3002\u8eab\u65e0\u5206\u6587\u7684A\u540c\u5b66\uff0c\u552f\u4e00\u7684\u521d\u59cb\u88c5\u5907\u662f\u4e00\u4e2a\u7a7a\u7684\u6280\u80fd\u5361\u69fd\u3002\u5361\u69fd\u80cc\u9762\u5199\u7740\u7b80\u5355\u7684\u884c\u52a8\u89c4\u5219\uff1a\u6bcfget\u5230\u4e00\u4e2a\u65b0\u6280\u80fd\uff0c\u5c31\u628a\u5199\u6709\u6280\u80fd\u540d\u79f0\u548c\u63cf\u8ff0\uff08\u4f8b\u5982\uff0c\u4e00\u6280\u80fd\uff1a[\u4e3e\u76fe\u3001\u524d\u51b2\u3001\u780d\u4e00\u5251]\uff09\u7684\u6280\u80fd\u5361\u653e\u5230\u6280\u80fd\u5361\u69fd\u91cc\uff0c\u4ee5\u5907\u9700\u8981\u65f6\u53d6\u51fa\u65bd\u5c55\u3002\u6bcf\u6b21\u884c\u52a8\u524d\uff0c\u5148\u6839\u636e\u5f53\u524d\u60c5\u51b5\uff0c\u4ece\u5361\u69fd\u91cc\u53d6\u51fa\u4e00\u5f20\u6280\u80fd\u5361\u3002\u6bcf\u505a\u5b8c\u4e00\u4e2a\u52a8\u4f5c\uff0c\u5c31\u6839\u636e\u8840\u91cf\u3001\u6280\u80fd\u6062\u590d\u8fdb\u5ea6\u7b49\u81ea\u8eab\u72b6\u6001\uff0c\u5468\u56f4\u7684\u654c\u6211\u60c5\u51b5\u548c\u5f53\u65f6\u624b\u91cc\u62ff\u7684\u6280\u80fd\u5361\uff0c\u51b3\u5b9a\u4e0b\u4e00\u4e2a\u52a8\u4f5c\uff0c\u5e76\u66f4\u65b0\u81ea\u8eab\u72b6\u6001\u3002\u4e0b\u4e00\u4e2a\u52a8\u4f5c\u505a\u5b8c\u540e\uff0c\u518d\u6839\u636e\u65b0\u7684\u5468\u56f4\u60c5\u51b5\u548c\u72b6\u6001\uff0c\u91cd\u590d\u8fd9\u4e2a\u8fc7\u7a0b\uff0c\u76f4\u5230\u628a\u5f53\u524d\u6280\u80fd\u6253\u5b8c\u3002\u600e\u4e48get\u65b0\u6280\u80fd\u5462\uff1f\u6709\u4e24\u79cd\u65b9\u5f0f\uff1a\u8db3\u591f\u5e78\u8fd0\u7684\u8bdd\uff0c\u4f1a\u9047\u5230\u4e00\u4e2a\u8001\u5e08\u624b\u628a\u624b\u4e00\u4e2a\u52a8\u4f5c\u4e00\u4e2a\u52a8\u4f5c\u7684\u6559\u5404\u4e2a\u6280\u80fd\uff0c\u5426\u5219\uff0c\u5c31\u53ea\u80fd\u76f4\u63a5\u4e0a\u6218\u573a\uff0c\u5728\u8981\u4e48\u6210\u529f\u6740\u654c\u8981\u4e48\u4e0d\u5e78\u9635\u4ea1\u7684\u4e0d\u65ad\u9524\u70bc\u4e2d\u5b66\u4e60\u6210\u957f\uff08\u597d\u5728\u53ef\u4ee5\u65e0\u9650\u590d\u6d3b\uff09\u3002<\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"white-space:normal;text-align:left;\"><img class=\"\"     style=\"box-shadow: none;width: 100%;height: auto;visibility: visible !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534231571.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">A\u540c\u5b66\u4e00\u5f00\u59cb\u7684\u5b66\u4e60\u8fdb\u5ea6\u5f88\u6162\uff0c\u5b66\u5230\u7684\u4e5f\u90fd\u662f\u4e9b\u57fa\u7840\u6280\u80fd\uff0c\u7ec3\u4e86\u5f88\u4e45\u8fd8\u5728\u9752\u94dc\u7ea7\u5f98\u5f8a\uff0c\u7ecf\u5e38\u88ab\u8650\uff0c\u53ea\u80fd\u6253\u6253\u5c0f\u602a\u3002\u76f4\u5230\u6709\u4e00\u5929\uff0c\u4ed6\u731b\u7136\u9192\u609f\uff1a\u539f\u6765\u4e00\u4e2a\u6280\u80fd\u91cc\u7684\u4e0b\u4e00\u4e2a\u52a8\u4f5c\uff0c\u9664\u4e86\u780d\u4e00\u5251\u8fd9\u79cd\u5177\u4f53\u52a8\u4f5c\uff0c\u8fd8\u53ef\u4ee5\u662f\u4e00\u4e2a\u5df2\u7ecf\u5b66\u5230\u7684\u6280\u80fd\uff01\u5982\u679c\u662f\u540e\u8005\uff0c\u5c31\u628a\u5df2\u5b66\u6280\u80fd\u7684\u5361\u7247\u4ece\u5361\u69fd\u91cc\u53d6\u51fa\uff0c\u7528\u540c\u6837\u7684\u5957\u8def\u5f00\u59cb\u6253\uff0c\u6253\u5b8c\u540e\u518d\u8fd4\u56de\u4e4b\u524d\u7684\u6280\u80fd\u63a5\u7740\u6253\uff0cperfect\u3002\u8fd9\u6837\uff0cA\u540c\u5b66\u5c31\u80fd\u628a\u6280\u80fd\u7ec4\u5408\u8d77\u6765\u53d8\u6210\u5a01\u529b\u500d\u589e\u7684\u7ec4\u5408\u6280\uff0c\u6280\u80fd\u5361\u69fd\u91cc\u591a\u4e86\u50cf[\u4e00\u6280\u80fd\u3001\u4e8c\u6280\u80fd\u3001\u5927\u62db]\u8fd9\u79cd\u65b0\u5f00\u53d1\u7684\u7ec4\u5408\u6280\u8fde\u62db\u540e\uff0c\u529f\u529b\u7a81\u98de\u731b\u8fdb\uff0c\u5927\u6740\u56db\u65b9\uff0c\u5f88\u5feb\u5347\u7ea7\u4e3a\u9ec4\u91d1\u82f1\u96c4\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u7136\u800cA\u540c\u5b66\u5e76\u672a\u5c31\u6b64\u6ee1\u8db3\uff0c\u4e3a\u4e86\u907f\u514d\u5355\u4e00\u82f1\u96c4\u88ab\u514b\u5236\uff0c\u4ed6\u5f00\u59cb\u5c1d\u8bd5\u53d8\u8eab\u6210\u5404\u79cd\u82f1\u96c4\uff0c\u5b66\u4e60\u4ed6\u4eec\u7684\u6280\u80fd\u548c\u6253\u6cd5\u3002\u968f\u7740\u8981\u638c\u63e1\u7684\u666e\u901a\u6280\u80fd\u548c\u7ec4\u5408\u6280\u80fd\u8d8a\u6765\u8d8a\u591a\uff0c\u6280\u80fd\u5361\u69fd\u8d8a\u63d2\u8d8a\u6ee1\uff0cA\u540c\u5b66\u5bf9\u5b66\u4e60\u65b0\u7684\u7ec4\u5408\u6280\u6e10\u611f\u529b\u4e0d\u4ece\u5fc3\uff0c\u4e5f\u7ecf\u5e38\u72d7\u718a\u63b0\u82de\u7c73\u4f3c\u7684\u5b66\u4e86\u65b0\u7684\u5fd8\u4e86\u65e7\u7684\u3002\u5347\u7ea7\u8fdb\u5165\u74f6\u9888\u671f\u3002\u76f4\u5230\u6709\u4e00\u5929\uff0c\u4e5f\u8bb8\u662f\u4ed6\u7684\u4e0d\u65ad\u52aa\u529b\u63a2\u7d22\u5f97\u5230\u4e86\u4e0a\u5929\u7684\u7737\u987e\uff0cA\u540c\u5b66\u518d\u6b21\u987f\u609f\uff1a\u770b\u4f3c\u4e94\u82b1\u516b\u95e8\u7684\u5404\u79cd\u7ec4\u5408\u6280\uff0c\u5982\u679c\u5ffd\u7565\u88ab\u7ec4\u5408\u7684\u5177\u4f53\u6280\u80fd\uff0c\u7ec4\u5408\u7684\u65b9\u6cd5\u672c\u8eab\u4e0d\u4e5f\u662f\u4e00\u79cd\u6280\u80fd\u5417\uff1f\uff01\u800c\u4e14\u7ec4\u5408\u6280\u867d\u591a\uff0c\u5176\u80cc\u540e\u7684\u7ec4\u5408\u65b9\u6cd5\u597d\u50cf\u5c31\u53ea\u6709\u90a3\u4e48\u51e0\u79cd\uff01\u987f\u609f\u540e\uff0cA\u540c\u5b66\u5b66\u4e60\u6548\u7387\u5927\u589e\uff0c\u4f8b\u5982\uff0c\u4ece\u82f1\u96c4\u7532\u7684\u201c\u4e00\u4e8c\u5927\u201d\u4e09\u8fde\u548c\u82f1\u96c4\u4e59\u7684\u201c\u4e8c\u4e09\u5927\u201d\u4e09\u8fde\u603b\u7ed3\u51fa\u201c\u4e09\u8fde\u201d\u8fd9\u4e2a\u201c\u5143\u6280\u80fd\u201d\u540e\uff0c\u4ed6\u77ac\u95f4\u5b66\u4f1a\u4e86\u5176\u4ed6\u82f1\u96c4\u7684\u5404\u79cd\u4e09\u8fde\u3002\u4ec5\u4ec5\u638c\u63e1\u4e86\u51e0\u79cd\u5143\u6280\u80fd\u540e\uff0cA\u540c\u5b66\u5c31\u8f7b\u677e\u7cbe\u719f\u4e86\u5404\u8def\u82f1\u96c4\u7684\u6253\u6cd5\uff0c\u7ec8\u4e8e\u6210\u4e3a\u65e0\u654c\u5bc2\u5bde\u7684\u738b\u8005\u3002<\/p>\n<section class=\"mpa-template\"   >\n<section  class=\"\"  style=\"margin: 0px;padding: 0px;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;white-space: normal;widows: 1;background-color: rgb(255, 255, 255);\">\n<section style=\"margin: 0px;padding: 0px;\">\n<section class=\"\"  style=\"margin: 0px;padding: 0px;\">\n<section class=\"\" style=\"margin: 10px 0px;padding: 0px;\">\n<section class=\"\" style=\"margin: 0px;padding: 10px;display: inline-block;width: 670px;border-width: 1px;border-style: solid;border-color: rgb(192, 200, 209);background-color: rgb(239, 239, 239);\">\n<section class=\"\"  style=\"margin: 0px;padding: 0px;\">\n<section class=\"\" style=\"margin: 0px;padding: 0px;\">\n<section class=\"\" style=\"margin: 0px;padding: 0px;\">\n<section style=\"margin: 0px;padding: 0px;\"><span style=\"margin: 0px;padding: 0px;font-size: 12px;\"><\/p>\n<p mpa-is-content=\"t\"><span style=\"font-size: 15px;\" mpa-is-content=\"t\">\u672f\u8bed\u5bf9\u7167\u8868\uff1a\u52a8\u4f5c = primitive action\uff0c\u6280\u80fd = policy \/ program \/procedure\uff0c\u7ec4\u5408\u6280 = compound procedure\uff0c\u6280\u80fd\u540d\u79f0 = program key\uff0c\u6280\u80fd\u63cf\u8ff0 = program embedding\uff0c\u6280\u80fd\u5361\u69fd = program memory\uff0c\u81ea\u8eab\u72b6\u6001 = hidden state\uff0c\u5468\u56f4\u60c5\u51b5 = environment input\uff0c\u624b\u628a\u624b\u6559 = supervised learning\uff0c\u6218\u6597\u4e2d\u5b66\u4e60 = reinforcement learning\uff0c\u9752\u94dc\u82f1\u96c4 = plain RL agent\uff0c\u9ec4\u91d1\u82f1\u96c4 = hierarchical RL agent \/ NPI\uff0c\u738b\u8005\u82f1\u96c4 = CNPI\uff0c\u5143\u6280\u80fd = combinator<\/span><\/p>\n<p><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"title\">\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">\u6b63\u7ecf\u7248<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u672c\u6587\u5de5\u4f5c\u7684\u57fa\u7840\u662f\u795e\u7ecf\u7f16\u7a0b\u89e3\u91ca\u5668\uff08NPI\uff0cNeural Programming Interpretor\uff0c\u5373A\u540c\u5b66\u7684\u7b2c\u4e00\u6b21\u987f\u609f\uff09\uff0c\u76f8\u6bd4\u4e4b\u524d\u7684\u795e\u7ecf\u7f16\u7a0b\u6a21\u578b\uff0cNPI\u7684\u6700\u5927\u4eae\u70b9\u662f\u6709\u4e2aprogram memory\u6765\u5b58\u50a8\u5df2\u7ecf\u5b66\u5230\u7684\u5b50\u8fc7\u7a0b\uff0c\u89e3\u91ca\u6267\u884c\u7a0b\u5e8f\u65f6\u53ef\u4ee5\u8c03\u7528program memory\u4e2d\u7684\u5b50\u8fc7\u7a0b\uff0c\u56e0\u6b64NPI\u53ef\u4ee5\u5728\u5df2\u5b66\u5230\u5b50\u8fc7\u7a0b\u7684\u57fa\u7840\u4e0a\u5b66\u4e60\u65b0\u7a0b\u5e8f\uff0c\u800c\u4e0d\u5fc5\u4ece\u5934\u5b66\u8d77\uff0c\u4ece\u800c\u4f7f\u5f97\u7528\u4e00\u4e2a\u6838\u5fc3\u63a7\u5236\u5668\uff08core controller\uff09\u6301\u7eed\u4e0d\u65ad\u7684\u5b66\u4e60\u4ece\u7b80\u5355\u5230\u590d\u6742\u7684\u7a0b\u5e8f\u6210\u4e3a\u53ef\u80fd\u3002<strong>\u5b9e\u9645\u4e0a\uff0cNPI\u5f15\u5165\u4e86\u7a0b\u5e8f\u8bbe\u8ba1\u4e2d\u4e00\u79cd\u975e\u5e38\u57fa\u672c\u548c\u5e38\u7528\u7684\u62bd\u8c61\u548c\u7ec4\u5408\u673a\u5236\u2014\u2014\u5b9a\u4e49\u5b50\u8fc7\u7a0b\u5e76\u7528\u5b50\u8fc7\u7a0b\u7684\u5d4c\u5957\u8c03\u7528\u5b9e\u73b0\u590d\u6742\u529f\u80fd\uff0c\u5373\u8fc7\u7a0b\u62bd\u8c61\u3002<\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u4f46NPI\u4e5f\u5b58\u5728\u4e00\u4e9b\u91cd\u8981\u7f3a\u9677\u3002\u9996\u5148\uff0c\u7531\u4e8eNPI\u4f9d\u8d56\u4e00\u4e2a\u5355\u72ec\u7684\u6838\u5fc3\u63a7\u5236\u5668\u53bb\u5b66\u4e60\u89e3\u91ca\u6267\u884c\u6240\u6709\u7684\u7a0b\u5e8f\uff0c\u968f\u7740program memory\u4e2d\u5b66\u5230\u7684\u5b50\u8fc7\u7a0b\u8d8a\u6765\u8d8a\u591a\uff0c\u5b66\u4e60\u65b0\u7a0b\u5e8f\u7684\u96be\u5ea6\u4e5f\u8d8a\u6765\u8d8a\u5927\u3002\u5176\u6b21\uff0c\u5f88\u591a\u7a0b\u5e8f\u867d\u7136\u8868\u9762\u4e0d\u540c\uff0c\u4f46\u5176\u5b9e\u6709\u76f8\u4f3c\u6216\u76f8\u540c\u7684\u7ed3\u6784\uff08\u89c1\u4e0b\u56fe\u53f3\u534a\u90e8\u5206\u5341\u8fdb\u5236\u52a0\u6cd5\u548c\u5192\u6ce1\u6392\u5e8f\u7a0b\u5e8f\uff09\uff0c\u800cNPI\u628a\u5b83\u4eec\u90fd\u5f53\u6210\u5b8c\u5168\u4e0d\u540c\u7684\u7a0b\u5e8f\u82b1\u540c\u6837\u7684\u529b\u6c14\u53bb\u5b66\uff0c\u6ca1\u6709\u5229\u7528\u5b83\u4eec\u7684\u76f8\u4f3c\u6027\u63d0\u9ad8\u5b66\u4e60\u6548\u7387\u3002<strong>\u8fd9\u4e9b\u95ee\u9898\u5bfc\u81f4NPI\u867d\u7136\u76ee\u6807\u662f\u6a21\u62df\u901a\u7528\u56fe\u7075\u673a\uff0c\u4f46\u65e0\u8bba\u5728\u7406\u8bba\u4e0a\u8fd8\u662f\u5b9e\u9a8c\u4e2d\u90fd\u65e0\u6cd5\u8fbe\u5230\u771f\u6b63\u7684universal\u2014\u2014\u5373\u80fd\u591f\u6b63\u786e\u89e3\u91ca\u6267\u884c\u4efb\u4f55\u7a0b\u5e8f\uff1b\u5e76\u4e14\u53ea\u80fd\u4ee5\u6709\u76d1\u7763\u7684\u65b9\u5f0f\u8bad\u7ec3\uff0c\u7528\u7a0b\u5e8f\u6267\u884c\u7684trace\u4f5c\u4e3a\u8bad\u7ec3\u6837\u672c\uff08\u5373\u624b\u628a\u624b\u6559\uff09\u3002<\/strong><img class=\"\"       src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534231572.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u9020\u6210\u8fd9\u4e9b\u95ee\u9898\u7684\u6839\u672c\u539f\u56e0\u662f\uff0cNPI\u867d\u7136\u5229\u7528\u8fc7\u7a0b\u62bd\u8c61\u5bf9\u7a0b\u5e8f\u8fdb\u884c\u5206\u89e3\u964d\u4f4e\u4e86\u6bcf\u4e2a\u5b50\u8fc7\u7a0b\u7684\u590d\u6742\u5ea6\uff0c\u4f46\u7531\u4e8e\u62bd\u8c61\u5c42\u6b21\u4e0d\u591f\u9ad8\uff0c\u5206\u89e3\u5f97\u5e76\u4e0d\u5f7b\u5e95\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u4e3a\u4e86\u89e3\u51b3NPI\u7684\u8fd9\u4e9b\u95ee\u9898\uff0c\u6211\u4eec\u5728\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u7ec4\u5408\u5f0fNPI\uff08CNPI\uff0c<span style=\"font-size: 15px;\">&nbsp;Combinatory Neural Programmer-Interpreter<\/span>\u5373A\u540c\u5b66\u7684\u7b2c\u4e8c\u6b21\u987f\u609f\uff09\uff0c<strong>\u5f15\u5165\u7a0b\u5e8f\u8bbe\u8ba1\u4e2d\u53e6\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u62bd\u8c61\u673a\u5236\uff0c\u5373\u51fd\u6570\u5f0f\u7f16\u7a0b\u4e2d\u7684\u9ad8\u9636\u51fd\u6570\uff0c\u4e5f\u53eb\u7ec4\u5408\u5b50\uff08combinator\uff09\u3002<\/strong>\u987e\u540d\u601d\u4e49\uff0c\u9ad8\u9636\u51fd\u6570\u5c31\u662f\u51fd\u6570\u7684\u51fd\u6570\uff0c\u4e00\u822c\u662f\u901a\u8fc7\u628a\u51fd\u6570\u4f5c\u4e3a\u53c2\u6570\u4f20\u7ed9\u53e6\u4e00\u4e2a\u51fd\u6570\u5b9e\u73b0\u7684\u3002CNPI\u4e2d\u7684\u7ec4\u5408\u5b50\uff08combinator\uff09\u662f\u79cd\u7279\u6b8a\u7684\u6709\u53c2\u8fc7\u7a0b\uff0c\u5b83\u53ea\u80fd\u8c03\u7528\u4f5c\u4e3a\u53c2\u6570\u4f20\u7ed9\u5b83\u7684\u5b50\u8fc7\u7a0b\uff0c\u7ec4\u5408\u5b50\u7684\u4f5c\u7528\u5c31\u662f\u628a\u8fd9\u4e9b\u5b50\u8fc7\u7a0b\u7ec4\u5408\u6210\u4e00\u4e2a\u65b0\u7684\u8fc7\u7a0b\u3002\u7279\u522b\u8981\u6ce8\u610f\u7684\u662f\uff1a\u56e0\u4e3a\u5b50\u8fc7\u7a0b\u662f\u901a\u8fc7\u53c2\u6570\u4f20\u7ed9\u7ec4\u5408\u5b50\u7684\uff0c\u6240\u4ee5\u6bcf\u4e2a\u7ec4\u5408\u5b50\u5b9e\u73b0\u7684\u7528\u5f62\u53c2\u8868\u793a\u7684\u5b50\u8fc7\u7a0b\u7684\u7ec4\u5408\u65b9\u5f0f\u548c\u88ab\u7ec4\u5408\u7684\u5b9e\u9645\u5b50\u8fc7\u7a0b\uff08\u5b9e\u53c2\uff09\u65e0\u5173\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u7ec4\u5408\u5b50\u8868\u8fbe\u7684\u662f\u4e00\u4e2a\u62bd\u8c61\u7684\u5173\u4e8e\u201c\u5982\u4f55\u7ec4\u5408\u201d\u7684\u6982\u5ff5\uff0c\u5c31\u50cf\u201c\u4e09\u8fde\u201d\u5143\u6280\u80fd\u4e00\u6837\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u548c\u666e\u901a\u8fc7\u7a0b\u4e0d\u540c\uff0c\u7531\u4e8e\u7ec4\u5408\u5b50\u7684\u9ad8\u5ea6\u62bd\u8c61\u6027\u548c\u7531\u6b64\u5e26\u6765\u7684\u53ef\u590d\u7528\u6027\uff0c\u5b83\u4eec\u7684\u6570\u91cf\u5e76\u4e0d\u9700\u8981\u5f88\u591a\u3002\u8fd9\u7bc7\u8bba\u6587\u7684\u8ba8\u8bba\u9650\u5b9a\u5728\u7b97\u6cd5\u4efb\u52a1\u3002\u90a3\u4e48\u6211\u4eec\u8981\u95ee\uff0c\u5230\u5e95\u9700\u8981\u51e0\u4e2a\u7ec4\u5408\u5b50\uff0c\u624d\u80fd\u641e\u5b9a\u6240\u6709\u7684\u7b97\u6cd5\u4efb\u52a1\u5462\uff1f\u8bba\u6587\u63d0\u51fa\uff1a\u56db\u4e2a\u5c31\u591f\u4e86\u3002<strong>\u8fd9\u56db\u4e2a\u7ec4\u5408\u5b50\u5206\u522b\u8868\u8fbe\u56db\u79cd\u6700\u666e\u904d\u7684\u7a0b\u5e8f\u7ed3\u6784\uff0c\u5b83\u4eec\u662f\uff1a<\/strong><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);\"><strong>seq\uff08\u987a\u5e8f\uff0c\u8868\u8fbe\u987a\u5e8f\u6267\u884c\uff09\u3001<\/strong><\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);\"><strong>cond\uff08\u6761\u4ef6\uff0c\u8868\u8fbeif-then-else\u7b49\u5206\u652f\u7ed3\u6784\uff09\u3001<\/strong><\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);\"><strong>linrec\uff08\u7ebf\u6027\u9012\u5f52\uff0c\u8868\u8fbefor\u5faa\u73af\u3001while\u5faa\u73af\u7b49\u5faa\u73af\u7ed3\u6784\uff09<\/strong><\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);\"><strong>treerec\uff08\u6811\u9012\u5f52\uff09\uff0c\u8868\u8fbe\u591a\u6b21\u9012\u5f52\u8c03\u7528\uff0c\u4f8b\u5982\u5728\u5feb\u901f\u6392\u5e8f\u548c\u56fe\u7684\u6df1\u5ea6\u4f18\u5148\u904d\u5386\u4e2d\u3002<\/strong><\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u524d\u4e09\u4e2a\u7ec4\u5408\u5b50\u7684\u4f2a\u4ee3\u7801\u89c1\u4e0b\u56fe\u3002\u6811\u9012\u5f52\u7ec4\u5408\u5b50treerec\u6bd4\u8f83\u590d\u6742\uff0c\u8fd9\u91cc\u5c31\u4e0d\u4ecb\u7ecd\u4e86\u3002<img class=\"\"       src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534231572.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"body\">\n<section style=\"white-space:normal;text-align:left;\"><br  \/><\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u9664\u4e86\u5b50\u8fc7\u7a0b\u53c2\u6570\uff0c\u7ec4\u5408\u5b50\u8fd8\u4f1a\u63a5\u6536\u4e00\u4e2a\u68c0\u6d4b\u5b50\uff08detector\uff09\u53c2\u6570\u3002\u5982\u679c\u8bf4\u5b50\u8fc7\u7a0b\u662f\u4e3b\u52a8\u6280\u80fd\uff0c\u90a3\u68c0\u6d4b\u5b50\u53ef\u4ee5\u770b\u6210\u88ab\u52a8\u6280\u80fd\u3002\u5b83\u4eec\u5e76\u4e0d\u4f1a\u88ab\u663e\u5f0f\u8c03\u7528\u6267\u884c\u52a8\u4f5c\uff0c\u800c\u662f\u6301\u7eed\u7684\u63d0\u53d6\u73af\u5883\u4e2d\u7684\u67d0\u79cd\u4fe1\u606f\uff0c\u63d0\u4f9b\u7ed9\u7ec4\u5408\u5b50\u7528\u4e8e\u6761\u4ef6\u5224\u5b9a\uff08\u4f8b\u5982\u5206\u652f\u6761\u4ef6\u6216\u5faa\u73af\u7684\u7ec8\u6b62\u6761\u4ef6\uff09\u3002\u68c0\u6d4b\u5b50\u662fNPI\u4e2dencoder\u7684\u7cbe\u7b80\u7248\u3002\u6ce8\u610f\u7ec4\u5408\u5b50linrec\u548ctreerec\u9012\u5f52\u8c03\u7528\u81ea\u8eab\uff08self\uff09\uff0c\u4ee5\u5b9e\u73b0\u67d0\u79cd\u5faa\u73af\u7ed3\u6784\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u4ec5\u6709\u8fd9\u56db\u4e2a\u7ec4\u5408\u5b50\u8fd8\u4e0d\u591f\uff0c\u56e0\u4e3a\u5355\u9760\u5b83\u4eec\u65e0\u6cd5\u6784\u6210\u5b8c\u6574\u7684\u7a0b\u5e8f\uff0c\u4e5f\u5c31\u53ea\u80fd\u628a\u539f\u59cb\u52a8\u4f5c\u505a\u4e00\u6b21\u6700\u6d45\u5c42\u7ec4\u5408\u3002\u6211\u4eec\u8fd8\u8981\u5f15\u5165\u53e6\u4e00\u79cd\u7279\u6b8a\u8fc7\u7a0b\u2014\u2014\u5e94\u7528\u5b50\uff08applier\uff09\u3002<strong>\u5e94\u7528\u5b50\u8c03\u7528\u4e00\u4e2a\u7ec4\u5408\u5b50\u5e76\u7ed9\u5b83\u63d0\u4f9b\u53c2\u6570\uff0c\u628a\u6709\u53c2\u7684\u7ec4\u5408\u5b50\u5c01\u88c5\u6210\u8ddf\u65e0\u53c2\u7684\u539f\u59cb\u52a8\u4f5c\u4e00\u6837\u7684\u4e1c\u897f\u3002<\/strong>\u5e94\u7528\u5b50\u5c31\u50cf\u7c98\u7ed3\u5242\u628a\u591a\u4e2a\u7ec4\u5408\u5b50\u8fde\u63a5\u8d77\u6765\u6784\u6210\u5b8c\u6574\u7a0b\u5e8f\uff0c\u5141\u8bb8\u628a\u7ec4\u5408\u51fa\u7684\u5b50\u8fc7\u7a0b\u518d\u505a\u7ec4\u5408\uff0c\u901a\u8fc7\u4efb\u610f\u591a\u5c42\u7684\u7ec4\u5408\u5b9e\u73b0\u4efb\u610f\u590d\u6742\u7684\u7a0b\u5e8f\u3002\u4e8e\u662f\u4e00\u4e2a\u7a0b\u5e8f\u7684\u5b8c\u6574\u6267\u884c\u8fc7\u7a0b\u53ef\u80fd\u662f\u8fd9\u6837\u5b50\uff1a\u5e94\u7528\u5b50A\u8c03\u7528\u7ec4\u5408\u5b50b\uff0c\u7ec4\u5408\u5b50b\u53c8\u8c03\u7528\u5e94\u7528\u5b50C\uff0c\u5e94\u7528\u5b50c\u53c8\u8c03\u7528\u7ec4\u5408\u5b50D\uff0c\u2026\u2026\u76f4\u5230\u5e94\u7528\u5b50X\u6216\u7ec4\u5408\u5b50y\u8c03\u7528\u539f\u59cb\u52a8\u4f5cZ\u3002\u8fd9\u4e2a\u7ec4\u5408\u5b50\u548c\u5e94\u7528\u5b50\u7684\u5faa\u73af\u8c03\u7528\u662f\u4e2a\u975e\u5e38\u57fa\u672c\u7684\u8ba1\u7b97\u7ed3\u6784\uff0c\u5b9e\u9645\u4e0a\uff0c\u5b83\u6b63\u662f\u51fd\u6570\u5f0f\u7f16\u7a0b\u8bed\u8a00\u89e3\u91ca\u5668\u7684\u6838\u5fc3eval-apply\u5faa\u73af\u3002\u300a\u8ba1\u7b97\u673a\u7a0b\u5e8f\u7684\u6784\u9020\u548c\u89e3\u91ca\u300b\uff08\u5373\u4f20\u8bf4\u4e2d\u7684\u795e\u4e66SICP\uff09\u7b2c4\u7ae0\u5bf9\u6b64\u4f5c\u4e86\u5f88\u597d\u7684\u8bb2\u89e3\u3002\u4e0b\u56fe\u7ed9\u51fa\u4e86\u5192\u6ce1\u6392\u5e8f\u7684\u4e00\u8d9f\u5192\u6ce1\u8fc7\u7a0b\u7684\u5b50\u8fc7\u7a0bBSTEP\u7684\u6b63\u5e38\u7248\u672c\u548c\u7ec4\u5408\u5f0f\u7248\u672c\u4ee5\u53ca\u6267\u884ctrace\u3002<img class=\"\"       style=\"letter-spacing: 0px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534231572-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><img class=\"\"       style=\"white-space: normal;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534231573.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u6211\u4eec\u628a\u8fd9\u6837\u6784\u9020\u51fa\u7684\u7a0b\u5e8f\uff0c\u53eb\u7ec4\u5408\u5f0f\u7a0b\u5e8f\uff08combinatory 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0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>2\uff09\u5e94\u7528\u5b50\uff1a<\/strong>\u603b\u4e2a\u6570\u65e0\u9650\u5236\uff0c\u6267\u884c\u4e00\u6b21\u8c03\u7528\u5373\u8fd4\u56de\uff0c\u6ca1\u6709\u4efb\u4f55\u5206\u652f\u5faa\u73af\u7b49\u63a7\u5236\u7ed3\u6784\uff0c\u76f8\u5f53\u4e8e\u4e00\u4e2a\u53ea\u6709\u4e00\u884c\u7684\u5b8f\u5b9a\u4e49\uff1b<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>3\uff09\u68c0\u6d4b\u5b50\uff1a<\/strong>\u6bcf\u4e2a\u68c0\u6d4b\u5b50\u53ef\u4ee5\u5355\u72ec\u8bad\u7ec3\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u6765\u5b9e\u73b0\uff0c\u5b58\u50a8\u5728detector memory\u4e2d\uff1b<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>4\uff09\u539f\u59cb\u52a8\u4f5c\uff1a<\/strong>\u89e3\u91ca\u6267\u884c\u7531\u6bcf\u4e2a\u5177\u4f53\u9886\u57df\u63d0\u4f9b\uff0c\u4e0d\u9700\u8981\u5b66\u4e60\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u4e00\u65b9\u9762\uff0c\u6211\u4eec\u770b\u5230\uff0c\u56db\u79cd\u5b50\u8fc7\u7a0b\u90fd\u662f\u9ad8\u5ea6\u53d7\u9650\u7684\uff0c\u6240\u4ee5\u5b83\u4eec\u7684\u89e3\u91ca\u6267\u884c\u5f88\u5bb9\u6613\u88ab\u5b66\u4e60\u3002\u800c\u4e14\u7531\u4e8e\u5e94\u7528\u5b50\u548c\u68c0\u6d4b\u5b50\u8fd9\u4e24\u79cd\u5b50\u8fc7\u7a0b\u7684\u7279\u6b8a\u6027\uff0cCNPI\u7684\u67b6\u6784\u53ef\u4ee5\u4fdd\u8bc1\u5373\u4f7f\u4e0d\u65ad\u5b66\u4e60\u65b0\u7684\u5b50\u8fc7\u7a0b\u6dfb\u52a0\u5230program 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15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\u81f3\u6b64\u6211\u4eec\u5df2\u7ecf\u641e\u51fa\u4e00\u79cd\u53ef\u4ee5\u88ab\u5206\u89e3\u5f97\u975e\u5e38\u5f7b\u5e95\u7684\u7ec4\u5408\u5f0f\u7a0b\u5e8f\uff0c\u53ef\u79bb\u5927\u529f\u544a\u6210\u8fd8\u5dee\u91cd\u8981\u4e00\u6b65\uff1a\u8981\u8ba9NPI\u901a\u8fc7\u8bad\u7ec3\u80fd\u6b63\u786e\u89e3\u91ca\u6267\u884c\u5b83\uff0c\u4e3a\u6b64\u6211\u4eec\u8fd8\u8981\u5bf9NPI\u67b6\u6784\u548c\u89e3\u91ca\u6267\u884c\u8fc7\u7a0b\u505a\u4e86\u51e0\u4e2a\u91cd\u8981\u6269\u5c55\uff0c\u4ee5\u8ba9\u65b0\u7684CNPI\u67b6\u6784\u548c\u8fd9\u79cd\u65b0\u7a0b\u5e8f\u201c\u517c\u5bb9\u201d\uff1a<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);\"><strong>1\uff09\u589e\u52a0\u4e86detector memory\u6765\u4fdd\u5b58\u68c0\u6d4b\u5b50\uff0c\u5b83\u548cprogram memory\u4e00\u6837\u4e5f\u662f\u4e00\u4e2akey-value\u5b58\u50a8\u7ed3\u6784\u3002<\/strong><\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);\"><strong>2\uff09\u589e\u52a0\u4e86\u4e2aparser\u4e13\u95e8\u7528\u6765\u89e3\u91ca\u6267\u884c\u5e94\u7528\u5b50\u3002<\/strong><\/span><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"color: rgb(136, 136, 136);\"><strong>3\uff09\u4e3a\u4e86\u80fd\u7ed9\u7ec4\u5408\u5b50\u4f20\u9012\u53c2\u6570\uff0c\u5e94\u7528\u5b50\u8c03\u7528\u7ec4\u5408\u5b50\u65f6\uff0c\u8981\u6784\u9020\u4e00\u4e2a\u5e27\u7ed3\u6784\uff08frame\uff09\uff0c\u5e76\u5728\u91cc\u9762\u586b\u597d\u7ec4\u5408\u5b50\u9700\u8981\u7684\u5b50\u8fc7\u7a0b\u53c2\u6570\u548c\u68c0\u6d4b\u5b50\u53c2\u6570\u7684key\u3002<\/strong><\/span>\u5e27\u53ef\u4ee5\u770b\u6210\u662f\u4e00\u4e2a\u52a8\u6001\u521b\u5efa\u7684\u5c40\u90e8program memory\uff0c\u4e3a\u6bcf\u4e2a\u7ec4\u5408\u5b50\u7684\u8c03\u7528\u63d0\u4f9b\u4e00\u4e2a\u6267\u884c\u73af\u5883\u3002\u89e3\u91ca\u6267\u884c\u5b50\u8fc7\u7a0b\u65f6\uff0c\u7531\u539f\u6765\u6bcf\u6b65\u7528\u8f93\u51fa\u7684key\u76f4\u63a5\u5230program memory\u91cc\u627e\u4e0b\u4e00\u6b65\u8c03\u7528\u5b50\u8fc7\u7a0b\u7684\u5411\u91cf\uff0c\u53d8\u6210\u6bcf\u6b65\u5148\u4ece\u5f53\u524d\u5e27\u91cc\u627e\u5230\u4e0b\u4e00\u6b65\u8c03\u7528\u5b50\u8fc7\u7a0b\u7684key\uff0c\u518d\u62ff\u8fd9\u4e2akey\u5230program memory\u91cc\u627e\u7a0b\u5e8f\u5411\u91cf\u3002\u8fd9\u79cd\u95f4\u63a5\u5bfb\u5740\u4f7f\u6bcf\u6b65\u51b3\u5b9a\u4e0b\u4e00\u6b65\u8c03\u7528\u5b50\u8fc7\u7a0b\u7684\u641c\u7d22\u8303\u56f4\u7531program memory\u91cc\u5b58\u50a8\u7684\u6240\u6709\u5b50\u8fc7\u7a0b\uff08\u4e2a\u6570\u53ef\u4ee5\u4e0d\u65ad\u589e\u957f\uff09\u7f29\u51cf\u4e3a\u4e00\u4e2a\u5e27\u91cc\u7684\u56fa\u5b9a4\u4e2a\u5b50\u8fc7\u7a0b\u53c2\u6570\uff0c\u5927\u5927\u964d\u4f4e\u4e86\u7ec4\u5408\u5b50\u7684\u5b66\u4e60\u96be\u5ea6\u3002<\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><strong>\u8bba\u6587\u7684\u8bad\u7ec3\u65b9\u6cd5\u3001\u5206\u6790\u548c\u5b9e\u9a8c\u7b49\u90e8\u5206\u4e0d\u518d\u8be6\u7ec6\u4ecb\u7ecd\uff0c\u53ea\u5217\u51fa\u51e0\u4e2a\u91cd\u8981\u7ed3\u679c\uff1a<\/strong><\/p>\n<section style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\">\n<ul style=\"list-style-type: disc;\" class=\"list-paddingleft-2\">\n<li>\n<p>\u5728\u7ed9\u5b9a\u7279\u5b9a\u9886\u57df\u7684\u5df2\u8bad\u7ec3\u597d\u7684\u68c0\u6d4b\u5b50\u7684\u6761\u4ef6\u4e0b\uff0c\u901a\u8fc7\u5b66\u4e60\u5e94\u7528\u5b50\u6dfb\u52a0\u5230program memory\uff0cCNPI\u53ef\u4ee5\u6b63\u786e\u89e3\u91ca\u6267\u884c\u6240\u6709\u7684\u7ec4\u5408\u5f0f\u7a0b\u5e8f\uff0c\u5373CNPI\u5bf9\u4e8e\u7ec4\u5408\u5f0f\u7a0b\u5e8f\u7684\u5168\u96c6\u662funiversal\u7684\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e3a\u89e3\u51b3\u7ed9\u5b9a\u4efb\u52a1\uff0c\u8bad\u7ec3\u548c\u9a8c\u8bc1\u6a21\u578b\u6b63\u786e\u6027\u6240\u9700\u7684\u6837\u672c\u6570\uff0cCNPI\u90fd\u6bd4NPI\u5c11\u4e00\u4e2a\u91cf\u7ea7\uff0c\u56e0\u4e3a\u7ec4\u5408\u5b50\u53ea\u9700\u8bad\u7ec3\u548c\u9a8c\u8bc1\u4e00\u6b21\uff0c\u5c31\u53ef\u4ee5\u5728\u6240\u6709\u4efb\u52a1\u4e2d\u590d\u7528\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u6709\u76d1\u7763\u5b66\u4e60\u4e2d\uff0cNPI\u6709\u6bd4\u8f83\u660e\u663e\u7684\u9057\u5fd8\u6548\u5e94\uff0c\u800cCNPI\u4e0d\u4f1a\u9057\u5fd8\u3002<\/p>\n<\/li>\n<li>\n<p>\u7528\u57fa\u4e8e\u68af\u5ea6\u7b56\u7565\u7684\u5f3a\u5316\u5b66\u4e60\uff08\u6218\u6597\u4e2d\u5b66\u4e60\uff09\u53ef\u4ee5\u8bad\u7ec3CNPI\uff0c\u4f46\u9700\u8981\u8bbe\u8ba1\u5408\u9002\u7684\u6559\u7a0b\uff08curriculum\uff09\uff0c\u5148\u901a\u8fc7\u5b8c\u6210\u8f85\u52a9\u4efb\u52a1\u5b66\u4e60\u7ec4\u5408\u5b50\uff0c\u518d\u5b66\u7279\u5b9a\u4efb\u52a1\u7684\u5e94\u7528\u5b50\u3002\u56e0\u4e3a\u7ec4\u5408\u5b50\u662f\u5143\u6280\u80fd\uff0c\u5148\u5b66\u4f1a\u5b83\u4eec\u53ef\u4ee5\u5927\u5927\u52a0\u901f\u5177\u4f53\u6280\u80fd\u7684\u5b66\u4e60\u3002<\/p>\n<\/li>\n<\/ul>\n<\/section>\n<p><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">\u7ed3\u8bed\u548c\u5c55\u671b<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"letter-spacing: 0px;\">CNPI\u7684\u539f\u7406\u5c31\u4ecb\u7ecd\u5230\u8fd9\u91cc\u3002\u4f60\u53ef\u80fd\u4f1a\u95ee\uff0c\u641e\u4e86\u4e00\u5806\u8fd9\u4e48\u590d\u6742\u7684\u4e1c\u897f\u9664\u4e86\u6d6a\u8d39\u8111\u7ec6\u80de\u8fd8\u6709\u4ec0\u4e48\u5b9e\u9645\u7528\u9014\u5462\uff1f\u786e\u5b9e\uff0c\u79bb\u5b9e\u9645\u5e94\u7528\u5c1a\u6709\u8ddd\u79bb\u6216\u8005\u8bf4\u7f3a\u4e4f\u6740\u624b\u7ea7\u5e94\u7528\uff0c\u53ef\u4ee5\u8bf4\u662f\u76ee\u524d\u51e0\u4e4e\u6240\u6709\u795e\u7ecf\u7f16\u7a0b\u5de5\u4f5c\uff08\u5305\u62ec\u672c\u8bba\u6587\uff09\u7684\u4e00\u4e2a\u901a\u75c5\u3002<\/span><strong style=\"letter-spacing: 0px;\">\u800c\u6211\u4eec\u8ba4\u4e3aCNPI\u7684\u6700\u5927\u4ef7\u503c\uff0c\u6b63\u5728\u4e8e\u5b83\u7684\u601d\u60f3\u548c\u57fa\u672c\u6846\u67b6\u6709\u5e94\u7528\u5230\u7b97\u6cd5\u7f16\u7a0b\u4ee5\u5916\u9886\u57df\u7684\u6f5c\u529b\uff08\u620f\u8bf4\u91cc\u7684\u4f8b\u5b50\u4e5f\u591a\u5c11\u4f53\u73b0\u51fa\u8fd9\u70b9\uff09\u3002<\/strong><span style=\"letter-spacing: 0px;\">\u5176\u5b9e\u81ea\u7136\u8bed\u8a00\u53ef\u4ee5\u770b\u6210\u4e00\u79cd\u7a0b\u5e8f\uff0c\u800c\u6240\u8c13\u81ea\u7136\u8bed\u8a00\u7406\u89e3\uff0c\u5c31\u662f\u4eba\u8111\u5bf9\u8fd9\u79cd\u7a0b\u5e8f\u7684\u89e3\u91ca\u6267\u884c\u3002\u5f53\u6211\u4eec\u5206\u6790\u81ea\u7136\u8bed\u8a00\u7a0b\u5e8f\u65f6\uff0c\u4f1a\u53d1\u73b0\u5b83\u4e4b\u6240\u4ee5\u6709\u6781\u5f3a\u7684\u8868\u8fbe\u80fd\u529b\uff0c\u4f7f\u4f60\u5728\u8bfb\u5b8c\u8fd9\u7bc7\u6587\u5b57\u540e\u80fd\u7406\u89e3CNPI\u8fd9\u4e48\u590d\u6742\u7684\u4e1c\u897f\uff0c\u6b63\u662f\u56e0\u4e3a\u4e5f\u5305\u542b\u51fd\u6570\u62bd\u8c61\u3001\u9ad8\u9636\u51fd\u6570\u7b49\u62bd\u8c61\u548c\u7ec4\u5408\u673a\u5236\u3002\u8fd9\u91cc\u4e0d\u518d\u8be6\u8ff0\uff0c\u611f\u5174\u8da3\u7684\u540c\u5b66\u53ef\u4ee5\u53bb\u770bMontague\u8bed\u6cd5\u7b49\u81ea\u7136\u8bed\u8a00\u8bed\u4e49\u5b66\u7814\u7a76\u7684\u76f8\u5173\u4e66\u7c4d\u548c\u8bba\u6587\u3002CNPI\u7684\u7279\u6027\u4f7f\u5b83\u6709\u53ef\u80fd\u53d1\u5c55\u6210\u81ea\u7136\u8bed\u8a00\u89e3\u91ca\u5668\u7684\u5185\u6838\uff0c\u8fdb\u800c\u6784\u5efa\u80fd\u66f4\u597d\u7684\u7406\u89e3\u548c\u6267\u884c\u4eba\u7c7b\u8bed\u8a00\u548c\u6307\u4ee4\u7684\u4e14\u80fd\u7ec8\u8eab\u5b66\u4e60\u7684agent\u3002\u5f53\u7136\uff0c\u672c\u8bba\u6587\u7684\u5de5\u4f5c\u53ea\u662f\u6211\u4eec\u5728\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u63a2\u7d22\u4e4b\u8def\u4e0a\u8fc8\u51fa\u7684\u4e00\u5c0f\u6b65\uff0c\u5c31\u50cfA\u540c\u5b66\u4e00\u6837\uff0c\u524d\u65b9\u8fd8\u6709\u66f4\u591a\u7684\u672a\u77e5\u5728\u7b49\u5f85\u7740\u6211\u4eec\u3002<\/span><br  \/><\/p>\n<p><br  \/><\/p>\n<section  class=\"mpa-template\" mpa-paragraph-type=\"title\">\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">\u5b8c\u6574\u7248<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><span style=\"font-size: 15px;\">\u8fd9\u4e2a\u4ecb\u7ecd\u4e3a\u4e86\u5c3d\u53ef\u80fd\u901a\u4fd7\u6613\u61c2\uff0c\u5ffd\u7565\u4e86\u5f88\u591a\u6280\u672f\u7ec6\u8282\uff0c\u611f\u5174\u8da3\u7684\u540c\u5b66\u8fd8\u662f\u81ea\u5df1\u53bb\u770b\u8bba\u6587\u5427\uff08https:\/\/openreview.net\/pdf?id=rJlMAAeC-\uff0c\u6216\u8005\u70b9\u51fb\u9605\u8bfb\u539f\u6587\uff0c\u5f53\u7136\u4e5f\u975e\u5e38\u6b22\u8fce\u7ed9\u6211\u53d1\u90ae\u4ef6\uff08<\/span><span style=\"font-size: 15px;\">xiaoda99@gmail.com<\/span><span style=\"font-size: 15px;\">\uff09\u6216\u6765\u5f69\u4e91\u79d1\u6280\u627e\u6211\u5f53\u9762\u4ea4\u6d41\u5566: -) \u5730\u5740\uff1a<\/span><\/p>\n<p><span style=\"font-size: 15px;\">\u5317\u4eac\u6d77\u6dc0\u533a\u5b66\u9662\u8def\u75325\u53f7768\u521b\u4e1a\u56edC\u5ea704\u53f7\u3002<\/span><\/p>\n<section mpa-paragraph-type=\"title\">\n<section >\n<section  >\n<section ><strong mpa-from-tpl=\"t\"><\/p>\n<p><br  \/><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<section   >\n<section>\n<section>\n<section>\n<section>\n<p mpa-is-content=\"t\"><br  \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"mpa-template\"   >\n<section>\n<section style=\"margin-top: 0.5em;margin-bottom: 0.5em;text-align: center;\">\n<section style=\"display: inline-block;box-sizing: border-box;\">\n<section style=\"width: 9px;height: 9px;float: left;border-top: 2px solid rgb(123, 12, 0);border-left: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<section style=\"width: 9px;height: 9px;float: right;border-top: 2px solid rgb(123, 12, 0);border-right: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<section style=\"clear: both;box-sizing: border-box;\"><\/section>\n<section style=\"margin-top: -5px;margin-bottom: -5px;padding-right: 4px;padding-left: 4px;box-sizing: border-box;\">\n<section style=\"border-width: 2px;border-style: solid;border-color: rgb(123, 12, 0);font-size: 19.2px;padding-right: 10px;padding-left: 10px;box-sizing: border-box;color: rgb(255, 255, 255);background-color: rgb(123, 12, 0);\">\n<section style=\"box-sizing: border-box;\">\n<p><span style=\"font-size: 16px;\">\u4f5c\u8005\u4ecb\u7ecd<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"width: 9px;height: 9px;float: left;border-bottom: 2px solid rgb(123, 12, 0);border-left: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<section style=\"width: 9px;height: 9px;float: right;border-bottom: 2px solid rgb(123, 12, 0);border-right: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section   ><br  \/><\/section>\n<div class=\"post-image\"><img class=\"\"       style=\"\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534231573.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/div>\n<section class=\"mpa-template\"   >\n<hr style=\"margin: 0px;padding: 0px;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;white-space: normal;widows: 1;background-color: rgb(255, 255, 255);\"  \/>\n<blockquote style=\"margin: 0px;padding: 0px 0px 0px 10px;border-left: 3px solid rgb(219, 219, 219);color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;white-space: normal;widows: 1;background-color: rgb(255, 255, 255);\" mpa-from-tpl=\"t\">\n<p style=\"clear: both;min-height: 1em;line-height: normal;\"><span style=\"font-size: 15px;\"><strong><span style=\"color: rgb(136, 136, 136);white-space: pre-wrap;\">\u8096\u8fbe <\/span><\/strong><span style=\"color: rgb(136, 136, 136);white-space: pre-wrap;\">| \u535a\u58eb\u6bd5\u4e1a\u4e8e\u6e05\u534e\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e\u6280\u672f\u7cfb\uff0c\u73b0\u4e3a\u5317\u4eac\u90ae\u7535\u5927\u5b66\u7f51\u7edc\u7a7a\u95f4\u5b89\u5168\u5b66\u9662\u8bb2\u5e08\uff0c\u5f69\u4e91\u79d1\u6280\u9996\u5e2d\u79d1\u5b66\u5bb6\uff0c\u96c6\u667a\u4ff1\u4e50\u90e8\u6838\u5fc3\u6210\u5458\uff0c\u96c6\u667a\u79d1\u5b66\u5bb6\u3002\u76ee\u524d\u7814\u7a76\u5174\u8da3\u5305\u62ec\u6df1\u5ea6\u5b66\u4e60\u3001\u4eba\u5de5\u667a\u80fd\u3001\u8ba4\u77e5\u79d1\u5b66\u3002\u66fe\u5728\u96c6\u667a\u4ff1\u4e50\u90e8\u53d1\u8d77\u5e76\u4e3b\u6301\u201c\u8111\u4e0edeep learning\u8bfb\u4e66\u4f1a\u201d\u3001\u201c\u9ad8\u7ea7\u8ba4\u77e5deep learning\u8bfb\u4e66\u4f1a\u201d\u7b49\u7ebf\u4e0b\u6d3b\u52a8\u3002<\/span><\/span><span style=\"color: rgb(136, 136, 136);font-size: 13px;white-space: pre-wrap;text-align: right;\">&nbsp;<\/span><strong mpa-from-tpl=\"t\" style=\"color: rgb(136, 136, 136);font-size: 13px;white-space: pre-wrap;text-align: right;\">&nbsp;<\/strong><\/p>\n<\/blockquote>\n<\/section>\n<p class=\"p1\" style=\"white-space: normal;\"><span style=\"font-size: 15px;\"><\/span><\/p>\n<section mpa-paragraph-type=\"title\">\n<section >\n<section  >\n<section >\n<p><br  \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section class=\"mpa-template\"   >\n<section>\n<section style=\"margin-top: 0.5em;margin-bottom: 0.5em;text-align: center;\">\n<section style=\"display: inline-block;box-sizing: border-box;\">\n<section style=\"width: 9px;height: 9px;float: left;border-top: 2px solid rgb(123, 12, 0);border-left: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<section style=\"width: 9px;height: 9px;float: right;border-top: 2px solid rgb(123, 12, 0);border-right: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<section style=\"clear: both;box-sizing: border-box;\"><\/section>\n<section style=\"margin-top: -5px;margin-bottom: -5px;padding-right: 4px;padding-left: 4px;box-sizing: border-box;\">\n<section style=\"border-width: 2px;border-style: solid;border-color: rgb(123, 12, 0);font-size: 19.2px;padding-right: 10px;padding-left: 10px;box-sizing: border-box;color: rgb(255, 255, 255);background-color: rgb(123, 12, 0);\">\n<section style=\"box-sizing: border-box;\">\n<p><span style=\"font-size: 16px;\">\u91c7\u8bbf\u8096\u8fbe\u8001\u5e08<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"width: 9px;height: 9px;float: left;border-bottom: 2px solid rgb(123, 12, 0);border-left: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<section style=\"width: 9px;height: 9px;float: right;border-bottom: 2px solid rgb(123, 12, 0);border-right: 2px solid rgb(123, 12, 0);box-sizing: border-box;\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p mpa-paragraph-type=\"body\" style=\"margin-top: 5px;margin-bottom: 5px;letter-spacing: 0px;white-space: normal;text-size-adjust: auto;font-size: 15px;line-height: 1.75;\"><strong>Q\uff1a\u8bf7\u95ee\u60a8\u662f\u4ec0\u4e48\u65f6\u5019\u5f00\u59cb\u521b\u4e1a\u7684\uff0c\u4e3a\u4ec0\u4e48\u60f3\u5230\u505a\u5f69\u4e91\u5929\u6c14\uff1f<\/strong><\/p>\n<section   >\n<section>\n<section >\n<section>\n<section>\n<section>\n<section >\n<section>\n<section>\n<section class=\"mpa-template\"   >\n<section  class=\"\"  style=\"margin: 0px;padding: 0px;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;white-space: normal;widows: 1;background-color: rgb(255, 255, 255);\">\n<section style=\"margin: 0px;padding: 0px;\">\n<section class=\"\"  style=\"margin: 0px;padding: 0px;\">\n<section class=\"\" style=\"margin: 10px 0px;padding: 0px;\">\n<section class=\"\" style=\"margin: 0px;padding: 10px;display: inline-block;width: 670px;border-width: 1px;border-style: solid;border-color: rgb(192, 200, 209);background-color: rgb(239, 239, 239);\">\n<section class=\"\"  style=\"margin: 0px;padding: 0px;\">\n<section class=\"\" style=\"margin: 0px;padding: 0px;\">\n<section class=\"\" style=\"margin: 0px;padding: 0px;\">\n<section style=\"margin: 0px;padding: 0px;\"><span style=\"margin: 0px;padding: 0px;font-size: 12px;\"><\/p>\n<p mpa-is-content=\"t\"><strong><span style=\"font-size: 15px;\" mpa-is-content=\"t\">A\uff1a<\/span><\/strong><span style=\"font-size: 15px;\" mpa-is-content=\"t\">2010\u5e74\u5de6\u53f3\uff0c\u6211\u7684\u7814\u7a76\u5174\u8da3\u4ece\u4e91\u5b89\u5168\u8f6c\u5230\u4eba\u5de5\u667a\u80fd\uff0c\u4e00\u5f00\u59cb\u7684\u76ee\u6807\u5f88\u201c\u5b8f\u5927\u201d\uff0c\u8bd5\u56fe\u7528\u795e\u7ecf\u751f\u7269\u5b66\u3001\u7edf\u8ba1\u7269\u7406\u7b49\u7406\u8bba\u65b9\u6cd5\u5f04\u6e05\u4eba\u8111\u8ba4\u77e5\u7684\u57fa\u672c\u539f\u7406\uff0c\u63ed\u5f00\u667a\u80fd\u7684\u672c\u8d28\u30022012\u5e74\u5e95\u5728\u96c6\u667a\u4ff1\u4e50\u90e8\u7684\u8bfb\u4e66\u4f1a\u4e86\u89e3\u5230\u884c\u8fdc\u7684\u7528\u96f7\u8fbe\u56fe\u505a\u77ed\u4e34\u964d\u96e8\u9884\u62a5\u7684\u60f3\u6cd5\uff0c\u89c9\u5f97\u5f88\u9177\u5c31\u52a0\u5165\u4e00\u8d77\u505a\u4e86\uff0c\u5f53\u65f6\u5bf9\u5929\u6c14\u662f\u7eaf\u5c0f\u767d\uff0c\u5728\u8fc7\u7a0b\u4e2d\u5de5\u4f5c\u91cd\u5fc3\u9010\u6e10\u8f6c\u5230\u66f4\u52a0\u5177\u4f53\u7684\u6df1\u5ea6\u5b66\u4e60\u7814\u7a76\u53ca\u5176\u5728\u5929\u6c14\u4e0a\u7684\u5e94\u7528\u3002\u53d1\u73b0\u4e0e\u7406\u8bba\u7814\u7a76\u76f8\u6bd4\uff0c\u8fd9\u79cd\u624e\u8fdb\u4e00\u4e2a\u5b8c\u5168\u964c\u751f\u7684\u9886\u57df\uff0c\u4ee5\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u4e3a\u51fa\u53d1\u70b9\uff0c\u6b7b\u78d5\u5e76\u6700\u7ec8\u641e\u5b9a\uff0c\u7528\u6280\u672f\u521b\u65b0\u7ed9\u6570\u4ee5\u767e\u4e07\u7684\u7528\u6237\u63d0\u4f9b\u66f4\u597d\u7684\u670d\u52a1\uff0c\u662f\u4e00\u79cd\u5168\u65b0\u7684\u4f53\u9a8c\uff0c\u5f88\u6709\u6210\u5c31\u611f\u3002\u51e0\u5e74\u505a\u4e0b\u6765\uff0c\u516c\u53f8\u4f9d\u8d56\u6280\u672f\u4f18\u52bf\u9010\u6e10\u53d1\u5c55\u58ee\u5927\uff0c\u81ea\u5df1\u7684\u63d0\u5347\u4e5f\u975e\u5e38\u5927\u3002<\/span><\/p>\n<p><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p mpa-paragraph-type=\"body\" style=\"margin-top: 5px;margin-bottom: 5px;letter-spacing: 0px;white-space: normal;text-size-adjust: auto;font-size: 15px;line-height: 1.75;\"><strong>Q\uff1a\u4f60\u7684\u8bba\u6587\u7814\u7a76\u7684\u65b9\u5411\u662f\u795e\u7ecf\u7f16\u7a0b\uff0c\u60a8\u662f\u5982\u4f55\u60f3\u8d77\u6765\u505a\u8fd9\u4e2a\u65b9\u9762\u7684\u7814\u7a76\uff1f\u8fd9\u4e2a\u7814\u7a76\u4ee5\u540e\u4f1a\u4e0d\u4f1a\u7528\u4e8e\u5546\u4e1a\u7528\u9014\uff1f<\/strong><\/p>\n<section class=\"mpa-template\"   >\n<section  class=\"\"  style=\"margin: 0px;padding: 0px;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;white-space: normal;widows: 1;background-color: rgb(255, 255, 255);\">\n<section style=\"margin: 0px;padding: 0px;\">\n<section class=\"\"  style=\"margin: 0px;padding: 0px;\">\n<section class=\"\" style=\"margin: 10px 0px;padding: 0px;\">\n<section class=\"\" style=\"margin: 0px;padding: 10px;display: inline-block;width: 670px;border-width: 1px;border-style: solid;border-color: rgb(192, 200, 209);background-color: rgb(239, 239, 239);\">\n<section class=\"\"  style=\"margin: 0px;padding: 0px;\">\n<section class=\"\" style=\"margin: 0px;padding: 0px;\">\n<section class=\"\" style=\"margin: 0px;padding: 0px;\">\n<section style=\"margin: 0px;padding: 0px;\"><span style=\"margin: 0px;padding: 0px;font-size: 12px;\"><\/p>\n<p mpa-is-content=\"t\"><strong><span style=\"font-size: 15px;\" mpa-is-content=\"t\">A\uff1a<\/span><\/strong><span style=\"font-size: 15px;\" mpa-is-content=\"t\">\u5728\u5f69\u4e91\u505a\u4ea7\u54c1\u76f8\u5173\u7684\u7b97\u6cd5\u7814\u53d1\u7684\u540c\u65f6\uff0c\u6211\u4e00\u76f4\u5728\u601d\u8003\u600e\u6837\u7ed9\u64c5\u957f\u57fa\u4e8e\u6a21\u5f0f\u5339\u914d\u7684\u611f\u77e5\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u52a0\u5165\u4eba\u7684\u9ad8\u9636\u8ba4\u77e5\uff0c\u5373\u62bd\u8c61\u601d\u7ef4\u80fd\u529b\uff0c\u4ee5\u5b9e\u73b0\u66f4\u50cf\u4eba\u7c7b\u7684\u901a\u7528\u667a\u80fd\u3002\u6211\u8ba4\u4e3a\u795e\u7ecf\u7f16\u7a0b\u662f\u8fbe\u5230\u8fd9\u4e2a\u76ee\u6807\u7684\u4e00\u6761\u6709\u524d\u666f\u7684\u8def\uff0c\u6240\u4ee5\u4e00\u76f4\u5728\u5173\u6ce8\u8fd9\u4e2a\u65b9\u5411\uff0c\u5c24\u5176\u662f2016\u5e74NPI\u7684\u5de5\u4f5c\u51fa\u6765\u540e\u3002\u4f46NPI\u6709\u4e00\u4e9b\u5728\u6211\u770b\u6765\u5f88\u4e25\u91cd\u7684\u7f3a\u9677\uff0c2017\u5e74\u6211\u63a5\u89e6\u5230\u51fd\u6570\u5f0f\u7f16\u7a0b\u548c\u89e3\u91ca\u5668\u9886\u57df\uff0c\u53d1\u73b0\u53ef\u4ee5\u501f\u9274\u4e00\u4e9b\u601d\u60f3\u548c\u65b9\u6cd5\u89e3\u51b3NPI\u7684\u95ee\u9898\uff0c\u5c31\u5199\u4e86\u8fd9\u7bc7CNPI\u7684\u8bba\u6587\u3002\u8fd9\u7bc7\u8bba\u6587\u53ea\u662f\u4e2a\u5f00\u5934\uff0c\u795e\u7ecf\u7f16\u7a0b\u771f\u6b63\u7684\u4ef7\u503c\u4e0d\u5728\u7f16\u7a0b\u800c\u5728\u5176\u4ed6\u9886\u57df\uff0c\u4f8b\u5982\u6211\u4eec\u76ee\u524d\u6b63\u5728\u505a\u7684\u5c06CNPI\u6846\u67b6\u5e94\u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u7406\u89e3\uff0c\u8fd9\u662f\u5757\u96be\u5543\u7684\u786c\u9aa8\u5934\uff0c\u4f46\u6700\u7ec8\u4f1a\u843d\u5730\u4e3a\u4ea7\u54c1\u5e26\u6765\u5546\u4e1a\u4ef7\u503c\u3002<\/span><\/p>\n<p><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p mpa-paragraph-type=\"body\" style=\"margin-top: 5px;margin-bottom: 5px;letter-spacing: 0px;white-space: normal;text-size-adjust: auto;font-size: 15px;line-height: 1.75;\"><strong>Q\uff1a\u5f88\u591a\u5b66\u8005\u5728\u9762\u4e34\u5546\u4e1a\u548c\u79d1\u7814\u7684\u65f6\u5019\u90fd\u89c9\u5f97\u5f88\u77db\u76fe\uff0c\u65e0\u6cd5\u6743\u8861\uff0c\u60a8\u662f\u5982\u4f55\u8003\u8651\u5e94\u5bf9\u5546\u4e1a\u538b\u529b\u548c\u79d1\u7814\u5174\u8da3\uff1f<\/strong><\/p>\n<section class=\"mpa-template\"   >\n<section  class=\"\"  style=\"margin: 0px;padding: 0px;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;white-space: normal;widows: 1;background-color: rgb(255, 255, 255);\">\n<section style=\"margin: 0px;padding: 0px;\">\n<section class=\"\"  style=\"margin: 0px;padding: 0px;\">\n<section class=\"\" style=\"margin: 10px 0px;padding: 0px;\">\n<section class=\"\" style=\"margin: 0px;padding: 10px;display: inline-block;width: 670px;border-width: 1px;border-style: solid;border-color: rgb(192, 200, 209);background-color: rgb(239, 239, 239);\">\n<section class=\"\"  style=\"margin: 0px;padding: 0px;\">\n<section class=\"\" style=\"margin: 0px;padding: 0px;\">\n<section class=\"\" style=\"margin: 0px;padding: 0px;\">\n<section style=\"margin: 0px;padding: 0px;\"><span style=\"margin: 0px;padding: 0px;font-size: 12px;\"><\/p>\n<p mpa-is-content=\"t\"><strong><span style=\"font-size: 15px;\" mpa-is-content=\"t\">A\uff1a<\/span><\/strong><span style=\"font-size: 15px;\" mpa-is-content=\"t\">\u5c31\u516c\u53f8\u7406\u5ff5\u6765\u8bf4\uff0c\u6211\u8ba4\u4e3a\u5546\u4e1a\u538b\u529b\u548c\u79d1\u7814\u5174\u8da3\u5e76\u6ca1\u6709\u672c\u8d28\u77db\u76fe\u3002\u6211\u4eec\u4f1a\u8ffd\u6c42\u5546\u4e1a\u5229\u76ca\uff0c\u4f46\u6839\u672c\u76ee\u7684\u662f\u4e24\u4e2a\uff1a\u4e00\u662f\u505a\u597d\u7684\u4ea7\u54c1\u7528\u6280\u672f\u670d\u52a1\u5927\u4f17\uff0c\u8df5\u884c\u4eba\u5de5\u667a\u80fd\u8ba9\u751f\u6d3b\u66f4\u7f8e\u597d\uff1b\u4e8c\u662f\u901a\u8fc7\u4ea7\u54c1\u548c\u5546\u4e1a\u4e0a\u7684\u6210\u7ee9\u83b7\u5f97\u66f4\u591a\u7684\u793e\u4f1a\u8d44\u6e90\u6295\u5165\uff0c\u652f\u6301\u6211\u4eec\u5728\u901a\u7528\u4eba\u5de5\u667a\u80fd\u4e0a\u6301\u7eed\u7684\u79d1\u5b66\u7814\u7a76\u3002\u540e\u8005\u662f\u6211\u4eec\u521b\u7acb\u5f69\u4e91\u7684\u521d\u5fc3\uff0c\u4e5f\u662f\u4e00\u76f4\u6ca1\u53d8\u7684\u7ec8\u6781\u76ee\u6807\u3002\u5f53\u7136\uff0c\u4ece\u5b9e\u64cd\u89d2\u5ea6\u8bb2\uff0c\u4f5c\u4e3a\u4e00\u4e2a\u521b\u4e1a\u516c\u53f8\uff0c\u5e73\u8861\u5546\u4e1a\u4e0e\u79d1\u7814\u662f\u4e2a\u6311\u6218\uff0c\u5c24\u5176\u5728\u6211\u4eec\u79d1\u7814\u7684\u65b9\u5411\u548c\u516c\u53f8\u4e3b\u8425\u4e1a\u52a1\u5173\u7cfb\u5e76\u4e0d\u7d27\u5bc6\u7684\u60c5\u51b5\u4e0b\u3002\u4f46\u901a\u8fc7\u6211\u4eec\u7684\u4e0d\u65ad\u5c1d\u8bd5\u6211\u8ba4\u4e3a\u5e76\u4e0d\u662f\u4e0d\u53ef\u80fd\u3002\u5982\u679c\u653e\u5f03\u201c\u8dd1\u504f\u201d\u7684\u79d1\u5b66\u63a2\u7d22\uff0c\u201c\u4e13\u5fc3\u201d\u505a\u4e00\u4e2a\u7eaf\u7cb9\u8ffd\u6c42\u5546\u4e1a\u4ef7\u503c\u6700\u5927\u5316\u7684\u516c\u53f8\uff0c\u4e5f\u8bb8\u201c\u6210\u529f\u201d\u7684\u6982\u7387\u66f4\u5927\u3002\u4f46\u4e3a\u4e86\u6709\u673a\u4f1a\u6210\u4e3a\u6211\u4eec\u81ea\u5df1\u5fc3\u76ee\u4e2d\u771f\u6b63\u7406\u60f3\u7684\u516c\u53f8\uff0c\u6211\u4eec\u8fd8\u662f\u8981\u4e0d\u5fd8\u521d\u5fc3\u3002<\/span><\/p>\n<p><\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section style=\"margin-top: 20px;display: -webkit-box;display: flex;-webkit-box-pack: center;justify-content: center;-webkit-box-align: center;align-items: center;\" >\n<section  style=\"min-width: 60px;text-align: center;padding: 0 30px 0 30px;border-bottom-width: 100px;border-bottom: 2px solid #e8e6e6;\" >\n<section style=\"display: inline-block;padding: 0px 10px;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);\" ><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span style=\"font-size: 16px;border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\" mpa-is-content=\"t\">\u63a8\u8350\u9605\u8bfb<span style=\"font-size: 16px;color: rgb(123, 12, 0);border-color: rgb(123, 12, 0);\"><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"text-align: center;margin-top: 10px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486985&amp;idx=1&amp;sn=e5eafcc3e9104bd175fef16ae5d66ddd&amp;chksm=e8945484dfe3dd92c40ae682b5baa10cdd33e3c9c89fa7fb6d40b5675dd5182ccb4902f1d732&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 15px;text-decoration: underline;\"><strong><span style=\"font-size: 15px;\">2018\uff1a\u4f60\u7684\u4eba\u5de5\u667a\u80fd\u7248\u56fe | \u8f6c\u53d1<\/span><\/strong><\/a><br  \/><\/p>\n<p style=\"text-align: center;margin-top: 10px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486981&amp;idx=1&amp;sn=614061b6944550f93b89aab6f202d7c8&amp;chksm=e8945488dfe3dd9e0a5fd432036dd9bf7d3307f351b7e53735fab6b9219873da6e13d3fc0b59&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 15px;text-decoration: underline;\"><strong><span style=\"font-size: 15px;\">\u65b0\u5e74\u7279\u8f91 | \u81f421\u4e16\u7eaa\u7684\u201c\u91c7\u96c6\u8005\u201d\u4eec<\/span><\/strong><\/a><br  \/><\/p>\n<p style=\"text-align: center;margin-top: 10px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486962&amp;idx=1&amp;sn=2e70be8869af1fe8fc1e9b1002835817&amp;chksm=e894577fdfe3de69f8ac81a4a5eff2cad387a67f923dfc05e4ca1528cbd9b251b25dd8030293&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 15px;text-decoration: underline;\"><strong><span style=\"font-size: 15px;\">\u81ea\u6307\u673a\u5668\u7684\u5965\u79d8<\/span><\/strong><\/a><br  \/><\/p>\n<p style=\"text-align: center;margin-top: 10px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247486736&amp;idx=1&amp;sn=d1f90b0d70a9125ce2d9d50c358d5057&amp;chksm=e894579ddfe3de8bcc9965faf41b027047ad00814aefaf1b5bfb37fd76d3b6c973be8edd3798&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 15px;text-decoration: underline;\"><strong><span style=\"font-size: 15px;\">Nature Communications\u8bba\u6587\u89e3\u8bfb\uff1a\u590d\u6742\u7684\u57ce\u5e02\uff0c\u7b80\u5355\u7684\u89c4\u5219<\/span><\/strong><\/a><br  \/><\/p>\n<p><br  \/><\/p>\n<p><br  \/><\/p>\n<p style=\"margin: 5px 0px;text-align: left;color: rgb(0, 0, 0);letter-spacing: 0px;font-size: 15px;line-height: 1.75;\" mpa-paragraph-type=\"body\"><br  \/><\/p>\n<hr style=\"margin: 0px;padding: 0px;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;white-space: normal;widows: 1;background-color: rgb(255, 255, 255);\"  \/>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;clear: both;min-height: 1em;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;white-space: normal;widows: 1;text-align: center;background-color: rgb(255, 255, 255);\"><img class=\"__bg_gif\"     style=\"margin: 0px;padding: 0px;letter-spacing: 0.5px;height: auto !important;visibility: visible !important;width: 64px !important;\" width=\"100%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534231573.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<section   style=\"margin: 0px 0.5em;padding: 0px;color: rgb(62, 62, 62);font-size: 16px;line-height: 25.6px;white-space: normal;widows: 1;letter-spacing: 0.5px;background-color: rgb(255, 255, 255);\">\n<section   style=\"margin: 0px 0.5em;padding: 0px;line-height: 25.6px;text-align: center;outline: none;\">\n<section   style=\"margin: 0px 0.5em;padding: 0px;line-height: 25.6px;outline: none;\">\n<section   style=\"margin: 0px;padding: 0px;outline: none;\">\n<section  style=\"margin: 0px 0.5em;padding: 0px;font-size: 15px;outline: none;\">\n<section  style=\"margin: 0px;padding: 0px;line-height: 25.6px;border-color: rgb(123, 12, 0);\">\n<p style=\"margin-top: 10px;margin-bottom: 10px;padding-right: 3px;padding-left: 3px;clear: both;min-height: 1em;transform: translate3d(0px, 0px, 0px);border-color: rgb(123, 12, 0);line-height: 1.5em;\"><strong style=\"margin: 0px;padding: 0px;\" mpa-from-tpl=\"t\"><span style=\"margin: 0px;padding: 0px;font-size: 12px;color: rgb(136, 136, 136);\">\u96c6\u667aQQ\u7fa4\uff5c292641157<br style=\"margin: 0px;padding: 0px;\"  \/>\u5546\u52a1\u5408\u4f5c\uff5czhangqian@swarma.org<br style=\"margin: 0px;padding: 0px;\"  \/>\u6295\u7a3f\u8f6c\u8f7d\uff5cwangting@swarma.org<\/span><\/strong><\/p>\n<section   style=\"margin: 0px 0.5em;padding: 0px;outline: none;\">\n<h1 style=\"margin: 10px 0px;padding: 0px;font-weight: 400;font-size: 16px;line-height: 1.75em;\"><strong style=\"margin: 0px;padding: 0px;font-size: 14px;white-space: pre-wrap;color: rgb(0, 112, 192);line-height: 25.6px;\" mpa-from-tpl=\"t\"><strong style=\"margin: 0px;padding: 0px;line-height: 28px;white-space: normal;color: rgb(61, 170, 214);font-size: 20px;\" mpa-from-tpl=\"t\"><span style=\"margin: 0px;padding: 0px;font-size: 14px;color: rgb(136, 136, 136);\"><span style=\"margin: 0px;padding: 0px;color: rgb(255, 76, 0);\">\u25c6&nbsp;<\/span><span style=\"margin: 0px;padding: 0px;color: rgb(0, 128, 255);\">\u25c6&nbsp;<\/span><span style=\"margin: 0px;padding: 0px;color: rgb(61, 170, 214);\">\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;clear: both;min-height: 1em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;overflow-wrap: break-word !important;\"><span style=\"margin: 0px;padding: 0px;color: rgb(123, 12, 0);\"><strong style=\"margin: 0px;padding: 0px;\" mpa-from-tpl=\"t\"><span style=\"margin: 0px;padding: 0px;font-size: 14px;\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;clear: both;min-height: 1em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;overflow-wrap: break-word !important;\"><span style=\"margin: 0px;padding: 0px;color: rgb(0, 0, 0);\"><strong style=\"margin: 0px;padding: 0px;\" mpa-from-tpl=\"t\"><span style=\"margin: 0px;padding: 0px;font-size: 14px;\"><br style=\"margin: 0px;padding: 0px;\"  \/><\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;clear: both;min-height: 1em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;overflow-wrap: break-word !important;\"><span style=\"margin: 0px;padding: 0px;color: rgb(0, 0, 0);\"><strong style=\"margin: 0px;padding: 0px;\" mpa-from-tpl=\"t\"><span style=\"margin: 0px;padding: 0px;font-size: 14px;\">\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n<section style=\"margin: 0px 0.5em;padding: 0px;font-size: 14px;color: rgb(71, 193, 168);line-height: 20px;overflow-wrap: break-word !important;\">\n<p style=\"margin: 5px auto;padding: 10px;clear: both;min-height: 1em;width: 180px;border-width: 2px;border-style: dashed;border-color: rgb(132, 132, 132);line-height: normal;overflow-wrap: break-word !important;\"><img class=\"\"      style=\"margin: 0px;padding: 0px;height: auto !important;overflow-wrap: break-word !important;visibility: visible !important;width: auto !important;\" width=\"auto\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534231573.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<\/section>\n<p style=\"clear: both;min-height: 1em;\"><span style=\"margin: 0px;padding: 0px;font-size: 14px;\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<blockquote class='keep-source'>\n<p>\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff1a                         \u96c6\u667a\u4ff1\u4e50\u90e8                      <\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u5927\u5bb6\u597d\uff0c\u5e74\u524d\u5f69\u4e91\u79d1\u6280\u5c31\u7206\u51fa\u91cd\u78c5\u6d88\u606f\uff0c\u8096\u8fbe\u3001\u5ed6\u82e5\u96e8\u548c\u8881\u884c\u8fdc\u7684\u8bba\u6587\u300aImproving the Universality and Learnability of Neural Programmer-Interpreters with Combinator Abstraction\u300b\u88ab\u56fd\u9645\u9876\u7ea7\u5b66\u672f\u4f1a\u8baeICL&#8230;<\/p>\n","protected":false},"author":1,"featured_media":2969,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[26],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/2968"}],"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"}],"author":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2968"}],"version-history":[{"count":1,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/2968\/revisions"}],"predecessor-version":[{"id":2984,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/2968\/revisions\/2984"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/2969"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2968"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2968"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2968"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=2968"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}