{"id":15298,"date":"2019-04-08T00:00:50","date_gmt":"2019-04-07T16:00:50","guid":{"rendered":"http:\/\/swarma.org\/?p=15298"},"modified":"2019-05-04T21:24:55","modified_gmt":"2019-05-04T13:24:55","slug":"c922534b49","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=15298","title":{"rendered":"\u7ea4\u7ef4\u4e1b\u7406\u8bba\u89e3\u51b3\u795e\u7ecf\u7f51\u7edc\u7684\u201c\u707e\u96be\u6027\u9057\u5fd8\u201d\u95ee\u9898"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<section class=\"XiGuaChajian\"><\/section>\n<div class=\"post-image\"><img class=\"rich_pages\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma4-1554716820-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<p><strong><span>\u83ab\u6bd4\u4e4c\u65af\u5e26\uff1a\u4e00\u4e2a\u7ecf\u5178\u7684\u7ea4\u7ef4\u4e1b\u4f8b\u5b50 | \u00a9sciencenet<\/span><\/strong><\/p>\n<section>\n<section class=\"mpa-template\">\n<section class=\"\">\n<section><span><strong><span>\u5bfc\u8bed<\/span><\/strong><\/span><\/section>\n<section>\n<section>\n<section>\n<p style=\"clear: both;min-height: 1em\"><span><span>\u6700\u8fd1\u53d1\u8868\u5728arxiv.org\u4e0a\u7684\u4e00\u7bc7\u8bba\u6587\uff0c\u63d0\u51fa\u4e00\u79cd\u5c06\u5b66\u4e60\u7cfb\u7edf\u770b\u4f5c\u4e00\u4e2a\u7ea4\u7ef4\u4e1b\uff08Fiber Bundle\uff09\u7684\u901a\u7528\u5b66\u4e60\u6a21\u578b\u3002\u901a\u8fc7\u5728\u4e00\u7cfb\u5217\u673a\u5668\u5b66\u4e60\u7684\u5b9e\u9a8c\u4e2d\u5c06\u6587\u7ae0\u63d0\u51fa\u7684\u6a21\u578b\u4e0e\u4f20\u7edf\u6a21\u578b\u7684\u5b66\u4e60\u80fd\u529b\u8fdb\u884c\u5bf9\u6bd4\uff0c\u4f5c\u8005\u53d1\u73b0\u65b0\u6a21\u578b\u4e0d\u4ec5\u6709\u7740\u6781\u4f73\u7684\u8fde\u7eed\u5b66\u4e60\u80fd\u529b\uff0c\u800c\u4e14\u5177\u6709\u5f88\u5927\u7684\u4fe1\u606f\u5bb9\u91cf\u3002<\/span><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px\">\n<section>\n<blockquote class=\"js_blockquote_wrap\">\n<section class=\"js_blockquote_digest\">\n<section>\n<p style=\"margin-left: 8px;margin-right: 8px\"><span>\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n<h1 class=\"title mathjax\" style=\"margin-left: 8px;margin-right: 8px\"><span>Realizing Continual Learning through Modeling a Learning System as a Fiber Bundle<\/span><\/h1>\n<p style=\"margin-left: 8px;margin-right: 8px\"><span>\u8bba\u6587\u5730\u5740\uff1a<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px\"><span>https:\/\/arxiv.org\/abs\/1903.03511<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px\"><span><\/span><\/p>\n<\/section>\n<p>\u4eba\u7c7b\u5927\u8111\u5929\u751f\u5c31\u6709\u4e00\u79cd\u53eb\u505a\u8fde\u7eed\u5b66\u4e60\uff08Continual Learning\uff09\u7684\u80fd\u529b\uff0c\u7136\u800c\u76ee\u524d\u7684\u4e3b\u6d41\u795e\u7ecf\u7f51\u7edc\u5b58\u5728\u4e00\u79cd\u53eb\u505a<strong><span>\u707e\u96be\u6027\u9057\u5fd8\uff08Catastrophic Forgetting\uff09<\/span><\/strong>\u7684\u95ee\u9898\u3002\u6240\u8c13\u707e\u96be\u6027\u9057\u5fd8\uff0c\u5373\u7a81\u7136\u548c\u5145\u5206\u5730\u5b66\u4e60\u4e00\u5957\u65b0\u7684\u6a21\u5f0f\uff0c\u4f1a\u5bfc\u81f4\u5b8c\u5168\u9057\u5fd8\u5df2\u7ecf\u5b66\u4e60\u8fc7\u7684\u6a21\u5f0f\u3002<\/p>\n<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e00\u79cd\u5c06\u5b66\u4e60\u7cfb\u7edf\u770b\u4f5c\u4e00\u4e2a\u7ea4\u7ef4\u4e1b\uff08Fiber Bundle\uff09\u7684\u901a\u7528\u5b66\u4e60\u6a21\u578b\u3002\u901a\u8fc7\u5728\u4e00\u7cfb\u5217\u673a\u5668\u5b66\u4e60\u7684\u5b9e\u9a8c\u4e2d\u5c06\u6587\u7ae0\u63d0\u51fa\u7684\u6a21\u578b\u4e0e\u4f20\u7edf\u6a21\u578b\u7684\u5b66\u4e60\u80fd\u529b\u8fdb\u884c\u5bf9\u6bd4\uff0c\u4f5c\u8005\u53d1\u73b0\u65b0\u6a21\u578b\u4e0d\u4ec5\u4ec5\u6709\u7740\u6781\u4f73\u7684\u8fde\u7eed\u5b66\u4e60\u80fd\u529b\uff0c\u800c\u4e14\u5177\u6709\u5f88\u5927\u7684\u4fe1\u606f\u5bb9\u91cf\u3002<\/p>\n<\/p>\n<p>\u6b64\u5916\u4f5c\u8005\u53d1\u73b0\uff0c\u5728\u67d0\u4e9b\u5b66\u4e60\u60c5\u666f\u4e0b\uff0c\u5047\u5982\u6211\u4eec\u8ba9\u6a21\u578b\u80fd\u591f\u5bf9\u65f6\u95f4\u4ea7\u751f\u610f\u8bc6\uff08\u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u5927\u8111\u7684\u60c5\u666f\u8bb0\u5fc6\u673a\u5236\uff09\uff0c\u6a21\u578b\u7684\u8fde\u7eed\u5b66\u4e60\u80fd\u529b\u80fd\u591f\u8fdb\u4e00\u6b65\u5f97\u5230\u589e\u5f3a\u3002<\/p>\n<\/p>\n<p>\u6700\u540e\uff0c\u6587\u7ae0\u63d0\u51fa\u7684\u6a21\u578b\u7684\u9057\u5fd8\u6027\u8d28\u548c\u4eba\u7c7b\u8bb0\u5fc6\u7684\u9057\u5fd8\u6027\u8d28\u6709\u7740\u5f88\u597d\u7684\u5bf9\u5e94\u3002\u8fd9\u4e2a\u5de5\u4f5c\u6216\u8bb8\u80fd\u591f\u589e\u8fdb\u6211\u4eec\u5bf9\u4eba\u7c7b\u5927\u8111\u5b66\u4e60\u673a\u5236\u7684\u8ba4\u8bc6\u3002<\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u4ec0\u4e48\u662f\u7ea4\u7ef4\u4e1b\uff1f<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p>\u7ea4\u7ef4\u4e1b\u662f\u4e00\u79cd\u6ee1\u8db3\u7279\u5b9a\u7ea6\u675f\u6761\u4ef6\u7684\u6620\u5c04\u3002\u901a\u4fd7\u5730\u8bb2\uff0c\u7ea4\u7ef4\u4e1b\u5c31\u50cf\u4e00\u628a\u68b3\u5b50\uff1a\u68b3\u5b50\u4e0a\u7684\u6bcf\u4e00\u6839\u7ea4\u7ef4\u6839\u636e\u67d0\u79cd\u76f8\u4f3c\u6027\u201c\u624e\u6839\u201d\u5728\u68b3\u5b50\u7684\u67c4\u4e0a\u7684\u67d0\u4e2a\u552f\u4e00\u7684\u70b9\u4e0a\u3002\u4ece\u6570\u5b66\u5efa\u6a21\u89d2\u5ea6\u6765\u770b\uff0c\u7ea4\u7ef4\u4e1b\u6709\u4e00\u4e2a\u7279\u70b9\uff0c\u5373\u5b83\u80fd\u6709\u6548\u800c\u81ea\u7136\u5730\u540c\u65f6\u5bf9\u5f3a\u5173\u8054\u548c\u5f31\u5173\u8054\u8fdb\u884c\u5efa\u6a21\uff1a\u6211\u4eec\u53ef\u4ee5\u7528\u4e0d\u540c\u7684\u7ea4\u7ef4\u6765\u8868\u8fbe\u4e24\u4e2a\u4e8b\u7269\u7684\u5dee\u5f02\uff0c\u800c\u7528\u5b83\u4eec\u5728\u68b3\u5b50\u67c4\u4e0a\u7684\u4f4d\u7f6e\u6765\u8868\u8fbe\u4e24\u4e2a\u4e8b\u7269\u7684\u76f8\u4f3c\u6027\u3002<\/p>\n<\/p>\n<p>\u6b64\u5916\uff0c\u5f53\u4e00\u4e2a\u51fd\u6570<span>\uff08\u4f8b\u5982\u4e00\u4e2a\u4f20\u7edf\u7684\u795e\u7ecf\u7f51\u7edc\uff09<\/span>\u53ea\u5728\u8f93\u5165\u53d8\u91cf<span>\uff08\u6570\u636e\uff09<\/span>\u7a7a\u95f4\u7684\u67d0\u4e2a\u5c40\u90e8\u6709\u6548\u65f6\uff0c\u7528\u7ea4\u7ef4\u4e1b\u6765\u5efa\u6a21\u662f\u6781\u4f73\u7684\u9009\u62e9\u3002\u8fd9\u4e9b\u6027\u8d28\uff0c\u6b63\u597d\u9002\u5e94\u4e8e\u673a\u5668\u5b66\u4e60\u91cc\u8fde\u7eed\u5b66\u4e60\u7684\u60c5\u666f\uff1a\u4e0d\u540c\u4efb\u52a1\u7684\u5b66\u4e60\u6570\u636e\u53ef\u80fd\u5dee\u5f02\u5f88\u5927\uff08\u5f31\u5173\u8054\uff09\uff0c\u800c\u540c\u4e00\u4efb\u52a1\u7684\u6570\u636e\u53ef\u80fd\u5177\u6709\u67d0\u79cd\u5f3a\u7684\u76f8\u4f3c\u6027<span>\uff08\u5f3a\u5173\u8054\uff09<\/span>\uff1b\u6b64\u5916\uff0c\u9002\u5408\u5904\u7406\u4efb\u52a1A\u7684\u795e\u7ecf\u7f51\u7edc\uff0c\u4e0d\u4e00\u5b9a\u9002\u5408\u5904\u7406\u4efb\u52a1B<span>\uff08\u5373\u5c40\u90e8\u6709\u6548\u6027\uff09<\/span>\u3002<\/p>\n<\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"rich_pages\" style=\"width: 90%;height: auto !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma3-1554716820.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p><span>FiberBundle | \u00a9phys.org<\/span><\/p>\n<section>\n<p><span><\/span><\/p>\n<blockquote class=\"js_blockquote_wrap\">\n<section class=\"js_blockquote_digest\">\n<section>\n<p><span>\u5173\u4e8e\u7ea4\u7ef4\u4e1b\uff08FiberBundle\uff09\u7684\u6570\u5b66\u5b9a\u4e49\uff0c\u611f\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u53c2\u7167\u7ef4\u57fa\u767e\u79d1:<\/span><\/p>\n<p><span>https:\/\/zh.wikipedia.org\/wiki\/%E7%BA%A4%E7%BB%B4%E4%B8%9B<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n<p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u4ecb\u7ecd\u6587\u7ae0\u6240\u7ed9\u51fa\u7684\u6a21\u578b\u7684\u7ec6\u8282\u3002<\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u4e00\u4e2a\u5177\u6709\u7ea4\u7ef4\u4e1b\u7ed3\u6784\u7684<\/strong><\/span><\/p>\n<p><span><strong>\u7b80\u5355\u7684\u5b66\u4e60\u6a21\u578b<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p class=\"xgj-cpc-banner-tip\">\n<p>\u6587\u7ae0\u7ed9\u51fa\u4e86\u4e00\u4e2a\u5177\u6709\u7ea4\u7ef4\u4e1b\u7ed3\u6784\u7684\u5b66\u4e60\u7cfb\u7edf\uff0c\u8be5\u7cfb\u7edf\u7684\u6982\u5ff5\u793a\u610f\u56fe\u5982\u4e0b\uff1a<\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"rich_pages\" style=\"width: 556px;height: 239px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma7-1554716821.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/p>\n<p><strong><span>\u4e0a\u56fe\u4e2dA\u56fe\u662f\u4f20\u7edf\u7684\u5b66\u4e60\u6a21\u578b\u7684\u793a\u610f\u56fe\uff0cB\u56fe\u662f\u6587\u7ae0\u63d0\u51fa\u7684\u5b66\u4e60\u6a21\u578b\u7684\u793a\u610f\u56fe\u3002\u7b80\u5355\u5730\u6765\u8bb2\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u6587\u7ae0\u63d0\u51fa\u7684\u5b66\u4e60\u6a21\u578b\u5bf9\u6bcf\u4e2a\u8f93\u5165\u6837\u672c\uff0c\u6839\u636e\u67d0\u79cd\u5b66\u4e60\u5f97\u5230\u7684\u8868\u5f81\u76f8\u4f3c\u6027\u7684\u7279\u5f81\u52a8\u6001\u5730\u751f\u6210\u4e00\u4e2a\u7406\u89e3\u5668\uff08interpretor\uff09\u6765\u5904\u7406\u8be5\u6837\u672c\u3002\u76f8\u6bd4\u800c\u8a00\uff0c\u4f20\u7edf\u7684\u5b66\u4e60\u6a21\u578b\uff0c\u7528\u540c\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\uff08\u6216\u51e0\u4e2a\u6709\u9650\u7684\u795e\u7ecf\u7f51\u7edc\u7ec4\u6210\u7684\u96c6\u7fa4\uff09\u6765\u5904\u7406\u6240\u6709\u6570\u636e\u6837\u672c\u3002<\/span><\/strong><\/p>\n<\/p>\n<p>\u57fa\u4e8e\u4ee5\u4e0a\u8ba4\u8bc6\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u7ea4\u7ef4\u4e1b\u795e\u7ecf\u7f51\u7edc\u5c42 (A simple bundle layer)\uff0c\u5176\u516c\u5f0f\u8868\u8ff0\u6458\u5f55\u5982\u4e0b\uff1a<\/p>\n<\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"rich_pages\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma5-1554716821.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u4ec0\u4e48\u662f\u60c5\u666f\u6846\u67b6\uff08Context Frame\uff09\uff1f<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p>\u901a\u4fd7\u5730\u8bb2\uff0c\u6240\u8c13\u7684\u60c5\u666f\u6846\u67b6\u5c31\u662f\u5bf9\u4e00\u4e2a\u4e8b\u4ef6\uff08\u6216\u4e00\u4e2a\u89c2\u6d4b\u6570\u636e\uff09\u7684\u7279\u6b8a\u6807\u8bb0\uff0c\u7c7b\u4f3c\u4e8e\u6211\u4eec\u5199\u8bb0\u53d9\u6587\u7684\u65f6\u95f4\u3001\u5730\u70b9\u3001\u4eba\u7269\u7b49\u7b49\u3002\u53c8\u4f8b\u5982\u201c\u82f1\u8bed\u201d\u65b9\u9762\u7684\u77e5\u8bc6\u548c\u201c\u6570\u5b66\u201d\u65b9\u9762\u7684\u77e5\u8bc6\u5177\u6709\u660e\u663e\u7684\u5dee\u5f02\uff0c\u90a3\u4e9b\u4e00\u4e2a\u7279\u5b9a\u9886\u57df\uff08\u6216\u5b66\u4e60\u4efb\u52a1\uff09\u6240\u7279\u6709\u7684\u7279\u5f81\uff0c\u4e5f\u53ef\u4ee5\u88ab\u8ba4\u4e3a\u662f\u4e00\u79cd\u60c5\u666f\u6846\u67b6\u3002\u8fd9\u4e9b\u60c5\u666f\u6846\u67b6\uff0c\u5bf9\u4e8e\u9632\u6b62\u9057\u5fd8\u548c\u957f\u671f\u8bb0\u5fc6\u7684\u5f62\u6210\u6709\u7740\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\u3002\u8bd5\u60f3\u4e00\u4e0b\uff0c\u5047\u5982\u6211\u4eec\u6ca1\u6709\u65f6\u95f4\u65b9\u9762\u7684\u89c9\u77e5\uff0c\u90a3\u4e48\u6211\u4eec\u6240\u6709\u5173\u4e8e\u4e2a\u4eba\u4eba\u751f\u9605\u5386\u7684\u8bb0\u5fc6\uff0c\u5c06\u4f1a\u662f\u4e00\u56e2\u6df7\u4e71\u3002\u6b63\u56e0\u5982\u6b64\uff0c\u6587\u7ae0\u4f5c\u8005\u7ed9\u5b66\u4e60\u6a21\u578b\u5f15\u5165\u4e00\u4e2a\u7b80\u6613\u7684\u201c\u751f\u7269\u949f\u201d\uff08Bioclock\uff09\uff0c\u8ba9\u6a21\u578b\u5bf9\u65f6\u95f4\u6709\u6240\u611f\u77e5\u3002<\/p>\n<\/p>\n<p>\u8be5\u751f\u7269\u949f\u7684\u6570\u5b66\u8868\u8ff0\u5982\u4e0b\uff1a<\/p>\n<\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"rich_pages\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma5-1554716821-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/p>\n<p>\u7b80\u5355\u5730\u5c06\uff0c\u5176\u7528\u67d0\u79cd\u5468\u671f\u6027\u51fd\u6570\u6765\u5bf9\u65f6\u95f4\u7f16\u7801\u3002\u7f16\u7801\u4e4b\u540e\uff0c\u6211\u4eec\u5728\u540e\u7eed\u7684\u5904\u7406\u4e2d\u5bf9\u7279\u5b9a\u65f6\u523b\u4e0b\u6240\u89c2\u6d4b\u5230\u7684\u6570\u636e\u589e\u52a0\u4e00\u4e2a\u8be5\u65f6\u523b\u7684\u7f16\u7801\u6807\u8bb0\uff0c\u7136\u540e\u4e0e\u5176\u4ed6\u72b6\u6001\u4fe1\u606f\u4e00\u540c\u4f5c\u4e3a\u4e3b\u795e\u7ecf\u7f51\u7edc\u7684\u8f93\u5165\u3002\u4e4b\u6240\u4ee5\u7528\u5468\u671f\u6027\u51fd\u6570\uff0c\u662f\u56e0\u4e3a\u5468\u671f\u6027\u51fd\u6570\u53ef\u4ee5\u5f88\u65b9\u4fbf\u5730\u5c06\u6570\u503c\u9650\u5b9a\u5728\u4e00\u5b9a\u7684\u8303\u56f4\u5185\uff0c\u80fd\u591f\u4fdd\u8bc1\u8bad\u7ec3\u7684\u7a33\u5b9a\u6027\uff08\u6b64\u5916\uff0c\u4e5f\u6709\u53ef\u80fd\u80fd\u591f\u6355\u6349\u6570\u636e\u91cc\u4e00\u4e9b\u6f5c\u5728\u7684\u5468\u671f\u6027\u89c4\u5f8b\uff09\u3002<\/p>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u4e3b\u8981\u5b9e\u9a8c\u7ed3\u679c<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 15px\"><strong><span>1. \u4fe1\u606f\u5bb9\u91cf<\/span><\/strong><\/span><\/p>\n<p>\u9996\u5148\uff0c\u4f5c\u8005\u5bf9\u6240\u63d0\u51fa\u7684\u6a21\u578b\u4ee5\u53ca\u4f20\u7edf\u7684\u6a21\u578b\u7684\u4fe1\u606f\u5bb9\u91cf\u8fdb\u884c\u4e86\u5bf9\u6bd4\u7814\u7a76\u3002\u5b9e\u9a8c\u7ed3\u679c\u5982\u4e0b\u5982\u6240\u793a\uff1a<\/p>\n<\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"rich_pages\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma5-1554716821.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/p>\n<p>\u7b80\u5355\u5730\u8bb2\uff0c\u4f5c\u8005\u901a\u8fc7\u5c06\u6240\u63d0\u51fa\u7684\u6a21\u578b\uff08Bundle\uff09\u4e0e\u7531\u4f20\u7edf\u7ebf\u6027\u5c42\u7b80\u5355\u5806\u780c\u800c\u6210\u7684\u591a\u5c42\u795e\u7ecf\u7f51\u7edc\uff08Multilayer Peceptrons, MLP\uff09\u5728\u4e00\u7ec4\u968f\u673a\u751f\u6210\u7684\u8bad\u7ec3\u6570\u636e\u4e0a\u8fdb\u884c\u5bf9\u6bd4\u8bad\u7ec3\uff0c\u53d1\u73b0\u5c3d\u7ba1\u5b8c\u6210\u76f8\u540c\u7684\u8bad\u7ec3\u6b21\u6570\uff08Epochs\uff09Bundle\u6a21\u578b\u8017\u65f6\u589e\u52a0\u4e862-4\u500d\uff0c\u4f46\u662f\u2014\u2014<\/p>\n<ol class=\"list-paddingleft-2\" style=\"list-style-type: decimal\">\n<li>\n<p><span style=\"letter-spacing: 0px\">\u8fbe\u5230\u76f8\u540c\u7684\u8bad\u7ec3\u7cbe\u5ea6\uff0cBundle\u6a21\u578b\u6bd4MLP\u6a21\u578b\u6240\u9700\u65f6\u95f4\u66f4\u77ed\uff1b<\/span><\/p>\n<\/li>\n<li>\n<p><span style=\"letter-spacing: 0px\">\u76f8\u540c\u7684\u8bad\u7ec3\u53c2\u6570\u6570\u76ee\u7684\u60c5\u51b5\u4e0b\uff0cBundle\u6a21\u578b\u80fd\u591f\u8fbe\u5230\u66f4\u9ad8\u7684\u6536\u655b\u7cbe\u5ea6\u3002<\/span><\/p>\n<\/li>\n<\/ol>\n<p><span style=\"letter-spacing: 0px\"><\/span><\/p>\n<p><span style=\"letter-spacing: 0px\">\u8fd9\u4e9b\u6697\u793a\u7740Bundle\u6a21\u578b\u5177\u6709\u66f4\u9ad8\u7684\u4fe1\u606f\u5bb9\u91cf\u3002<\/span><\/p>\n<p><span style=\"letter-spacing: 0px\"><\/span><\/p>\n<p><span style=\"font-size: 15px\"><strong><span>2. \u8fde\u7eed\u5b66\u4e60\u80fd\u529b<\/span><\/strong><\/span><\/p>\n<p><span style=\"font-size: 15px\"><strong><span><\/span><\/strong><\/span><\/p>\n<p>\u7136\u540e\uff0c\u4f5c\u8005\u901a\u8fc7\u4e00\u7cfb\u5b9e\u9a8c\u5bf9\u6587\u7ae0\u6240\u63d0\u51fa\u7684\u6a21\u578b\u4ee5\u53ca\u4f20\u7edf\u7684\u6a21\u578b\u7684\u8fde\u7eed\u5b66\u4e60\u80fd\u529b\u8fdb\u884c\u4e86\u5bf9\u6bd4\u6d4b\u8bd5\u3002\u5b9e\u9a8c\u7ed3\u679c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<section class=\"mpa-template\">\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"\" style=\"border-style: solid;border-width: 0px;width: 100%;height: auto !important\" width=\"69%\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma8-1554716822.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<\/section>\n<p>\u7b80\u5355\u5730\u6765\u8bb2\uff0c\u4f5c\u8005\u5c06\u672c\u6587\u63d0\u51fa\u7684\u6a21\u578b\uff08Bundle\uff09\u4e0e\u4f20\u7edf\u6a21\u578b\uff08MLP\uff09\u5728\u8fde\u7eed\u5b66\u4e60\u4efb\u52a1\uff08\u4f9d\u6b21\u5b66\u4e6010\u4e2a\u4e0d\u540c\u7684\u6570\u636e\u96c6\uff09\u4e2d\u7684\u8868\u73b0\u8fdb\u884c\u5bf9\u6bd4\u53d1\u73b0\uff1a<\/p>\n<\/p>\n<ol class=\"list-paddingleft-2\" style=\"list-style-type: decimal\">\n<li>\n<p>MLP\u6a21\u578b\u5b66\u4e86\u65b0\u4efb\u52a1\u5c31\u51e0\u4e4e\u628a\u65e7\u4efb\u52a1\u5fd8\u5f97\u7cbe\u5149\uff0c\u5373\u4fbf\u589e\u52a0\u91cd\u590d\u5b66\u4e60\u7684\u6b21\u6570\uff0c\u4e5f\u4e0d\u9876\u4ec0\u4e48\u7528\uff1b\u7136\u800c 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with spaced repetition\uff09\u80fd\u591f\u6709\u6548\u51cf\u5c11\u5b66\u4e60\u6240\u9700\u65f6\u95f4\uff0c\u7279\u522b\u662fBundle\u6a21\u578b\uff08\u56feD\uff09\u3002\u8fd9\u4e9b\u7ed3\u679c\u548c\u8ba4\u77e5\u79d1\u5b66\u91cc\u7684\u5b9e\u9a8c\u7ed3\u679c\u5f88\u597d\u5730\u543b\u5408\u3002<\/p>\n<\/li>\n<\/ol>\n<p><strong><span>3. \u589e\u5f3a\u5b66\u4e60\u4e2d\u7684\u5e94\u7528<\/span><\/strong><\/p>\n<p><strong><span><\/span><\/strong><\/p>\n<p>\u6700\u540e\uff0c\u4f5c\u8005\u5c06\u6240\u63d0\u51fa\u7684\u6a21\u578b\u5728\u589e\u5f3a\u5b66\u4e60\u4efb\u52a1\u4e2d\u8fdb\u884c\u4e86\u5bf9\u6bd4\u6d4b\u8bd5\u3002\u5b9e\u9a8c\u7ed3\u679c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<p style=\"text-align: center;margin-left: 8px;margin-right: 8px\"><img class=\"rich_pages\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma9-1554716822.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/p>\n<p><span style=\"letter-spacing: 0px\"><\/span><\/p>\n<p><span style=\"letter-spacing: 0px\">\u7b80\u5355\u5730\u6765\u8bb2\uff0c\u6587\u7ae0\u628a MLP \u548c Bundle \u5728\u4e24\u4e2a\u7ecf\u5178\u7684\u589e\u5f3a\u5b66\u4e60\u4efb\u52a1\u91cc\u8fdb\u884c\u4e86\u5bf9\u6bd4\u6d4b\u8bd5<\/span><span>\uff08<span style=\"letter-spacing: 0px;font-size: 15px;text-align: left\">LunarLander-v2\u7684\u52a8\u4f5c\u7a7a\u95f4\u662f\u79bb\u6563\u7684\uff0cPendulum-v0 \u7684\u52a8\u4f5c\u7a7a\u95f4\u662f\u8fde\u7eed\u7684<\/span>\uff09<\/span><span style=\"letter-spacing: 0px\"><span>\u3002<\/span>\u524d\u4eba\u7684\u7814\u7a76\u8868\u660e\uff0c\u4e3a\u4e86\u8fbe\u5230\u8f83\u597d\u7684\u5b66\u4e60\u6548\u679c\uff0c\u6211\u4eec\u6709\u5fc5\u8981\u5f15\u5165\u7ecf\u9a8c\u91cd\u6f14\uff08experience replay\uff09\uff1b\u800c\u5bf9\u4e8e\u52a8\u4f5c\u7a7a\u95f4\u662f\u8fde\u7eed\u7684\u60c5\u51b5\uff0c\u6211\u4eec\u5219\u66f4\u662f\u9700\u8981\u5f15\u5165\u4e00\u4e2a\u7f13\u6162\u66f4\u65b0\u7684\u76ee\u6807\u795e\u7ecf\u7f51\u7edc\uff08target network\uff09\u6765\u4fdd\u8bc1\u8bad\u7ec3\u7a33\u5b9a\u6027\u3002<\/span><\/p>\n<\/p>\n<p>\u4f5c\u8005\u4e3a\u4e86\u6d4b\u8bd5 Bundle \u8d85\u5f3a\u7684\u8fde\u7eed\u5b66\u4e60\u7684\u80fd\u529b\u662f\u5426\u80fd\u591f\u5e2e\u52a9\u589e\u5f3a\u5b66\u4e60\u7b97\u6cd5\u907f\u514d\u8fd9\u4e9b\u989d\u5916\u7684\u9700\u6c42\uff0c\u5bf9\u6bd4\u7814\u7a76\u4e86\u4e24\u4e2a\u6a21\u578b\u5728\u4e0d\u5141\u8bb8\u7ecf\u9a8c\u91cd\u6f14\u3001\u5141\u8bb8\u4e00\u5b9a\u7a0b\u5ea6\u7684\u7ecf\u9a8c\u91cd\u6f14\u3001\u4ee5\u53ca\u6ca1\u6709\u76ee\u6807\u795e\u7ecf\u7f51\u7edc\u7684\u60c5\u51b5\u4e0b\u7684\u8868\u73b0\u3002<span style=\"letter-spacing: 0px\">\u4f5c\u8005\u53d1\u73b0\u2014\u2014<\/span><\/p>\n<p><span style=\"letter-spacing: 0px\"><\/span><\/p>\n<ol class=\"list-paddingleft-2\" style=\"list-style-type: decimal\">\n<li>\n<p>Bundle \u6a21\u578b\u5b66\u4e60\u901f\u5ea6\u8981\u660e\u663e\u5feb\u4e8e MLP \u6a21\u578b\uff0c\u5e76\u4e14\u6709\u66f4\u5927\u6982\u7387\u6536\u655b\u5230\u66f4\u597d\u7684\u7ed3\u679c\u3002\u7279\u522b\u662f\u5bf9\u4e8e\u52a8\u4f5c\u7a7a\u95f4\u8fde\u7eed\u7684\u60c5\u51b5\uff0c\u5f53\u4e0d\u5f15\u5165 target \u7f51\u7edc\u65f6\uff0cMLP \u6a21\u578b\u51e0\u4e4e\u4e0d\u80fd\u5b66\u4e60\uff08\u5373\u4fbf\u589e\u52a0\u7ecf\u9a8c\u91cd\u6f14\u6240\u9700\u8981\u7684\u7f13\u5b58\u8bb0\u5fc6\u5927\u5c0f\u4e5f\u65e0\u6d4e\u4e8e\u4e8b\uff09\uff0c\u800c Bundle \u6a21\u578b\u5374\u53ef\u4ee5\u8f7b\u6613\u5730\u8fdb\u884c\u5b66\u4e60\u3002<\/p>\n<\/li>\n<li>\n<p>\u5f53\u7ecf\u9a8c\u91cd\u6f14\u53d7\u5230\u660e\u663e\u9650\u5236\u65f6\uff0cMLP \u6a21\u578b\u5448\u73b0\u51fa\u660e\u663e\u7684\u5468\u671f\u6027\u7684\u9057\u5fd8\uff0c\u800c Bundle \u6a21\u578b\u5219\u80fd\u6301\u7eed\u5730\u8fdb\u6b65\u3002<\/p>\n<\/li>\n<li>\n<p>\u589e\u52a0\u7ecf\u9a8c\u91cd\u6f14\u6240\u7528\u7684\u7f13\u5b58\u5927\u5c0f\uff0c\u80fd\u591f\u6709\u6548\u5730\u6539\u5584 Bundle \u6a21\u578b\u7684\u5b66\u4e60\u6548\u679c\u3002\u7136\u800c\uff0c\u4f5c\u8005\u8ba4\u4e3a\uff0c\u5e76\u975e\u7f13\u5b58\u8d8a\u5927\u5c31\u8d8a\u597d\uff0c\u6709\u65f6\u5019\u6709\u9009\u62e9\u6027\u5730\u7ee7\u627f\u548c\u9057\u5fd8\u6bd4\u4ec0\u4e48\u90fd\u8bb0\u4f4f\u5728\u5b66\u4e60\u4e0a\u80fd\u66f4\u6709\u6548\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u6240\u6d4b\u8bd5\u7684\u4efb\u52a1\u4e2d\uff0c\u5f15\u5165\u751f\u7269\u949f\u80fd\u8fdb\u4e00\u6b65\u6539\u5584\u5b66\u4e60\u7684\u6548\u679c\uff0c\u5c3d\u7ba1\u4f5c\u8005\u8ba4\u4e3a\u662f\u5426\u9700\u8981\u5f15\u5165\u5bf9\u65f6\u95f4\u7684\u611f\u77e5\u9700\u8981\u5177\u4f53\u60c5\u51b5\u5177\u4f53\u5206\u6790\u3002<\/p>\n<\/li>\n<\/ol>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u7ed3\u675f\u8bed<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p>\u4f5c\u8005\u8ba4\u4e3a\u6a21\u578b\u7684\u8fde\u7eed\u5b66\u4e60\u80fd\u529b\u5bf9\u4e8e\u5b9e\u73b0\u5f3a\u4eba\u5de5\u667a\u80fd\u81f3\u5173\u91cd\u8981\uff1b\u7136\u800c\u76ee\u524d\u8fd9\u9879\u5de5\u4f5c\u8fd8\u5f88\u521d\u6b65\uff0c\u8fd8\u6709\u5f88\u591a\u5f00\u653e\u6027\u8bfe\u9898\u6709\u5f85\u63a2\u8ba8\u3002<\/p>\n<\/p>\n<p>\u4f8b\u5982\uff0c\u5927\u8111\u662f\u5982\u4f55\u4ece\u751f\u7269\u5b66\u3001\u89e3\u5256\u5b66\u89d2\u5ea6\u5b9e\u73b0\u6587\u7ae0\u6240\u793a\u62d3\u6251\u7ed3\u6784\u7684\u529f\u80fd\u7684\uff1f\u57fa\u4e8e\u76ee\u524d\u63d0\u51fa\u7684\u6a21\u578b\uff0c\u6211\u4eec\u662f\u5426\u53ef\u4ee5\u8fdb\u4e00\u6b65\u7814\u7a76\u5982\u4f55\u9009\u62e9\u6027\u5730\u9057\u5fd8\uff0c\u4ee5\u6cbb\u6108\u5404\u79cd\u56e0\u4e0d\u597d\u7684\u8bb0\u5fc6\u800c\u5f62\u6210\u7684\u5fc3\u7406\u75be\u75c5\uff1f\u6211\u4eec\u662f\u5426\u4ee5\u8ba9\u673a\u5668\u5177\u6709\u4eba\u7c7b\u7684\u591a\u79cd\u611f\u5b98\uff0c\u5e76\u57fa\u4e8e\u672c\u6587\u63d0\u51fa\u7684\u6a21\u578b\u62d3\u6251\uff0c\u6784\u5efa\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\uff0c\u540c\u65f6\u5904\u7406\u591a\u6e20\u9053\u7684\u4fe1\u606f\uff0c\u4ee5\u81ea\u52a8\u5bf9\u4ed6\u4eec\u7684\u76f8\u5173\u6027\u8fdb\u884c\u63cf\u8ff0\uff1f\u662f\u5426\u6709\u6bd4\u7ea4\u7ef4\u4e1b\u66f4\u5408\u9002\u63cf\u8ff0\u4eba\u7c7b\u5927\u8111\u5b66\u4e60\u7cfb\u7edf\u7684\u7ed3\u6784\u2026\u2026<\/p>\n<\/p>\n<section class=\"mpa-template\">\n<section class=\"\" style=\"letter-spacing: 0.544px\">\n<section style=\"text-align: center\">\n<p style=\"margin: 0.5em 8px\">\n<section>\n<section><\/section>\n<section><\/section>\n<section style=\"clear: both\"><\/section>\n<section style=\"margin-top: -5px;margin-bottom: -5px;padding-right: 4px;padding-left: 4px\">\n<section>\n<section>\n<p><strong><span style=\"font-size: 16px\">\u540e\u8bb0&#8211;\u7814\u7a76\u590d\u6742\u7f51\u7edc\u4e0e<\/span><\/strong><\/p>\n<p><strong><span style=\"font-size: 16px\">\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u7684\u641e\u4e8b\u9752\u5e74<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<section><\/section>\n<section><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p>\u8fd8\u8bb0\u5f97\u90a3\u4e2a\u4e1a\u4f59\u65f6\u95f4\u5f04\u4e86\u4e2a<a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485569&amp;idx=1&amp;sn=10e96dfe2f02767624ea4286cf62545f&amp;chksm=e894520cdfe3db1a1b2a12c9eb66393b2b42507ccf9453911171590117b0d027627f80e266f5&amp;scene=21#wechat_redirect\" target=\"_blank\">AI-Reviser<\/a>\u82f1\u6587\u8bed\u6cd5\u4fee\u6539\u5668\u7684\u9752\u5e74\u5417\uff1f\u2014\u2014\u80fd\u8bb0\u5f97\u624d\u602a\uff01\u4ed6\u7a77\u5f97\u4e70\u4e0d\u8d77\u732b\u7cae\uff0c\u4e8e\u662f\u8fde\u670d\u52a1\u5668\u90fd\u5173\u4e86\u2014\u2014\u53ef\u662f\u5373\u4fbf\u5982\u6b64\uff0c\u4ed6\u4f9d\u65e7\u4e70\u4e0d\u8d77\u732b\u7cae\u3002\u4e3a\u4e86\u4e70\u732b\u7cae\uff0c\u771f\u53ef\u8c13\u662f\u715e\u8d39\u82e6\u5fc3\u2026\u2026<\/p>\n<\/p>\n<p><strong><span>\u7b2c\u4e00\u56de \u4e0d\u5982\u5f52\u53bb<\/span><\/strong><\/p>\n<\/p>\n<p>\u5ba4\u53cb\uff1a\u201c\u7f8e\u56fd\u591a\u597d\uff0c\u4f60\u5e72\u561b\u7b80\u5386\u90fd\u4e0d\u6295\u5c31\u76f4\u63a5\u56de\u56fd\uff1f\u201d<\/p>\n<p>\u9752\u5e74\uff1a\u201c\u6d6a\u8d39\u6d41\u91cf\u2026\u2026\u201d<\/p>\n<p>\u5ba4\u53cb\uff1a\u201c\u4e00\u8138\u61f5\u903c\u2026\u2026\u201d<\/p>\n<p>\u9752\u5e74\uff1a\u201c\u2026\u2026\u5176\u5b9e\u6211\u6295\u4e86\u4e00\u4efd\u7b80\u5386\uff0c\u8c37\u6b4c\u7684\u4eba\u5de5\u667a\u80fd\u2026\u2026\u201d<\/p>\n<p>\u5ba4\u53cb\uff1a\u201c\u4f60\u8fd9\u662f\u4f5c\u6b7b\u2026\u2026\u4e00\u4e2a\u7406\u8bba\u7269\u7406\u80cc\u666f\u7684\u53bb\u641e\u4eba\u5de5\u667a\u80fd\uff0c\u4f1a\u8bae\u8bba\u6587\u6ca1\u4e00\u7bc7\uff0c\u4eba\u5bb6\u7406\u90fd\u4e0d\u4f1a\u7406\u4f60\u2026\u2026\u201d<\/p>\n<p>\u9752\u5e74\uff1a\u201c\u8bf4\u7684\u5728\u7406\uff0c\u76f4\u63a5\u56de\u56fd\uff0c\u987a\u5e26\u8282\u7ea6OPT\u7533\u8bf7\u8d39400\u5200\uff01\u201d<\/p>\n<p>\u5ba4\u53cb\uff1a\u2026\u2026\uff08\u5ddd\u666e\u8138\uff09<\/p>\n<\/p>\n<p><span><strong>\u7b2c\u4e8c\u56de \u7ea2\u7816\u5e76\u8fdb<\/strong><\/span><\/p>\n<\/p>\n<p>\u4e2a\u628a\u6708\u540e\uff0c\u9752\u5e74\u79bb\u5f00\u4e86\u90a3\u6ee1\u662f\u9c9c\u82b1\u548c\u6d77\u9e1f\u7684\u5c0f\u5c9b\uff0c\u6765\u5230\u4e86\u5730\u7403\u7684\u53e6\u4e00\u8fb9\uff0c\u5728\u4e00\u4e2a\u7ea2\u7816\u5934\u780c\u6210\u7684\u5b9e\u9a8c\u5ba4\u91cc\uff0c\u641e\u8d77\u4e86\u4eba\u5de5\u667a\u80fd\u7b97\u6cd5\u3002<\/p>\n<\/p>\n<p>\u9752\u5e74\uff1a\u201c\u8fd9\u8fb9\u8fdb\u53e3\u732b\u65b9\u4fbf\u5417\uff1f\u201d<\/p>\n<p>\u540c\u4e8b\uff1a\u201c\u53bb\u5e7f\u4e1c\u5427\uff0c\u90a3\u91cc\u732b\u54aa\u8e72\u76d1\u65f6\u95f4\u6700\u77ed\u3002\u201d<\/p>\n<\/p>\n<p>\u4e8e\u662f\uff0c\u9752\u5e74\u54ac\u54ac\u7259\uff0c\u62fc\u4e86\u8840\u672c\u5728\u6df1\u5733\u6d77\u8fb9\u79df\u4e86\u4e00\u5957\u4e24\u5ba4\u4e00\u5385\u7684\u89c2\u666f\u623f\uff0c\u4e00\u95f4\u7559\u7ed9\u732b\uff0c\u4e00\u95f4\u81ea\u5df1\u7761\u3002\u4e3a\u4e86\u8ba9\u732b\u5403\u597d\u7761\u597d\u73a9\u597d\uff0c\u9752\u5e74\u4ece\u6b64\u5f00\u59cb\u4e86\u5357\u6f02\u6253\u5de5\u7684\u751f\u6daf\u3002<\/p>\n<\/p>\n<p><span><strong>\u7b2c\u4e09\u56de \u6ca1\u4e8b\u627e\u62bd<\/strong><\/span><\/p>\n<\/p>\n<p>\u9752\u5e74\u5f31\u5f31\u5730\u95ee\uff1a\u201c\u8001\u5e08\uff0c\u6211\u611f\u89c9\u76ee\u524d\u7684\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u548c Universal Approximation Theorem \u7684\u6570\u5b66\u5f62\u5f0f\u5e76\u4e0d\u76f4\u63a5\u5bf9\u5e94\u3002\u611f\u89c9\u4e0e\u4e4b\u76f4\u63a5\u5bf9\u5e94\u7684\u5e94\u8be5\u662f\u5f80\u5e7f\u5ea6\u8d70\u2026\u2026\u201d<\/p>\n<p>Boss \u4e00\u6123\uff1a\u201c\u600e\u4e48\u53ef\u80fd\uff1f\u4f60\u4e00\u5b9a\u662f\u770b\u82b1\u4e86\u773c\u4e86\u3002\u5982\u679c\u771f\u5982\u6b64\uff0c\u6709\u90a3\u4e48\u591a\u79d1\u5b66\u5bb6\u7814\u7a76\u4e86\u90a3\u4e48\u591a\u5e74\uff0c\u600e\u4e48\u4f1a\u6ca1\u4eba\u63d0\u51fa\u6765\uff1f\u201d<\/p>\n<p>\u9752\u5e74\uff1a\u201c\u662f\u554a\uff0c\u6211\u4e5f\u662f\u8fd9\u4e48\u60f3\u7684\uff0c\u6240\u4ee5\u624d\u60f3\u627e\u60a8\u8ba8\u8bba\u8ba8\u8bba\u3002\u662f\u4e0d\u662f\u4ed6\u4eec\u7684\u8111\u5b50\u53d1\u751f\u4e86\u7b80\u5e76\uff1f\u2026\u2026\u201d<\/p>\n<p>Boss\uff1a\u201c\u786e\u5b9a\u4e0d\u662f\u4f60\u7684\u8111\u5b50\u53d1\u751f\u4e86\u7ea0\u7f20 \uff1f\u2026\u2026\uff08\u6478\u6478\u72d7\u5934\uff09\u5e74\u8f7b\u4eba\uff0c\u522b\u6027\u6025\uff0c\u6162\u6162\u6765\u54c8\u3002\u201d<\/p>\n<\/p>\n<p>\u4e8e\u662f\u9752\u5e74\u9ed8\u9ed8\u5730\u6eda\u56de\u81ea\u5df1\u7684\u5b9e\u9a8c\u5ba4\uff0c\u505a\u4e86\u4e2a\u5b9e\u9a8c\uff0c\u53d1\u73b0\uff0c\u867d\u7136\u5f80\u5e7f\u5ea6\u8d70\u80fd\u5927\u5927\u589e\u52a0\u4fe1\u606f\u5bb9\u91cf\uff0c\u4f46\u5f88\u5bb9\u6613\u51fa\u73b0\u8fc7\u62df\u5408\u3002\u4e8e\u662f\uff0c\u5fcd\u75db\u628a\u624b\u7a3f\u6254\u8fdb\u4e86\u5783\u573e\u6876\uff08\u76f4\u81f3\u67d0\u4e00\u5929\uff0c\u53d1\u73b0\u539f\u6765\u8fd9\u662f\u7ea4\u7ef4\u4e1b\u795e\u7ecf\u7f51\u7edc\u201c\u9000\u5316\u201d\u540e\u7684\u4e00\u4e2a\u7279\u4f8b\uff09\u3002<\/p>\n<\/p>\n<p><span><strong>\u7b2c\u56db\u56de\uff1a\u8ba4\u771f\u8138<\/strong><\/span><\/p>\n<\/p>\n<p>\u5728\u63a5\u4e0b\u6765\u7684\u51e0\u5929\u91cc\uff0c\u4ed6\u90fd\u61d2\u5f97\u5199\u4ee3\u7801\uff0c\u5929\u5929\u8ddf\u5b66\u957f\u626f\u6de1\u3002\u626f\u6de1\u626f\u4e45\u4e86\uff0c\u7ec8\u89c9\u65e0\u5473\u3002\u4e8e\u662f\uff0c\u6446\u4e2a\u8ba4\u771f\u8138\u95ee\u5b66\u957f\uff1a\u201c\u673a\u5668\u5b66\u4e60\u91cc\u7684\u707e\u96be\u6027\u9057\u5fd8\uff08Catastrophic forgetting\uff09\u662f\u4ec0\u4e48\u4e1c\u4e1c\uff1f\u201d<\/p>\n<\/p>\n<p>\u5b66\u957f\uff1a\u201c\u5c31\u662f\uff0c\u4f60\u5b66\u4e86\u6570\u5b66\uff0c\u7136\u540e\u53bb\u5b66\u82f1\u8bed\uff0c\u4e8e\u662f\uff0c\u7b49\u4f60\u5b66\u4f1a\u82f1\u8bed\uff0c\u4f60\u7684\u6570\u5b66\u77e5\u8bc6\u5168\u5fd8\u4e86\uff01\u201d<\/p>\n<p>\u9752\u5e74\uff1a\u201c\u8fd9\u4e2a\u95ee\u9898\u4e25\u91cd\u5417\uff1f\u201d<\/p>\n<p>\u5b66\u957f\uff1a\u201c\u8fd9\u4e2a\u95ee\u9898\u975e\u5e38\u91cd\u8981\uff01\u662f\u76ee\u524d\u7684\u4e00\u4e2a\u7814\u7a76\u70ed\u70b9\uff0c\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\u5bf9\u5b9e\u73b0\u901a\u7528\u4eba\u5de5\u667a\u80fd\u81f3\u5173\u91cd\u8981\uff01<\/p>\n<p>\u9752\u5e74\uff1a\u4e24\u773c\u53d1\u5149\uff0c\u4ece\u6b64\u88ab\u95ee\u9898\u8ff7\u5f97\u4e0d\u7701\u4eba\u4e8b\u2026\u2026\u201d<\/p>\n<\/p>\n<p>\u2026\u2026<\/p>\n<\/p>\n<p><span><strong>\u7b2c\u4e94\u56de \u6b32\u54ed\u65e0\u6cea<\/strong><\/span><\/p>\n<\/p>\n<p>\u5b66\u957f\uff1a\u201c\u4f60\u6700\u8fd1\u6709\u8fdb\u5c55\u4e86\u5417\uff1f\u201d<\/p>\n<p>\u9752\u5e74\uff1a\u201c\u4f60\u8bf4\u4eba\u4e3a\u4ec0\u4e48\u80fd\u591f\u8fde\u7eed\u5b66\u4e60\u800c\u4e0d\u4f1a\u9057\u5fd8\uff1f\u201d<\/p>\n<p>\u5b66\u957f\uff1a\u201c\u4f60\u8fd9\u4e2a\u95ee\u9898\u592a\u6df1\u5965\u4e86\uff01\u201d<\/p>\n<p>\u9752\u5e74\uff1a\u201c\u4f60\u4e0d\u89c9\u5f97\u73b0\u5728\u7684\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u62d3\u6251\u6709\u95ee\u9898\u5417\uff1f\u4f60\u8bf4\u6709\u6ca1\u6709\u4e00\u79cd\u62d3\u6251\uff0c\u5b83\u80fd\u591f\u540c\u65f6\u517c\u987e\u5f3a\u76f8\u4e92\u4f5c\u7528\u548c\u5f31\u76f8\u4e92\u4f5c\u7528\uff0c\u54e6\u4e0d\uff0c\u6211\u662f\u8bf4\uff0c\u5f3a\u5173\u8054\u548c\u5f31\u5173\u8054\uff1f\u201d<\/p>\n<p>\u5b66\u957f\uff1a\u201c\u55ef\u2026\u2026\u597d\u95ee\u9898\uff0c\u6211\u5f97\u60f3\u60f3\u3002\u201d<\/p>\n<p>\uff08\u51e0\u5206\u949f\u8fc7\u53bb\u2026\u2026\uff09<\/p>\n<p>\u9752\u5e74\uff1a\u201c\u8fd9\u6837\u5427\uff0c\u6211\u5e2e\u4f60\u60f3\u4f60\u7684\u79d1\u7814\u95ee\u9898\uff0c\u4f60\u5e2e\u6211\u60f3\u8fd9\u4e2a\u3002\u6211\u5927\u8111CPU\u4e0d\u591f\u7528\u3002\u201d<\/p>\n<p>\u5b66\u957f\uff1a\u201c\u597d\u5440\uff01\u6211\u6700\u8fd1\u5728\u7814\u7a76#\uffe5\uff01#\uffe5#@\u2026\u2026#%\u201d<\/p>\n<p>\u9752\u5e74\uff1a#@\uff01%\uff01%\uff01@ \uff08\u4e24\u773c\u5192\u661f\u661f\uff0c\u5927\u8111\u76f4\u63a5\u53d1\u751f\u5185\u5b58\u6ea2\u51fa\u9519\u8bef\uff01\uff09<\/p>\n<\/p>\n<p>\u5c31\u8fd9\u6837\uff0c\u9752\u5e74\u6bcf\u5929\u90fd\u8ddf\u5b66\u957f\u5728\u98df\u5802\u8fb9\u559d\u7740\u9178\u5f97\u6253\u54c6\u55e6\u7684\u67e0\u6aac\u6c41\u8fb9\u626f\u6de1\u3002<\/p>\n<\/p>\n<p>\u9752\u5e74\u60f3\uff0c\u6216\u8bb8\u6211\u8be5\u95ee\u95ee\u5b66\u6821\u6570\u5b66\u7cfb\u7684\u8001\u5e08\u2026\u2026\u4e8e\u662f\u67e5\u4e86\u67e5\u6570\u5b66\u7cfb\u7684\u8001\u5e08\u80cc\u666f\uff0cOrz\uff0c\u90fd\u662f\u641e\u5e94\u7528\u7684\u2026\u2026\u201c\u6211\u9700\u8981\u61c2\u7406\u8bba\u6570\u5b66\u7684\uff01\uff01\u201d \u9752\u5e74\u6b32\u54ed\u65e0\u6cea\uff0c\u771f\u662f\u4e66\u5230\u7528\u65f6\u65b9\u6068\u5c11,\u4e8b\u975e\u7ecf\u8fc7\u4e0d\u77e5\u96be\uff01\u4e8e\u662f\uff0c\u4ed6\u5199\u90ae\u4ef6\u8be2\u95ee\u6570\u5b66\u7cfb\u7684\u8d1f\u8d23\u4eba\uff0c\u6709\u6ca1\u6709\u61c2\u7406\u8bba\u7684\u2014\u2014\u770b\u90fd\u4e0d\u7528\u770b\u2014\u2014\u679c\u771f\u6ca1\u4eba\u642d\u7406\uff01<\/p>\n<\/p>\n<p><span><strong>\u7b2c\u516d\u56de Babysitter<\/strong><\/span><\/p>\n<\/p>\n<p>\u8001\u677f\uff1a\u201c\u4f60\u6700\u8fd1\u662f\u4ec0\u4e48\u56de\u4e8b\uff1f\u7cfb\u91cc\u5f00\u4f1a\u8981\u4f60\u53bb\u5e2e\u5fd9\uff0c\u7ed9\u4f60\u53d1\u4e86\u51e0\u5c01\u90ae\u4ef6\u4e5f\u4e0d\u56de\uff0c\u5927\u5bb6\u90fd\u53bb\u5e2e\u5fd9\u5c31\u4f60\u4e0d\u53bb\uff0c\u4f60\u8fd9\u6837\u592a\u81ea\u6211\u4e86\u5427\uff01\u201d<\/p>\n<p>\u9752\u5e74\u4e00\u8138\u61f5\u903c\uff0c\u9ed8\u9ed8\u70b9\u5f00\u90ae\u7bb1\uff0c\u5fc3\u91cc\u4e00\u4e07\u53ea\u8349\u6ce5\u9a6c\u547c\u5578\u800c\u8fc7\uff1a\u201cW\u2026\uff01\u8fd9\u4e48\u591a\u90ae\u4ef6\u6211\u600e\u4e48\u4e00\u5c01\u4e5f\u6ca1\u6ce8\u610f\u5230\uff01\u201d<\/p>\n<p>\u9752\u5e74\uff1a\u201c\u5b9e\u5728\u4e0d\u662f\u6545\u610f\u7684\uff0c\u6211\u7684\u5927\u8111\u53d1\u751f\u4e86\u707e\u96be\u6027\u9057\u5fd8\uff01\u6c42\u4f53\u7f5a\uff0c\u6c42\u6263\u5de5\u8d44\uff01\u201d<\/p>\n<p>\u8001\u677f\uff1a\u201c\u4f60\u8fd9\u4e48\u5927\u7684\u4eba\u4e86\u8fd8\u9700\u8981babysitter\uff01\u201d<\/p>\n<p>\u9752\u5e74\uff1a\u201c\u8fd8\u597d\uff0c\u6211\u81f3\u5c11\u6ca1\u628aIPhone\u716e\u4e86\u5403\u3002\u201d<\/p>\n<p>\u8001\u677f\uff1a\u2026\u2026<\/p>\n<\/p>\n<p>\uff08\u4e09\u4e2a\u6708\u540e\uff09<\/p>\n<\/p>\n<p>\u9752\u5e74\uff1a\u201c\u8001\u677f\uff01\u8fd9\u662f\u6211\u5199\u7684\u521d\u7a3f\uff01\u8bf7\u591a\u6307\u6559\uff01\u201d<\/p>\n<p>\u8001\u677f\uff1a\u201c\u4f60\u8fd9\u5199\u7684\u662f\u4ec0\u4e48\u9b3c\uff0c\u4f60\u77e5\u9053\u600e\u4e48\u5199\u8bba\u6587\u5417\uff1f\u4f60\u53bb\u770b\u770b\u4eba\u5bb6IEEE\u7684\u8bba\u6587\u600e\u4e48\u5199\u7684\u3002\u201d<\/p>\n<p>\u9752\u5e74\uff1a\u201c\u6211\u80fd\u4e0d\u6295IEEE\u5417\uff1f\u201d<\/p>\n<p>\u8001\u677f\uff1a\u2026\u2026<\/p>\n<\/p>\n<p><span><strong>\u7b2c\u4e94\u56de \u544a\u8001\u8fd8\u4e61<\/strong><\/span><\/p>\n<p>\uff08\u534a\u5e74\u540e\uff09<\/p>\n<\/p>\n<p>\u9752\u5e74\uff1a\u201c\u8001\u677f\uff01\u6211\u60f3\u4e86\u60f3\uff0c\u8bba\u6587\u5dee\u4e0d\u591a\u5b8c\u6210\u4e86\uff0c\u6211\u8981\u63d0\u524d\u79bb\u5f00\u4e86\uff01\u201d<\/p>\n<p>\u8001\u677f\uff1a\u201c\u4f60\u60f3\u8981\u53bb\u505a\u5565\uff1f\u662f\u4e0d\u662f\u5728\u8fd9\u91cc\u5f85\u7740\u6709\u4ec0\u4e48\u4e0d\u9002\u5e94\u7684\uff1f\u201d<\/p>\n<p>\u9752\u5e74\uff1a\u201c\u4e0d\u662f\uff0c\u6211\u5e74\u7eaa\u4e00\u5927\u628a\u4e86\uff0c\u4e00\u76f4\u5728\u5916\u5954\u6ce2\uff0c\u8981\u544a\u8001\u8fd8\u4e61\uff0c\u56de\u5bb6\u966a\u7236\u6bcd\u548c\u8001\u4eba\uff01\u201d<\/p>\n<p>\u8001\u677f\uff1a\u201c\uff08W\u2026\uff01\u4f60\u8fd8\u8001\u2026\u2026\u5f3a\u989c\u5fae\u7b11\uff09\u6211\u4eec\u8fd9\u6b63\u9700\u8981\u4f60\u8fd9\u6837\u7684\u4eba\uff0c\u4f55\u51b5\u4f60\u6b64\u523b\u79bb\u5f00\uff0c\u8fc7\u4e00\u9635\u5b50\u8981\u60f3\u518d\u91cd\u62fe\u79d1\u7814\uff0c\u4f1a\u4e0d\u4f1a\u8ddf\u4e0d\u4e0a\u6b65\u4f10\uff1f\u201d<\/p>\n<p>\u9752\u5e74\uff1a\u201c\u60a8\u653e\u5fc3\u5427\uff01\u60a8\u770b\u770b\u76ee\u524d\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u901f\u5ea6\u2014\u2014\u524d\u51e0\u4e2a\u6708\u5b66\u7684\uff0c\u8fd9\u4e2a\u6708\u5c31\u6dd8\u6c70\u4e86\uff0c\u7b49\u5c06\u6765\uff0c\u6211\u76f4\u63a5\u5b66\u6700\u65b0\u7684\u5c31\u597d\u4e86\uff01\u201d<\/p>\n<p>\u8001\u677f\uff1a\u201c\u8c8c\u4f3c\u8a00\u4e4b\u6709\u7406\uff01\u597d\u5427\uff0c\u6211\u4e0d\u7559\u4f60\uff0c\u7b49\u4f60\u54ea\u5929\u8fd8\u60f3\u641e\u79d1\u7814\u53ef\u4ee5\u8ddf\u6211\u8054\u7cfb\uff01\u201d<\/p>\n<\/p>\n<p>\u9752\u5e74\u5fc3\u60f3\uff0c\u5f97\u9047\u5982\u6b64\u5927\u5ea6\u4e4b\u8001\u677f\uff0c\u4e5f\u662f\u4e09\u751f\u6709\u5e78\u3002\u4e0d\u8fc7\u65e2\u7136\u9009\u62e9\u79bb\u5f00\uff0c\u5c31\u4e0d\u80fd\u72b9\u8c6b\u3002\u4e8e\u662f\uff0c\u9752\u5e74\u8f9c\u8d1f\u4e86\u7236\u6bcd\u548c\u5e08\u957f\u7684\u671f\u5f85\uff0c\u201c\u51c0\u8eab\u51fa\u6237\u201d\uff0c\u56de\u5230\u5bb6\u8fc7\u7740\u4e22\u4eba\u7684\u519c\u6c11\u751f\u6d3b\u3002\u732b\u4e5f\u64b8\u4e0d\u8d77\u4e86\uff0c\u7d22\u6027\u5728\u6df1\u5733\u7ed9\u4ed6\u627e\u4e86\u4e00\u6237\u4e0a\u597d\u4eba\u5bb6\u3002\u6bcf\u6bcf\u522b\u4eba\u95ee\u8d77\u4ed6\u7684\u7236\u6bcd \u201c\u4f60\u7684\u5a03\u56de\u56fd\u4e86\u5462\uff1f\u5728\u54ea\u4e0a\u73ed\uff1f\u201d\uff0c\u4ed6\u7236\u6bcd\u90fd\u652f\u652f\u543e\u543e\u5730\u56de\u7b54\uff0c\u201c\u5728\u2026\u2026\u9999\u6e2f\u201d\u3002\u53ef\u4ed6\u975e\u5f97\u6ca1\u4e8b\u627e\u4e8b\u8865\u4e00\u5200\uff0c\u8bf4\uff0c\u201c\u55ef\uff0c\u521a\u8f9e\u804c\uff0c\u76ee\u524d\u65e0\u4e1a\u6e38\u6c11\u4e00\u4e2a\u3002\u201d \u2014\u2014\u771f\u662f\u4e0d\u5b5d\uff01<\/p>\n<\/p>\n<p><span><strong>\u7b2c\u516d\u56de \u4e0d\u662f\u6545\u610f\u7684<\/strong><\/span><\/p>\n<\/p>\n<p>\u9752\u5e74\uff1a\u6211\u8981\u6362\u9a7e\u7167\uff0c\u9700\u8981\u6253\u5370\u51fa\u5165\u5883\u8bb0\u5f55\uff01<\/p>\n<p>\u51fa\u5165\u5883\u529e\u4e8b\u4eba\u5458\uff1a\u597d\u7684\uff0c\u7a0d\u7b49\u2026\u2026<\/p>\n<p>\uff08\u53ea\u542c\u89c1\uff0c\u5237\uff0c\u5237\uff0c\u5237\u2026\u2026\uff09<\/p>\n<p>\u65e0\u5904\u5883\u529e\u4e8b\u4eba\u5458\uff1aW\u2026?? \u8fd9\u4e48\u957f\u7adf\u7136\u65e0\u6cd5\u4e2d\u9014\u53d6\u6d88\u6253\u5370\uff01\uff01\u4e00\u5377\u6253\u5370\u7eb8\u5c31\u8fd9\u6837\u7ed9\u4f60\u5f04\u6ca1\u4e86\u2026\u2026\u4f60\u8fd9\u662f\u5565\u5440\u2026\u2026\u5165\u5883\u3001\u51fa\u5883\u3001\u5165\u5883\u3001\u51fa\u5883\u2026\u2026<\/p>\n<p>\u9752\u5e74\uff1a\u65e0\u8f9c\u644a\u624b<\/p>\n<section class=\"mpa-template\">\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u5bfb\u6c42\u5408\u4f5c\u8005\uff0c\u5171\u540c\u53d1Nature~<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><span style=\"letter-spacing: 0px\">\u7531\u4e8e\u4f5c\u8005\u77e5\u8bc6\u6c34\u5e73\u3001\u65f6\u95f4\u7cbe\u529b\u3001\u4ee5\u53ca\u5b9e\u9a8c\u6761\u4ef6\u7b49\u6709\u9650\uff0c\u76ee\u524d\u4ec5\u5728ArXiv\u548cNature\u7684MI\u5b50\u671f\u520a\u63d0\u4ea4\u4e86\u521d\u7a3f\u3002Nature \u5b50\u520a\u7684\u8bc4\u59d4\u5bf9\u6587\u7ae0\u7406\u8bba\u548c\u601d\u8def\u7684\u8bc4\u4ef7\u662f\u201dof great potential interest\u201d\uff0c<\/span><span>\u4f46\u8868\u793a\u6587\u7ae0\u5c1a\u7f3a\u4e4f\u4e00\u4e2a\u80fd\u8db3\u591f\u535a\u773c\u7403\u7684\u5e94\u7528<\/span><span style=\"letter-spacing: 0px\">\uff0c\u4e0d\u7136\u4f1a\u8003\u8651\u63a5\u6536\u6b64\u6587\u3002\u53ef\u60dc\u4f5c\u8005\u76ee\u524d\u5df2\u7ecf\u6682\u65f6\u6ca1\u6709\u94b1\u505a\u8fdb\u4e00\u6b65\u5b9e\u9a8c\u4e86\u5462\uff0c\u56e0\u6b64\uff0c\u6b22\u8fce\u6709\u94f6\u5b50\u53c8\u6709\u624d\u534e\u7684\u56e2\u961f\uff08\u5408\u4f5c\uff09\u5f04\u4e2a\u5f3a\u5e94\u7528\u53d1\u4e2a Nature \u73a9\u4e00\u4e0b\u3002\u6b64\u5916\u4f5c\u8005\u4e5f\u6b22\u8fce\u5bf9\uff08\u975e\u56db\u65cb\u7ffc\u7c7b\uff09\u98de\u884c\u5668\u975e\u5e38\u611f\u5174\u8da3\u7684\u5c0f\u4f19\u4f34\u6765\u52fe\u642d\u3002<\/span><\/p>\n<p><strong><span><\/span><\/strong><\/p>\n<p><strong><span>\u4f5c\u8005\u7b80\u4ecb<\/span><\/strong><\/p>\n<\/p>\n<div class=\"post-image\"><img class=\"rich_pages\" style=\"height: 177px;text-align: center;width: 556px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma9-1554716822.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<\/p>\n<p><strong><span>\u52fe\u642d\u65b9\u5f0f<\/span><\/strong><\/p>\n<p>\u4e2a\u4eba\u535a\u5ba2\uff1ahttps:\/\/zcao.info\/contact\/<\/p>\n<p>\u5fae\u4fe1\u53f7\uff1amorningmorningwind<\/p>\n<p style=\"margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 14px\"><\/span><\/p>\n<blockquote class=\"js_blockquote_wrap\">\n<section class=\"js_blockquote_digest\">\n<section>\n<p style=\"margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 14px\">\u4f5c\u8005\uff1a\u66f9\u632f\u5cf0<\/span><\/p>\n<p style=\"margin-left: 8px;margin-right: 8px\"><span style=\"font-size: 14px\">\u7f16\u8f91\uff1a\u738b\u6021\u853a<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n<section class=\"mpa-template\">\n<\/p>\n<section>\n<section>\n<section><strong><\/p>\n<p><span><strong>\u63a8\u8350\u9605\u8bfb<span><\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247494744&amp;idx=1&amp;sn=87fe6efe6ba6cbb774397700d3a059bd&amp;chksm=e897b6d5dfe03fc37507792aa70bcab49fa0406fead0c7c4179841a3bdd7edd2998f2eded029&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;letter-spacing: 2px\"><span style=\"letter-spacing: 2px\"><strong><span style=\"letter-spacing: 2px;font-size: 14px\">\u56fe\u7f51\u7edc\u91cd\u78c5\u7efc\u8ff0\uff1a\u57fa\u4e8e\u56fe\u7684\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5<\/span><\/strong><\/span><\/a><\/p>\n<p><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247491778&amp;idx=1&amp;sn=5926e4a6fd5b14730746f79056571d38&amp;chksm=e897ba4fdfe03359aa7062abf6cfd51066abec9d043791e03128ea92b09bc23a78cd7ff931d8&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;letter-spacing: 2px\"><span style=\"letter-spacing: 2px\"><strong><span style=\"letter-spacing: 2px;font-size: 14px\">\u7f51\u7edc\u79d1\u5b66\u5982\u4f55\u6253\u5f00\u6df1\u5ea6\u5b66\u4e60\u7684\u9ed1\u7bb1\uff1f<\/span><\/strong><\/span><\/a><\/p>\n<p><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247491642&amp;idx=2&amp;sn=465e42bdfd29c03f32184388e74f5b96&amp;chksm=e897bab7dfe033a16a14bd5df5d8f7bc36c4122bb9b221eb96cf1349da986626728398d02544&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;letter-spacing: 2px\"><span style=\"letter-spacing: 2px\"><strong><span style=\"letter-spacing: 2px;font-size: 14px\">\u4f5c\u4e3a\u590d\u6742\u7f51\u7edc\u7684\u6df1\u5ea6\u5b66\u4e60\u7cfb\u7edf<\/span><\/strong><\/span><\/a><\/p>\n<p><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489450&amp;idx=1&amp;sn=8a7ac5fffcf718d6fc0703496a097808&amp;chksm=e8944d27dfe3c431847df02ce21d59041497600c6c9d608326dab4f73fdb2cb1fa34c13ba0bb&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;letter-spacing: 2px\"><span style=\"letter-spacing: 2px\"><strong><span style=\"letter-spacing: 2px;font-size: 14px\">\u89e3\u6551\u6df1\u5ea6\u5b66\u4e60\u8fc7\u62df\u5408\u7684\u795e\u5668\uff1a\u975e\u7ebf\u6027\u7cfb\u6570<\/span><\/strong><\/span><\/a><\/p>\n<p><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487778&amp;idx=1&amp;sn=c2e77ec93213c4c63f57a777ff10e368&amp;chksm=e8944bafdfe3c2b9d66544dafe7403159473e8c94fd3bc513f5300c353bcec49c0c0b69797af&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"font-size: 14px;text-decoration: underline;letter-spacing: 2px\"><span style=\"letter-spacing: 2px\"><strong><span style=\"letter-spacing: 2px;font-size: 14px\">\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/span><\/strong><\/span><\/a><\/p>\n<section class=\"mpa-template\">\n<section class=\"\">\n<section class=\"\">\n<p style=\"clear: both;min-height: 1em\">\n<hr \/>\n<div class=\"post-image\"><img class=\"__bg_gif\" width=\"100%\" style=\"letter-spacing: 0.5px;height: auto !important;width: 64px !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma8-1554716822.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<p style=\"clear: both;min-height: 1em\">\n<section>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;text-align: center\">\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px\">\n<section>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 15px\">\n<section>\n<p><strong><span>\u96c6\u667a\u4ff1\u4e50\u90e8QQ\u7fa4\uff5c877391004<\/span><\/strong><\/p>\n<p><strong><span>\u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org<\/span><\/strong><\/p>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em\">\n<h1 style=\"margin-top: 10px;margin-bottom: 10px;font-weight: 400;font-size: 16px;line-height: 1.75em\"><strong><strong><span><span>\u25c6<\/span><span>\u25c6<\/span><span>\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<p><span><strong><span style=\"font-size: 14px\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<p><span><strong><span style=\"font-size: 14px\"><\/span><\/strong><\/span><\/p>\n<p><span><strong><span style=\"font-size: 14px\">\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n<section>\n<div class=\"post-image\"><img class=\"\" style=\"height: auto !important;width: 156px !important\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2019\/04\/swarma7-1554716823.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\" \/><\/div>\n<\/section>\n<p style=\"clear: both;min-height: 1em\"><span style=\"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<\/section>\n<\/section>\n<\/section>\n<blockquote class=\"keep-source\">\n<p>\u539f\u6587\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff08\u96c6\u667a\u4ff1\u4e50\u90e8\uff09\uff1a<a target=\"_blank\" href=\"http:\/\/mp.weixin.qq.com\/s?timestamp=1554717011&amp;src=3&amp;ver=1&amp;signature=cEpBTfGHTh1M0MdGdWnfyI0rm6j9*ZGigPSmuHMcWUxxKOm9ekJ8cFr8xIoKF7lZKkrTSnJPakXXJYy6*IZEjvZGbeRhEWgNZ9hHYV5V9bUBmUOFN-SsTUEM2Bt0QYxNGuBaHNU7mzNNVrPKtj6nx1BWmol5dO4vS3zmYnRDyk0=\">\u96c6\u667a<\/a><\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u83ab\u6bd4\u4e4c\u65af\u5e26\uff1a\u4e00\u4e2a\u7ecf\u5178\u7684\u7ea4\u7ef4\u4e1b\u4f8b\u5b50 | \u00a9sciencenet \u5bfc\u8bed \u6700\u8fd1\u53d1\u8868\u5728arxiv.org\u4e0a\u7684\u4e00\u7bc7\u8bba\u6587\uff0c\u63d0\u51fa\u4e00\u79cd\u5c06\u5b66\u4e60\u7cfb\u7edf\u770b\u4f5c\u4e00\u4e2a\u7ea4\u7ef4\u4e1b\uff08Fiber Bundle\uff09\u7684\u901a\u7528\u5b66\u4e60\u6a21\u578b\u3002\u901a\u8fc7\u5728\u4e00\u7cfb\u5217\u673a\u5668\u5b66\u4e60\u7684\u5b9e\u9a8c\u4e2d\u5c06\u6587\u7ae0\u63d0\u51fa\u7684\u6a21\u578b\u4e0e\u4f20\u7edf\u6a21\u578b\u7684\u5b66\u4e60\u80fd\u529b\u8fdb\u884c\u5bf9\u6bd4\uff0c\u4f5c\u8005\u53d1\u73b0\u65b0\u6a21\u578b\u4e0d\u4ec5\u6709\u7740\u6781\u4f73\u7684\u8fde\u7eed\u5b66\u4e60\u80fd\u529b&#8230;<\/p>\n","protected":false},"author":1,"featured_media":15300,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[19,18],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/15298"}],"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=15298"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/15298\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/15300"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=15298"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=15298"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=15298"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=15298"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}