{"id":7610,"date":"2017-03-10T01:00:00","date_gmt":"2017-03-09T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-06T00:36:29","modified_gmt":"2018-12-05T16:36:29","slug":"%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e4%b9%8b%e5%90%8e%ef%bc%9a%e7%bb%8f%e6%b5%8e%e6%8e%a8%e7%90%86%e4%b8%8e%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd-%e9%87%8d%e7%a3%85","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=7610","title":{"rendered":"\u6df1\u5ea6\u5b66\u4e60\u4e4b\u540e\uff1a\u7ecf\u6d4e\u63a8\u7406\u4e0e\u4eba\u5de5\u667a\u80fd | \u91cd\u78c5"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<section  style=\"display: none; height: 0px; margin-left: 1em; margin-right: 1em; letter-spacing: 1px;\"><\/section>\n<p style=\"margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px; display: none; line-height: 0px;\">\u200d<\/span><\/p>\n<p style=\"margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\"><\/span><\/p>\n<section  class=\"mpa-template\"  style=\"outline: none; margin-left: 1em; margin-right: 1em; letter-spacing: 1px;\">\n<section style=\"max-width: 100%; box-sizing: border-box; color: rgb(123, 12, 0); font-size: 16px; line-height: 25.6px; widows: 1; background-color: rgb(255, 255, 255); word-wrap: break-word !important; border-color: rgb(123, 12, 0);\">\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\">\n<section class=\"\" style=\"margin-top: 0.5em; margin-bottom: 0.5em; max-width: 100%; box-sizing: border-box; text-align: center; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\">\n<section style=\"margin-top: -5px; margin-bottom: -5px; padding-right: 4px; padding-left: 4px; max-width: 100%; box-sizing: border-box; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\">\n<section class=\"\" style=\"padding: 10px; max-width: 100%; box-sizing: border-box; border-width: 2px; border-style: solid; border-color: rgb(123, 12, 0); word-wrap: break-word !important;\">\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\">\n<p style=\"max-width: 100%; box-sizing: border-box; text-align: left; border-color: rgb(123, 12, 0); line-height: 2em; margin-bottom: 5px; margin-top: 5px; word-wrap: break-word !important;\"><span style=\"font-size: 14px;\"><strong><span style=\"font-size: 14px; color: rgb(0, 0, 17);\">\u63a8\u8350\u8bed\uff1a<\/span><\/strong><\/span><\/p>\n<p style=\"max-width: 100%; box-sizing: border-box; text-align: left; border-color: rgb(123, 12, 0); margin-top: 15px; line-height: 2em; margin-bottom: 5px; word-wrap: break-word !important;\"><span style=\"color: rgb(0, 0, 17); 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&nbsp;&nbsp;<\/span><\/p>\n<p style=\"text-align: right;\"><img    style=\"width: 34%; height: auto !important;\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534233935.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"text-align: right;\"><span style=\"color: rgb(0, 0, 17);\"><strong><span style=\"font-size: 14px;\">\u2014\u2014\u5f20\u6c5f<\/span><\/strong><\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section style=\"max-width: 100%; box-sizing: border-box; width: 9px; height: 9px; float: left; border-bottom: 2px solid rgb(123, 12, 0); border-left: 2px solid rgb(123, 12, 0); word-wrap: break-word !important; border-top-color: rgb(123, 12, 0); border-right-color: rgb(123, 12, 0);\"><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\"><br  \/><\/span><\/p>\n<p style=\"margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\"><\/span><\/p>\n<section  class=\"mpa-template\"  style=\"outline: none; margin-left: 1em; margin-right: 1em; letter-spacing: 1px;\">\n<p label=\"Copyright Jason Ng of Kenengba and knbknb\" style=\"max-width: 100%; clear: both; min-height: 1em; color: rgb(123, 12, 0); line-height: 25.6px; widows: 1; white-space: pre-wrap; background-color: rgb(255, 255, 255); border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; text-align: center;\"><span style=\"font-size: 24px;\"><strong>\u6458\u8981<\/strong><\/span><\/p>\n<p label=\"Copyright Jason Ng of Kenengba and knbknb\" style=\"max-width: 100%; clear: both; min-height: 1em; color: rgb(123, 12, 0); font-size: 16px; line-height: 25.6px; widows: 1; white-space: pre-wrap; background-color: rgb(255, 255, 255); box-sizing: border-box !important; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\"><br style=\"margin: 0px; padding: 0px; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\"  \/><\/p>\n<h3 label=\"Copyright Jason Ng of Kenengba and knbknb\" style=\"margin: -10px 0px 20px 10px; padding: 0px; font-weight: 400; font-size: 16px; max-width: 100%; box-sizing: border-box; word-wrap: break-word; white-space: normal; widows: 1; outline: none; line-height: 5px; color: rgb(123, 12, 0); border-left: 60px solid rgb(123, 12, 0); background: rgb(123, 12, 0); border-top-color: rgb(123, 12, 0); border-bottom-color: rgb(123, 12, 0); border-right-color: rgb(123, 12, 0);\">&nbsp; &nbsp;<\/h3>\n<\/section>\n<p style=\"margin: 15px 1em; line-height: 2em; letter-spacing: 1px; text-indent: 2em;\"><span style=\"font-size: 14px;\">\u5728\u4eba\u5de5\u667a\u80fd\uff08Artificial Intelligence, AI\uff09\u9886\u57df\u4e2d\uff0c\u4eba\u4eec\u6b63\u5728\u5efa\u7acb\u53ef\u4ee5\u611f\u77e5\u5468\u56f4\u73af\u5883\u3001\u4e3a\u8fbe\u5230\u7279\u5b9a\u76ee\u7684\u800c\u91c7\u53d6\u7406\u6027\u884c\u52a8\u7684\u667a\u80fd\u4e3b\u4f53\uff08agents\uff09\u3002\u6362\u53e5\u8bdd\u8bf4\uff0cAI\u7814\u7a76\u8005\u4eec\u6b63\u5728\u8bd5\u56fe\u5efa\u7acb\u4e00\u4e2a\u4eba\u9020\u7684\u201c\u7406\u6027\u7ecf\u6d4e\u4eba\u201d\uff08homo economicus\uff0c\u5373\u65b0\u53e4\u5178\u4e3b\u4e49\u7ecf\u6d4e\u5b66\u5851\u9020\u7684\u90a3\u4e2a\u795e\u5316\u822c\u5b8c\u7f8e\u7684\u7406\u6027\u7ecf\u6d4e\u4e3b\u4f53\uff09\u3002\u8fd9\u7bc7\u6587\u7ae0\u7efc\u8ff0\u4e86\u4eba\u4eec\u5728\u521b\u9020\u201c\u673a\u5668\u7ecf\u6d4e\u4eba\u201d\uff08machine economicus\uff09\u8fd9\u4e00\u65b0\u673a\u5668\u7269\u79cd\u65b9\u9762\u7684\u7814\u7a76\u8fdb\u5c55\uff0c\u5e76\u5bf9\u5982\u4f55\u6784\u5efa\u53ef\u5728\u7ecf\u6d4e\u5b66\u60c5\u5883\u4e0b\u8fdb\u884c\u6709\u6548\u63a8\u7406\u7684\u4eba\u5de5\u667a\u80fd\u6240\u9762\u4e34\u7684\u6311\u6218\u8fdb\u884c\u4e86\u6df1\u5165\u63a2\u8ba8\u3002\u5047\u5982AI\u5b9e\u73b0\u4e86\u8fd9\u4e00\u76ee\u6807\uff0c\u6216\u8005\u81f3\u5c11\u8db3\u591f\u63a5\u8fd1\u4e86\uff0c\u5373\u53ef\u4ee5\u7528\u7406\u6027\u4e3b\u4e49\u7684\u672f\u8bed\u53bb\u601d\u8003AI\u4e86\uff0c\u90a3\u4e48\u6211\u4eec\u5c31\u53ef\u4ee5\u8003\u91cf\u5982\u4f55\u4e3a\u591a\u4e3b\u4f53\u7cfb\u7edf\u8bbe\u8ba1\u4e92\u52a8\u89c4\u5219\u4ee5\u8868\u8fbe\u90a3\u4e9b\u7531AI\u6784\u6210\u7684\u7ecf\u6d4e\u7cfb\u7edf\u3002\u6211\u4eec\u4f1a\u53d1\u73b0\uff0c\u90a3\u4e9b\u6765\u6e90\u4e8e\u7ecf\u6d4e\u5b66\u7684\u89c4\u8303\u5316\uff08Normative\uff09\u8bbe\u8ba1\u7406\u8bba\u66f4\u9002\u5408AI\u4e3b\u4f53\u800c\u4e0d\u662f\u4eba\u7c7b\u4e3b\u4f53\u3002\u8fd9\u662f\u56e0\u4e3aAI\u53ef\u4ee5\u66f4\u597d\u5730\u7b26\u5408\u90a3\u4e9b\u7406\u60f3\u5316\u7684\u5047\u8bbe\uff0c\u5e76\u80fd\u591f\u9075\u5faa\u66f4\u65b0\u7684\u89c4\u5219\u548c\u6fc0\u52b1\u7cfb\u7edf\uff0c\u800c\u4e0d\u662f\u4e3a\u4e0d\u5b8c\u7f8e\u7406\u6027\u7684\u4eba\u91cf\u8eab\u5b9a\u5236\u7684\u89c4\u5219\u6765\u5b8c\u6210\u4e92\u52a8\u3002<\/span><\/p>\n<p style=\"text-indent: 32px; 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margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">\u5728\u201c\u673a\u5668\u7ecf\u6d4e\u4eba\u201d\u5df2\u7136\u6d6e\u51fa\u6c34\u9762\u4e4b\u9645\uff0c\u6211\u4eec\u5c06\u5173\u6ce8\u7ecf\u6d4e\u5b66\u548cAI\u4ea4\u53c9\u9886\u57df\u4e2d\u7684\u4e00\u4e9b\u6700\u91cd\u8981\u7684\u7814\u7a76\u65b9\u5411\u3002\u6211\u4eec\u5c06\u7b80\u8981\u63d0\u53caAI\u5e94\u7528\u5982\u4f55\u89e3\u51b3\u7ecf\u6d4e\u5b66\u4e0a\u7684\u4e00\u4e9b\u5e38\u89c1\u7684\u95ee\u9898\uff0c\u6bd4\u5982\u5339\u914d\u95ee\u9898\uff089\uff09\uff0c\u5e02\u573a\u6e05\u7b97\u95ee\u9898\uff0810\uff09\u548c\u667a\u80fd\u7535\u7f51\u7684\u5efa\u6a21\u95ee\u9898\uff0811\uff09\u3002\u6211\u4eec\u4e5f\u4f1a\u5c55\u793aAI\u662f\u5982\u4f55\u5728\u73b0\u5b9e\u4e2d\u5e94\u7528\u7ecf\u6d4e\u5b66\u7406\u8bba\u7684\uff1a\u6bd4\u5982\u591a\u4e3b\u4f53\u5b66\u4e60\u8fc7\u7a0b\u7684\u535a\u5f08\u65b9\u6cd5\uff0812\uff09\uff0c\u4ee5\u53ca\u591a\u4e3b\u4f53\u7cfb\u7edf\u7684\u6295\u7968\u8868\u51b3\u7a0b\u5e8f\uff0813\uff09\u3002<\/span><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\"><br  \/><\/span><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\"><\/span><\/p>\n<section  class=\"mpa-template\"  style=\"outline: none; margin-left: 1em; margin-right: 1em; letter-spacing: 1px;\">\n<p label=\"Copyright Jason Ng of Kenengba and knbknb\" style=\"max-width: 100%; clear: both; min-height: 1em; color: rgb(123, 12, 0); line-height: 25.6px; widows: 1; white-space: pre-wrap; background-color: rgb(255, 255, 255); border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; text-align: center;\"><span style=\"font-size: 24px;\"><strong>1.<\/strong><\/span><\/p>\n<p label=\"Copyright Jason Ng of Kenengba and knbknb\" style=\"max-width: 100%; clear: both; min-height: 1em; color: rgb(123, 12, 0); font-size: 16px; line-height: 25.6px; widows: 1; white-space: pre-wrap; background-color: rgb(255, 255, 255); box-sizing: border-box !important; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\"><br style=\"margin: 0px; padding: 0px; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\"  \/><\/p>\n<h3 label=\"Copyright Jason Ng of Kenengba and knbknb\" style=\"margin: -10px 0px 20px 10px; padding: 0px; font-weight: 400; font-size: 16px; max-width: 100%; box-sizing: border-box; word-wrap: break-word; white-space: normal; widows: 1; outline: none; line-height: 5px; color: rgb(123, 12, 0); border-left: 60px solid rgb(123, 12, 0); background: rgb(123, 12, 0); border-top-color: rgb(123, 12, 0); border-bottom-color: rgb(123, 12, 0); border-right-color: rgb(123, 12, 0);\">&nbsp; &nbsp;<\/h3>\n<p label=\"Copyright Jason Ng of Kenengba and knbknb\" style=\"margin: 20px; max-width: 100%; clear: both; min-height: 1em; widows: 1; white-space: pre-wrap; color: rgb(123, 12, 0); text-align: center; line-height: 1.5; background-color: rgb(255, 255, 255); border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"font-size: 18px;\"><strong>\u6784\u5efa\u201c\u673a\u5668\u7ecf\u6d4e\u4eba\u201d<\/strong><\/span><\/p>\n<\/section>\n<p style=\"text-indent: 32px; text-align: center; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\"><\/span><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">\u6784\u5efa\u7406\u6027\u7684AI\u63d0\u51fa\u4e86\u4e00\u7cfb\u5217\u6280\u672f\u6311\u6218\uff0c\u8fd9\u4e9b\u6311\u6218\u5728\u4ee5\u5f80\u4efb\u4f55\u793e\u4f1a\u79d1\u5b66\u7684\u7406\u6027\u4e3b\u4e49\u5efa\u6a21\u4e2d\u90fd\u6ca1\u6709\u63d0\u53ca\u3002\u5bf9\u7ecf\u6d4e\u5b66\u800c\u8a00\uff0c\u4e3b\u4f53\u6001\u5ea6\uff08\u4f8b\u5982\uff0c\u4fe1\u5ff5\u548c\u504f\u597d\uff09\u80cc\u540e\u7684\u7406\u6027\u662f\u4e00\u79cd\u6982\u5ff5\u6027\u7684\u62bd\u8c61\u3002\u7ecf\u6d4e\u5b66\u5bb6\u4e0d\u5fc5\u89e3\u91ca\u5982\u4f55\u7f16\u7801\u4e3b\u4f53\u7684\u201c\u80fd\u529b\u201d\u548c\u201c\u504f\u597d\u201d\uff0c\u4e5f\u4e0d\u5fc5\u8bf4\u660e\u4e3b\u4f53\u7684\u89c4\u5212\u4e0e\u884c\u52a8\u7b97\u6cd5\uff0c\u8fd9\u4e9b\u7b97\u6cd5\u5e94\u8be5\u5728\u4ee5\u5176\u8ba4\u77e5\u57fa\u7840\u4e3a\u6761\u4ef6\u6765\u6267\u884c\u7684\u3002<\/span><\/p>\n<p style=\"text-indent: 28px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">\u5c3d\u7ba1\u8bb8\u591aAI\u67b6\u6784\u786e\u5b9e\u76f4\u63a5\u4ee5\u547d\u9898\u3001\u76ee\u6807\u7b49\u7c7b\u4f3c\u6982\u5ff5\u8fdb\u884c\u8868\u5f81\uff0c\u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740AI\u8bbe\u8ba1\u9700\u8981\u76f4\u63a5\u5f15\u5165\u57fa\u4e8e\u7406\u6027\u6784\u9020\u7684\u6570\u636e\u7ed3\u6784\u3002\u8fd9\u6837\u7684\u8868\u793a\u53ef\u4ee5\u7b80\u5316AI\u7cfb\u7edf\u7684\u5206\u6790\u2014\u2014\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u8be2\u95ee\u4e00\u4e2a\u5728\u5177\u6709\u7a33\u5065\u6027\u7684\u903b\u8f91\u8868\u8fbe\u5f0f\u4e0a\u5de5\u4f5c\u7684\u63a8\u65ad\u7b97\u6cd5\u662f\u5426\u80fd\u591f\u4fdd\u8bc1\u6240\u6709\u7ed3\u8bba\u90fd\u9075\u5faa\u524d\u63d0\u3002\u540c\u6837\uff0c\u5982\u679cAI\u7684\u4fe1\u5ff5\u88ab\u7f16\u7801\u4e3a\u6982\u7387\u5206\u5e03\uff0c\u90a3\u4e48\u6211\u4eec\u53ef\u4ee5\u8be2\u95ee\u5b83\u662f\u5426\u4f1a\u6839\u636e\u8d1d\u53f6\u65af\u7406\u8bba\u548c\u89c2\u5bdf\u5230\u7684\u6b63\u786e\u4fe1\u606f\u6765\u66f4\u65b0\u5176\u201c\u4fe1\u5ff5\u201d\u3002\u7136\u800c\uff0c\u6211\u4eec\u5fc5\u987b\u5c0f\u5fc3\u6211\u4eec\u5bf9\u4e3b\u4f53\u6001\u5ea6\u7684\u7406\u89e3\u53ea\u662f\u5efa\u7acb\u5728\u5176\u5185\u90e8\u6570\u636e\u7ed3\u6784\u65b9\u9762\u3002\u51b3\u7b56\u4e2d\u7684\u7f3a\u9677\u6216\u8bb8\u610f\u5473\u7740\u8ba1\u7b97\u4e3b\u4f53\u6240\u6301\u6709\u7684\u201c\u4fe1\u5ff5\u201d\u3001\u8ffd\u6c42\u7684\u201c\u76ee\u6807\u201d\u5b9e\u8d28\u4e0a\u4e0e\u5b83\u4eec\u7684\u76f4\u63a5\u7f16\u7801\u5b58\u5728\u7740\u7cfb\u7edf\u6027\u5dee\u5f02\u3002<\/span><\/p>\n<p style=\"text-indent: 28px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">\u4e3a\u4e86\u8bf4\u660e\u8fd9\u79cd\u5dee\u5f02\uff0c\u8ba9\u6211\u4eec\u6765\u770b\u4e00\u4e2a\u4f8b\u5b50\uff0c\u5373\u673a\u5668\u5b66\u4e60\u7814\u7a76\u4eba\u5458\u4ece\u52a8\u7269\u5b66\u4e60\u4e2d\u501f\u9274\u7684\u201c\u5956\u52b1\u6210\u5f62\u201d\uff08reward&nbsp;shaping\uff09\u6982\u5ff5\uff0814\uff09\u3002\u5728\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0c\u4e3b\u4f53\u4f1a\u6839\u636e\u56de\u62a5\uff08\u5bf9\u4e3b\u4f53\u6240\u5728\u72b6\u6001\u548c\u884c\u52a8\u7684\u77ac\u65f6\u4f30\u503c\uff09\u6765\u5f97\u5230\u4e00\u4e2a\u7b56\u7565\u51fd\u6570\uff08\u4ece\u611f\u77e5\u5e8f\u5217\u5230\u884c\u52a8\u7684\u6620\u5c04\uff09\u3002\u4e00\u4e2a\u8bbe\u8ba1\u8005\u5728\u660e\u786e\u4e86\u8f93\u5165\u5956\u52b1\u7684\u60c5\u51b5\u4e0b\uff0c\u53ef\u4ee5\u901a\u8fc7\u5728\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u5851\u5f62\u5956\u52b1\u4fe1\u53f7\u6765\u66f4\u597d\u5730\u5411\u8bbe\u8ba1\u8005\u7684\u6700\u4f18\u76ee\u6807\u6536\u655b\uff0c\u4ece\u800c\u66f4\u6709\u6548\u5730\u8bad\u7ec3\u4e3b\u4f53\u3002\u6700\u4f18\u5956\u52b1\u6846\u67b6\uff0815\uff09\u53ef\u4ee5\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e00\u822c\u7684\u533a\u5206\u5956\u52b1\u89c4\u8303\u548c\u8bbe\u8ba1\u8005\u76ee\u6807\u7684\u89e3\u51b3\u65b9\u6848\u3002\u5982\u56fe1\u6240\u793a\uff0c\u5bf9\u4e3b\u4f53\u8f93\u5165\u7684\u6700\u4f73\u62a5\u916c\u901a\u5e38\u4e0e\u8bbe\u8ba1\u8005\u7684\u7406\u60f3\u62a5\u916c\u4e0d\u4e00\u81f4\u3002\u8fd9\u4e2a\u89c6\u89d2\u6709\u52a9\u4e8e\u89e3\u91ca\u5185\u5728\u52a8\u673a\uff08\u5982\uff1a\u597d\u5947\u5fc3\uff09\u5bf9\u4e00\u4e2a\u7075\u6d3b\u5b66\u4e60\u7684\u4e3b\u4f53\u6240\u8d77\u5230\u7684\u4f5c\u7528\u3002<\/span><\/p>\n<p style=\"text-indent: 28px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><br  \/><\/p>\n<p style=\"margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><img      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534233935.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 12px; color: rgb(136, 136, 136);\">\u56fe1: \u4e00\u4e2a\u53d7\u9650\u7684\u5f3a\u5316\u5b66\u4e60\u4e3b\u4f53\u5728\u4e00\u4e2a\u523b\u610f\u8bbe\u8ba1\u7684\u800c\u975e\u5ba2\u89c2\u7684\u56de\u62a5\u51fd\u6570\uff08\u5b83\u5b9e\u9645\u7684\u56de\u62a5\u51fd\u6570\uff09\u6307\u5bfc\u4e0b\u53ef\u4ee5\u8868\u73b0\u5f97\u66f4\u597d\u3002\u5de6\u56fe\u5c55\u793a\u4e86\u4e00\u4e2a\u7f51\u683c\u4e16\u754c\u8ffd\u9003\uff08\u53f3\uff09\u6a21\u578b\u7684\u8868\u73b0\u66f2\u7ebf\uff0c\u5176\u4e2d\u4e3b\u4f53\u7684\u89c6\u91ce\u53d7\u5230\u4e86\u5404\u79cd\u9650\u5236\uff0884\uff09\u3002\u9664\u975e\u4e3b\u4f53\u662f\u5b8c\u7f8e\u7406\u6027\u7684\uff08\u89c6\u91ce\u4e0d\u53d7\u9650\u5236\uff0c\u4f46\u8fd9\u5728\u5b9e\u9645\u4e2d\u4e0d\u592a\u53ef\u80fd\uff09\uff0c\u5426\u5219\u8bbe\u8ba1\u8005\u901a\u5e38\u53ef\u4ee5\u901a\u8fc7\u8ba9\u4e3b\u4f53\u76f4\u63a5\u4f18\u5316\u4e00\u4e2a\u66ff\u4ee3\u7684\u4f30\u503c\u51fd\u6570\u4ece\u800c\u5b9e\u73b0\u66f4\u597d\u7684\u8868\u73b0\u3002<\/span><\/p>\n<p style=\"text-indent: 28px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">\u867d\u7136\u5e76\u4e0d\u662f\u6240\u6709AI\u7814\u7a76\u4eba\u5458\u90fd\u91c7\u7528\u8bbe\u8ba1\u201c\u673a\u5668\u7ecf\u6d4e\u4eba\u201d\u7684\u65b9\u5f0f\uff08\u7279\u522b\u662f\u660e\u786e\u5730\u4f7f\u7528\u8fd9\u4e9b\u672f\u8bed\uff09\u6765\u89e3\u51b3\u95ee\u9898\uff0c\u4f46\u5728\u8fc7\u53bb\u51e0\u5341\u5e74\u7684\u65f6\u95f4\u91cc\uff0c\u8bb8\u591aAI\u7684\u8fdb\u5c55\u90fd\u53ef\u4ee5\u88ab\u7406\u89e3\u4e3a\u662f\u8ba9\u7406\u6027\u53ef\u64cd\u4f5c\u5316\uff08operationalizing rationality\uff09\u7684\u8fdb\u5c55\u3002\u4f8b\u5982\uff0c30\u5e74\u524d\u7684AI\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u907f\u514d\u4f7f\u7528\u6982\u7387\u63a8\u7406\uff0c\u4f46\u73b0\u5728\u5374\u5df2\u7ecf\u975e\u5e38\u666e\u904d\uff0c\u8fd9\u662f\u7531\u4e8e\u8d1d\u53f6\u65af\u7f51\u7edc\u548c\u76f8\u5173\u7684\u57fa\u4e8e\u6982\u7387\u56fe\u7684\u5f62\u5f0f\u6846\u67b6\u5f97\u5230\u4e86\u5927\u529b\u53d1\u5c55\u3002\u73b0\u5728\u7684\u6982\u7387\u5efa\u6a21\u8bed\u8a00\u5df2\u7ecf\u53ef\u4ee5\u652f\u6301\u4e00\u822c\u5173\u7cfb\u7684\u4e0d\u786e\u5b9a\u6027\u8868\u8fbe\uff0c\u8fd9\u5c31\u8d85\u51fa\u4e86\u5355\u7eaf\u7528\u547d\u9898\u505a\u8868\u8fbe\u7684\u9650\u5236\uff0816\uff09\u3002\u7edf\u8ba1\u65b9\u6cd5\u76ee\u524d\u5df2\u7ecf\u4e3b\u5bfc\u4e86\u673a\u5668\u5b66\u4e60\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0817,18\uff09\u9886\u57df\u3002\u540c\u6837\uff0c\u5bf9\u4e8e\u504f\u597d\u7684\u5904\u7406\uff08\u5305\u62ec\u4eceAI\u4e3b\u4f53\u8bbe\u8ba1\u8005\u90a3\u91cc\u663e\u793a\u5730\u83b7\u53d6\u504f\u597d\uff1b\u7d27\u51d1\u5730\u8868\u8fbe\u5728\u590d\u6742\u60c5\u5f62\u4e0b\u7684\u504f\u597d\uff0c\u5e76\u8ba9\u57fa\u4e8e\u504f\u597d\u7684\u63a8\u7406\u53ef\u6267\u884c\uff09\u4e5f\u5df2\u7ecf\u88ab\u89c6\u4e3aAI\u7684\u6807\u51c6\u914d\u7f6e\u3002\u201c\u89c4\u5212\u201d\uff0c\u5373AI\u7684\u4e00\u4e2a\u5b50\u5b66\u79d1\uff0c\u7814\u7a76\u5728\u65f6\u95f4\u4e4b\u4e0a\u7684\u884c\u52a8\uff0c\u73b0\u5728\u901a\u5e38\u88ab\u5f62\u5f0f\u5316\u4e3a\u4e00\u79cd\u5728\u53d7\u9650\u8d44\u6e90\uff0c\u5b58\u5728\u591a\u4e2a\u76ee\u6807\uff0c\u4ee5\u53ca\u52a8\u4f5c\u5177\u6709\u6982\u7387\u6548\u5e94\u7684\u60c5\u51b5\u4e0b\u7684\u4f18\u5316\u95ee\u9898\u3002<\/span><\/p>\n<p style=\"text-indent: 28px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">AI\u4f1a\u6210\u529f\u5730\u5f00\u53d1\u51fa\u7406\u60f3\u7684\u7406\u6027\u4e3b\u4f53\u5417\uff1f\u5c3d\u7ba1\u6211\u4eec\u52aa\u529b\u521b\u9020\u201c\u673a\u5668\u7ecf\u6d4e\u4eba\u201d\uff0c\u7edd\u5bf9\u5b8c\u7f8e\u7684\u7406\u6027\u5728\u6709\u9650\u7684\u8ba1\u7b97\u8d44\u6e90\u4e0b\u8fd8\u662f\u4e0d\u53ef\u80fd\u5b9e\u73b0\u7684\u3002\u66f4\u91cd\u8981\u7684\u95ee\u9898\u662fAI\u4e3b\u4f53\u662f\u5426\u4f1a\u4e0e\u7406\u60f3\u60c5\u51b5\u8db3\u591f\u63a5\u8fd1\u5462\uff1f\u73b0\u5728\u7684\u53d1\u5c55\u7684\u786e\u5df2\u7ecf\u5982\u6b64\u4e86\uff0c\u81f3\u5c11\u5728\u6709\u9650\u7684\u610f\u4e49\u4e0a\u662f\u3002\u6bcf\u5f53\u6211\u4eec\u5bf9\u6211\u4eec\u7684\u673a\u5668\u8fdb\u884c\u62df\u4eba\u5316\u63cf\u8ff0\u65f6\uff0c\u6211\u4eec\u57fa\u672c\u4e0a\u5c31\u5728\u5c06\u5b83\u4eec\u89c6\u4e3a\u7406\u6027\u7684\u4eba\uff0c\u5e76\u6839\u636e\u5b83\u4eec\u7684\u77e5\u8bc6\u3001\u76ee\u6807\u548c\u610f\u56fe\u7684\u6a21\u578b\u6765\u56de\u5e94\u4ed6\u4eec\u3002\u8fd9\u4e2a\u95ee\u9898\u7684\u4e00\u4e2a\u66f4\u7cbe\u70bc\u7684\u7248\u672c\u662f\uff0c\u5f62\u5f0f\u5316\u7684\u7406\u6027\u7406\u8bba\u5c06\u4f1a\u975e\u5e38\u597d\u5730\u9002\u7528\u4e8e\u7edd\u5bf9\u8bed\u5883\u4e0b\u7684AI\u4e3b\u4f53\u884c\u4e3a\uff0c\u6216\u5c06\u4e4b\u4e0e\u5e94\u7528\u5230\u4eba\u7c7b\u8eab\u4e0a\u7684\u60c5\u51b5\u8fdb\u884c\u6bd4\u8f83\u3002\u5c3d\u7ba1\u6211\u4eec\u5bf9\u7406\u6027\u7406\u8bba\u80fd\u591f\u591a\u597d\u5730\u523b\u753b\u4eba\u7c7b\u884c\u4e3a\u8fd8\u6ca1\u6709\u641e\u6e05\u695a\uff0c\u4f46\u5177\u6709\u8bbd\u523a\u610f\u5473\u7684\u662f\uff0c\u6211\u4eec\u6ce8\u610f\u5230\uff0c\u793e\u4f1a\u79d1\u5b66\u7406\u8bba\u53ef\u80fd\u4f1a\u66f4\u52a0\u5fe0\u5b9e\u4e8e\u975e\u4eba\u7c7b\u884c\u4e3a\u3002<\/span><\/p>\n<p style=\"text-indent: 28px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\"><\/span><\/p>\n<section  class=\"mpa-template\"  style=\"outline: none; margin-left: 1em; margin-right: 1em; letter-spacing: 1px;\">\n<p label=\"Copyright Jason Ng of Kenengba and knbknb\" style=\"max-width: 100%; clear: both; min-height: 1em; color: rgb(123, 12, 0); line-height: 25.6px; widows: 1; white-space: pre-wrap; background-color: rgb(255, 255, 255); border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; text-align: center;\"><span style=\"font-size: 24px;\"><strong>2.<\/strong><\/span><\/p>\n<p label=\"Copyright Jason Ng of Kenengba and knbknb\" style=\"max-width: 100%; clear: both; min-height: 1em; color: rgb(123, 12, 0); font-size: 16px; line-height: 25.6px; widows: 1; white-space: pre-wrap; background-color: rgb(255, 255, 255); box-sizing: border-box !important; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\"><br style=\"margin: 0px; padding: 0px; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\"  \/><\/p>\n<h3 label=\"Copyright Jason Ng of Kenengba and knbknb\" style=\"margin: -10px 0px 20px 10px; padding: 0px; font-weight: 400; font-size: 16px; max-width: 100%; box-sizing: border-box; word-wrap: break-word; white-space: normal; widows: 1; outline: none; line-height: 5px; color: rgb(123, 12, 0); border-left: 60px solid rgb(123, 12, 0); background: rgb(123, 12, 0); border-top-color: rgb(123, 12, 0); border-bottom-color: rgb(123, 12, 0); border-right-color: rgb(123, 12, 0);\">&nbsp; &nbsp;<\/h3>\n<p label=\"Copyright Jason Ng of Kenengba and knbknb\" style=\"margin: 20px; max-width: 100%; clear: both; min-height: 1em; widows: 1; white-space: pre-wrap; color: rgb(123, 12, 0); text-align: center; line-height: 1.5; background-color: rgb(255, 255, 255); border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"font-size: 18px;\"><strong>\u5173\u4e8e\u5176\u4ed6\u4e3b\u4f53\u7684\u63a8\u7406<\/strong><\/span><\/p>\n<\/section>\n<p style=\"text-indent: 28px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\"><\/span><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">\u4e3b\u4f53\u7406\u8bba\u5316\u7684\u95ee\u9898\u4e0d\u4ec5\u662f\u5b66\u672f\u95ee\u9898\u3002\u5982\u679c\u6211\u4eec\u53ef\u4ee5\u6784\u5efa\u4e00\u4e2aAI\u4e3b\u4f53\uff0c\u90a3\u4e48\u6211\u4eec\u5c31\u53ef\u4ee5\u6784\u5efa\u8bb8\u591a\u4e2a\u4eba\u5de5\u4e3b\u4f53\uff0c\u800c\u8fd9\u4e9bAI\u4e3b\u4f53\u4f1a\u50cf\u4eba\u4e00\u6837\u5bf9\u5176\u4ed6AI\u4e3b\u4f53\u8fdb\u884c\u63a8\u7406\u3002\u5bf9\u4e8e\u4e3a\u903c\u8fd1\u201c\u673a\u5668\u7ecf\u6d4e\u4eba\u201d\u800c\u8bbe\u8ba1\u7684AI\u4ee3\u7406\u800c\u8a00\uff0c\u5b83\u4eec\u5e94\u8be5\u5f7c\u6b64\u8ba4\u4e3a\u90fd\u662f\u7406\u6027\u7684\uff0c\u8fd9\u81f3\u5c11\u53ef\u4ee5\u4f5c\u4e3a\u4e00\u4e2a\u57fa\u7ebf\u5047\u8bbe\u3002\u8fd9\u4e9bAI\u4e3b\u4f53\u5c06\u91c7\u7528\u4e00\u79cd\u535a\u5f08\u8bba\u7684\u89c6\u89d2\u6765\u770b\u5f85\u4e16\u754c\uff0c\u5176\u4e2d\u4e3b\u4f53\u5bf9\u5f7c\u6b64\u7684\u884c\u4e3a\u505a\u51fa\u7406\u6027\u7684\u53cd\u5e94\uff0c\u8fd9\u4e00\u70b9\u4e5f\u5e94\u8be5\u88ab\uff08\u9012\u5f52\u5730\uff09\u5047\u5b9a\u662f\u5408\u7406\u7684\u3002\u7ed3\u679c\u662f\uff0c\u4e3b\u4f53\u5c06\u5e0c\u671b\u5b83\u4eec\u7684\u5171\u540c\u51b3\u7b56\u6ee1\u8db3\u67d0\u79cd\u5747\u8861\uff0c\u5c31\u50cf\u5728\u6807\u51c6\u7684\u7ecf\u6d4e\u5b66\u601d\u60f3\u4e2d\u4e00\u6837\u3002<\/span><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">\u73b0\u5728\u8d8a\u6765\u8d8a\u591a\u7684AI\u7814\u7a76\u5c06\u7ecf\u6d4e\u5747\u8861\u6a21\u578b\u5e94\u7528\u5230\u6d89\u53ca\u591a\u4e2a\u4e3b\u4f53\u7684\u60c5\u5883\u4e2d\uff0c\u5728\u8fd9\u91ccAI\u4e3b\u4f53\uff08\u6216AI\u4e0e\u4eba\u7c7b\u7684\u7ec4\u5408\uff09\u88ab\u5408\u7406\u5730\u5efa\u6a21\u4e3a\u8fd1\u4f3c\u7406\u6027\u7684\u3002\u8be5\u65b9\u6cd5\u53d6\u5f97\u4e86\u663e\u7740\u7684\u6210\u529f\uff0c\u81f3\u5c11\u5728\u4e00\u4e9b\u7279\u5b9a\u7684\u73af\u5883\u4e0b\u5b58\u5728\u4e00\u4e9b\u6b64\u524d\u63d0\u7684\u8bc1\u636e\u3002\u6b63\u5982\u5355\u4e00\u4e3b\u4f53\u7406\u6027\u4e0d\u9700\u8981\u6587\u732e\u4e2d\u7684\u6548\u7528\u8ba1\u7b97\u4e00\u6837\uff0c\u5747\u8861\u6a21\u578b\u7684\u9002\u7528\u6027\u4e5f\u4e0d\u9700\u8981\u4e3b\u4f53\u81ea\u8eab\u660e\u786e\u53c2\u4e0e\u5747\u8861\u63a8\u7406\u3002\u4f8b\u5982\uff0c\u5173\u4e8e\u535a\u5f08\u4e2d\u7684\u5b66\u4e60\uff08learning in&nbsp;game\uff09\u7684\u6587\u732e\uff0820\uff09\u5df2\u7ecf\u53d1\u73b0\u4e86\u5927\u91cf\u6709\u5173\u7b80\u5355\u7684\u9002\u5e94\u7b56\u7565\u4f1a\u6536\u655b\u4e8e\u7b56\u7565\u5e73\u8861\u7684\u6761\u4ef6\u3002\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u68c0\u67e5AI\u8bbe\u8ba1\u5e08\u4e3a\u7279\u5b9a\u4efb\u52a1\u6784\u5efa\u7684\u4e3b\u4f53\u6765\u8bc4\u4f30\u7ecf\u6d4e\u5efa\u6a21\u7684\u6709\u6548\u6027\u3002\u4f8b\u5982\uff0c\u5728\u4e00\u4e2a\u5bf9\u8d2d\u7269\u6e38\u620f\uff0821\uff09\u4e2d\u76f8\u4e92\u7ade\u4e89\u7684AI\u4ea4\u6613\u4e3b\u4f53\u7684\u7814\u7a76\u4e2d\uff0c\u4f7f\u7528\u6765\u81ea\u7ecf\u6d4e\u5b66\u7684\u6807\u51c6\u4ef7\u683c\u5747\u8861\u6a21\u578b\uff08\u5177\u4f53\u5730\uff0c\u74e6\u5c14\u62c9\u65af\u5747\u8861Walrasian equilibrium\uff09\u7684\u4e3b\u4f53\uff0c\u5728\u6ca1\u6709\u4f7f\u7528\u4efb\u4f55\u6570\u636e\u7684\u60c5\u51b5\u4e0b\uff0c\u5c31\u5b9e\u73b0\u4e86\u4e0e\u590d\u6742\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u76f8\u5f53\u7684\u9884\u6d4b\u7cbe\u5ea6\u3002<\/span><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">\u5728\u672c\u8282\u7684\u5176\u4f59\u90e8\u5206\uff0c\u6211\u4eec\u63cf\u8ff0\u4e86\u66f4\u591a\u4f8b\u5b50\uff0c\u5176\u4e2d\uff0c\u4ee5\u535a\u5f08\u8bba\u7b97\u6cd5\u4e3a\u5f62\u5f0f\u7684\u7ecf\u6d4e\u5efa\u6a21\u4e3aAI\u4e3b\u4f53\u63a8\u7406\u5176\u4ed6\u4e3b\u4f53\u63d0\u4f9b\u4e86\u6709\u6548\u7684\u65b9\u6cd5\u3002\u7b2c\u4e00\u4e2a\u4f8b\u5b50\u662f\u8ba1\u7b97\u673a\u6251\u514b\u3002\u867d\u7136\u6251\u514b\u4ec5\u4ec5\u662f\u4e00\u79cd\u4eba\u9020\u7684\u6e38\u620f\uff0c\u4eba\u4eec\u5374\u6295\u5165\u4e86\u5927\u91cf\u7684\u65f6\u95f4\u548c\u91d1\u94b1\u6765\u73a9\u5b83\u4ee5\u63d0\u751f\u81ea\u5df1\u7684\u6280\u80fd\u3002\u66f4\u91cd\u8981\u7684\u662f\u6251\u514b\u7684\u4e0d\u786e\u5b9a\u6027\u548c\u590d\u6742\u6027\u4f7f\u5b83\u6210\u4e3a\u5bf9AI\u6280\u672f\u7684\u4e00\u4e2a\u91cd\u8981\u6311\u6218\u3002\u65e9\u671f\u7684\u7814\u7a76\u65e8\u5728\u6355\u6349\u4e13\u4e1a\u73a9\u5bb6\u7684\u77e5\u8bc6\uff0822\uff09\uff0c\u4f46\u5728\u8fc7\u53bb\u7684\u5341\u5e74\u4e2d\uff0c\u535a\u5f08\u7406\u8bba\u7b97\u6cd5\u5360\u636e\u4e86\u4e3b\u5bfc\u5730\u4f4d\u3002&nbsp;\u4ece\u6280\u672f\u4e0a\u8bb2\uff0c\u6251\u514b\u662f\u4e00\u4e2a\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\uff0c\u6bcf\u4e2a\u73a9\u5bb6\u90fd\u77e5\u9053\u4ed6\u4eba\u4e0d\u77e5\u9053\u7684\u5386\u53f2\u7247\u6bb5\uff08\u53d1\u7ed9\u4ed6\u4eec\u7684\u724c\uff09\u3002&nbsp;\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u901a\u8fc7\u8f6c\u724c\u548c\u6295\u6ce8\uff0c\u4e0d\u786e\u5b9a\u6027\u90e8\u5206\u5f97\u5230\u6d88\u89e3\uff0c\u73a9\u5bb6\u5fc5\u987b\u66f4\u65b0\u4ed6\u4eec\u5bf9\u81ea\u5df1\u7684\u724c\u5c40\u7684\u4fe1\u5ff5\u548c\u5bf9\u4ed6\u4eba\u7684\u4fe1\u5ff5\u3002<\/span><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">2014\u5e74\uff0c\u8ba1\u7b97\u673a\u6251\u514b\u53d6\u5f97\u4e86\u91cd\u5927\u7a81\u7834\uff0c\u8fd9\u5c31\u662f \u201chead up limit hold&#8217;em\u201d\uff08HULHE\uff09\u2014\u2014\u4e00\u4e2a\u6700\u6d41\u884c\u7684\u6807\u51c6\u53cc\u73a9\u5bb6\u7248\u672c\u7684\u6251\u514b\u6e38\u620f\u53d8\u79cd\u7684\u95ee\u9898\u6c42\u89e3\u88ab\u653b\u514b\uff0823\uff09\u3002HULHE\u662f\u4eba\u7c7b\u5df2\u89e3\u51b3\u7684\u4e0d\u5b8c\u5168\u4fe1\u606f\u6e38\u620f\u4e2d\u6700\u5927\u7684\u4e00\u4e2a\uff08\u9664\u53bb\u5bf9\u79f0\u6027\u540e\u6709\u8d85\u8fc71013\u4e2a\u4fe1\u606f\u96c6\uff09\uff0c\u4e5f\u662f\u5728\u65e5\u5e38\u6e38\u620f\u4e2d\uff0c\u7b2c\u4e00\u4e2a\u88ab\u89e3\u51b3\u7684\u4e0d\u5b8c\u5168\u4fe1\u606f\u6e38\u620f\u3002\u8be5\u89e3\u51b3\u65b9\u6848\u662f\u4e00\u7cfb\u5217\u7814\u7a76\u8005\uff08\u53c2\u89c1\u56fe2\uff09\u4e8c\u5341\u5e74\u52aa\u529b\u7684\u7ed3\u679c\uff0c\u4ece\u7b80\u5316\u6251\u514b\u6e38\u620f\u7684\u7cbe\u786e\u89e3\u5f00\u59cb\uff0c\u5230\u5b8c\u6574\u6e38\u620f\uff0824\uff09\u7684\u62bd\u8c61\u7248\u672c\u7684\u5927\u81f4\u89e3\u51b3\u65b9\u6848\u3002&nbsp;\u8ba1\u7b97\u6574\u4e2a\u6e38\u620f\u7684\u8fd1\u4f3c\u7eb3\u4ec0\u5747\u8861\u9700\u8981\u5927\u91cf\u8ba1\u7b97\u548c\u4e00\u79cd\u57fa\u4e8e\u201c\u9057\u61be\u5339\u914d\u201d\uff08regret-matching\uff0c\u8bde\u751f\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u4e00\u79cd\u65b9\u6cd5\uff09\u6280\u672f\u7684\u5e73\u8861\u641c\u7d22\u65b0\u65b9\u6cd5\u3002\u7ed3\u679c\u662f\u6211\u4eec\u80fd\u591f\u5f97\u5230\u4e00\u79cd\u7b56\u7565\uff0c\u4f7f\u7528\u8fd9\u79cd\u7b56\u7565\u53ef\u4ee5\u8ba9\u5373\u4f7f\u5b8c\u7f8e\u7684\u5bf9\u624b\u4e5f\u5360\u4e0d\u5230\u4efb\u4f55\u4fbf\u5b9c\u3002<\/span><\/p>\n<p style=\"margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><img      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534233936.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"color: rgb(136, 136, 136); font-size: 12px;\">\u56fe2: \u4ece1995\u5e74\u5230\u73b0\u5728\uff0c\u5b66\u8005\u4eec\u5c31\u5728\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u95ee\u9898\u4e0a\u6301\u7eed\u83b7\u5f97\u6307\u6570\u65b9\u5f0f\u589e\u957f\u7684\u8fdb\u5c55\u3002\u5230\u4e862007\u5e74\uff08\u5de6\uff09\uff0c\u535a\u5f08\u7684\u5c3a\u5bf8\u901a\u5e38\u7528\u535a\u5f08\u6811\u7684\u8282\u70b9\u6570\u6765\u8861\u91cf\u7684\u3002\u800c\u5728\u90a3\u65f6\uff0c\u4eba\u4eec\u7528\u4fe1\u606f\u96c6\u6570\u91cf\uff08\u6bcf\u4e2a\u90fd\u6709\u591a\u4e2a\u8282\u70b9\uff09\u6765\u5ea6\u91cf\u5c3a\u5bf8\u66f4\u5408\u7406\uff0c\u4fe1\u606f\u96c6\u662f\u4ece\u73a9\u5bb6\u7684\u89d2\u5ea6\u611f\u53d7\u5230\u7684\u5404\u79cd\u4e0d\u540c\u60c5\u5f62\u3002\u753b\u5706\u7684\u6570\u636e\u70b9\u5bf9\u5e94\u4e86\u76f8\u540c\u7684\u91cc\u7a0b\u7891\uff1b\u5c06\u4e24\u4e2a\u56fe\u7ec4\u5408\u5728\u4e00\u8d77\u53ef\u4ee5\u5c55\u793a\u6301\u7eed\u7684\u6307\u6570\u6539\u5584\u3002\u6570\u636e\u6765\u6e90\u4e8e\u6587\u732e(23, 35, 85\u201390)\u3002<\/span><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">\u4e00\u822c\u6765\u8bf4\uff0c\u9488\u5bf9\u5b8c\u7f8e\u5bf9\u624b\u7684\u6700\u4f73\u7b56\u7565\u53ef\u80fd\u4e0d\u662f\u7406\u60f3\u7684\u7b56\u7565\uff0c\u800c\u662f\u5bf9\u4e8e\u6613\u72af\u9519\u8bef\u7684\u60c5\u51b5\u66f4\u6709\u9488\u5bf9\u6027\u7684\u7b56\u7565\u3002\u7136\u800c\uff0c\u5c3d\u7ba1\u7814\u7a76\u4eba\u5458\u5df2\u7ecf\u5c1d\u8bd5\u4e86\u5f88\u591a\uff0c\u4f46\u5373\u4f7f\u5728\u5bf9\u624b\u5904\u4e8e\u5747\u5300\u5206\u5e03\u7684\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u4ecd\u7136\u6ca1\u6709\u53d1\u73b0\u6bd4\u535a\u5f08\u8bba\u89e3\u51b3\u65b9\u6848\u66f4\u597d\u7684\u6251\u514b\u7b97\u6cd5\u3002\u4eba\u4eec\u4e5f\u5df2\u7ecf\u8bc1\u660e\uff0c\u5373\u4f7f\u5bf9\u90a3\u4e9b\u8fdc\u6ca1\u6709\u7cbe\u786e\u6c42\u89e3\u7684\u6251\u514b\u6e38\u620f\u53d8\u79cd\u800c\u8a00\uff08\u5982\u8d4c\u6ce8\u4e0d\u53d7\u9650\u5236\uff0825\uff09\u6216\u4e09\u4e2a\u4ee5\u4e0a\u73a9\u5bb6\uff0826\uff09\uff0c\u535a\u5f08\u8bba\u4f1a\u6bd4\u5176\u4ed6\u65b9\u6cd5\u66f4\u6210\u529f\u3002<\/span><\/p>\n<p style=\"text-indent: 28px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">AI\u4e2d\u5927\u90e8\u5206\u57fa\u4e8e\u535a\u5f08\u8bba\u7684\u63a8\u7406\u80fd\u591f\u6210\u529f\u662f\u56e0\u4e3a\u5b83\u80fd\u89e3\u51b3\u73b0\u5b9e\u4e16\u754c\u7684\u95ee\u9898\u3002\u8fd1\u5e74\u6765\u6700\u7a81\u51fa\u7684\u5e94\u7528\u9886\u57df\u662f\u6211\u4eec\u63a5\u4e0b\u6765\u8981\u8bb2\u7684\u7b2c\u4e8c\u4e2a\u4f8b\u5b50\uff0c\u5b83\u57fa\u4e8eTambe\u7b49\u4eba\u5f00\u53d1\u7684\u4e00\u7cfb\u5217\u7cfb\u7edf\uff0827\uff09\u3002\u5728\u8fd9\u4e9b\u7cfb\u7edf\u4e2d\uff0c\u4e3b\u4f53\u5c06\u901a\u8fc7\u6c42\u89e3\u4e00\u4e2a\u535a\u5f08\u95ee\u9898\u6765\u51b3\u5b9a\u5982\u4f55\u5e03\u7f6e\u5b89\u9632\u8bbe\u65bd\uff08\u4f8b\u5982\uff0c\u673a\u573a\u4e2d\u7684\u5b89\u68c0\u70b9\uff09\uff0c\u5728\u8fd9\u4e9b\u535a\u5f08\u4e2d\uff0c\u88ad\u51fb\u8005\u88ab\u5047\u8bbe\u4e3a\u4e00\u4e2a\u7406\u6027\u7684\u51b3\u7b56\u8005\u5e76\u5bf9\u9632\u5fa1\u8005\u7684\u51b3\u7b56\u5236\u5b9a\u89c4\u5212\u3002\u8fd9\u79cd\u65b9\u6cd5\u5df2\u7ecf\u6210\u529f\u5730\u90e8\u7f72\u5728\u5404\u79cd\u9886\u57df\uff0c\u5305\u62ec\u673a\u573a\u4e0e\u822a\u7ebf\u7684\u5b89\u9632\u5de5\u4f5c\u4ee5\u53ca\u6d77\u5cb8\u8b66\u536b\u961f\u7684\u5de1\u903b\u3002<\/span><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">\u6b63\u5982\u5176\u4ed6\u7684\u57fa\u4e8e\u535a\u5f08\u8bba\u65b9\u6cd5\u4e00\u6837\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u7ed9\u51fa\u7684\u5efa\u8bae\u6781\u5176\u654f\u611f\u5730\u4f9d\u8d56\u4e8e\u5176\u4ed6\u667a\u80fd\u4f53\uff08\u8fd9\u91cc\u662f\u653b\u51fb\u8005\uff09\u7684\u504f\u597d\u3001\u4fe1\u5ff5\u3001\u80fd\u529b\u548c\u7406\u6027\u6c34\u5e73\u3002\u6765\u81ea\u4eba\u5de5\u667a\u80fd\u7684\u4ee3\u8868\u6027\u65b9\u6cd5\u63d0\u4f9b\u4e86\u66f4\u5927\u7684\u7075\u6d3b\u6027\uff0c\u8fd9\u5141\u8bb8\u6211\u4eec\u5236\u5b9a\u4e00\u4e9b\u5047\u8bbe\u4ece\u800c\u653e\u677e\u90a3\u4e9b\u535a\u5f08\u7406\u8bba\u5bb6\u4eec\u6240\u91c7\u7eb3\u7684\u6761\u4ef6\uff0828\uff09\u3002&nbsp;\u884c\u4e3a\u535a\u5f08\u7406\u8bba\u9886\u57df\u5df2\u7ecf\u5f00\u53d1\u4e86\u8be6\u7ec6\u7684\u9884\u6d4b\u6027\u6a21\u578b\uff0c\u544a\u8bc9\u6211\u4eec\u4eba\u7c7b\u662f\u5982\u4f55\u5bf9\u535a\u5f08\u8bba\u6240\u89c4\u5b9a\u7684\u7406\u6027\u4ea7\u751f\u7cfb\u7edf\u6027\u504f\u5dee\u7684\uff0829\uff09\u3002\u8fd9\u6837\u7684\u9884\u6d4b\u6a21\u578b\u53ef\u4ee5\u88ab\u8f7b\u677e\u5730\u5e76\u5165\u73b0\u6709\u7684\u535a\u5f08\u8bba\u63a8\u7406\u7b97\u6cd5\u4e2d\uff0c\u6b63\u5982\u5728\u5b89\u5168\u6e38\u620f\uff0830\uff09\u4e2d\u5bf9\u653b\u51fb\u8005\u5efa\u6a21\u6240\u5c55\u793a\u7684\u90a3\u6837\u3002\u4e00\u4e2a\u6709\u8da3\u7684\u5f00\u653e\u6027\u95ee\u9898\u662f\u662f\u5426\u80fd\u591f\u5f88\u597d\u5730\u89e3\u91ca\u4eba\u7c7b\u51b3\u7b56\u884c\u4e3a\u7684\u6a21\u578b\uff08\u53c2\u89c1Wright\u548cLeyton-Brown\uff0831\uff09\uff09\u4e5f\u80fd\u6709\u6548\u6355\u83b7\u8ba1\u7b97\u4e3b\u4f53\u7684\u6709\u9650\u7406\u6027\u3002<\/span><\/p>\n<p style=\"margin-left: 1em; margin-right: 1em; letter-spacing: 1px;\"><br  \/><\/p>\n<section  class=\"mpa-template\"  style=\"outline: none; margin-left: 1em; margin-right: 1em; letter-spacing: 1px;\">\n<p label=\"Copyright Jason Ng of Kenengba and knbknb\" style=\"max-width: 100%; clear: both; min-height: 1em; color: rgb(123, 12, 0); line-height: 25.6px; widows: 1; white-space: pre-wrap; background-color: rgb(255, 255, 255); border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; text-align: center;\"><span style=\"font-size: 24px;\"><strong>3.<\/strong><\/span><\/p>\n<p label=\"Copyright Jason Ng of Kenengba and knbknb\" style=\"max-width: 100%; clear: both; min-height: 1em; color: rgb(123, 12, 0); font-size: 16px; line-height: 25.6px; widows: 1; white-space: pre-wrap; background-color: rgb(255, 255, 255); box-sizing: border-box !important; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\"><br style=\"margin: 0px; padding: 0px; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\"  \/><\/p>\n<h3 label=\"Copyright Jason Ng of Kenengba and knbknb\" style=\"margin: -10px 0px 20px 10px; padding: 0px; font-weight: 400; font-size: 16px; max-width: 100%; box-sizing: border-box; word-wrap: break-word; white-space: normal; widows: 1; outline: none; line-height: 5px; color: rgb(123, 12, 0); border-left: 60px solid rgb(123, 12, 0); background: rgb(123, 12, 0); border-top-color: rgb(123, 12, 0); border-bottom-color: rgb(123, 12, 0); border-right-color: rgb(123, 12, 0);\">&nbsp; &nbsp;<\/h3>\n<p label=\"Copyright Jason Ng of Kenengba and knbknb\" style=\"margin: 20px; max-width: 100%; clear: both; min-height: 1em; widows: 1; white-space: pre-wrap; color: rgb(123, 12, 0); text-align: center; line-height: 1.5; background-color: rgb(255, 255, 255); border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important;\"><span style=\"font-size: 18px;\"><strong>\u8bbe\u8ba1\u591a\u4e3b\u4f53\u667a\u80fd\u7cfb\u7edf<\/strong><\/span><span style=\"font-size: 16px;\"><br  \/><\/span><\/p>\n<\/section>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">\u5728\u591a\u4e3b\u4f53\u7ea7\u522b\u4e2d\uff0c\u8bbe\u8ba1\u8005\u4e0d\u80fd\u76f4\u63a5\u7f16\u7a0bAI\u7684\u884c\u4e3a\uff0c\u800c\u662f\u4e3aAI\u4e4b\u95f4\u7684\u4ea4\u4e92\u6765\u5b9a\u4e49\u89c4\u5219\u548c\u6fc0\u52b1\u3002\u8fd9\u4e2a\u60f3\u6cd5\u662f\u901a\u8fc7\u6539\u53d8\u201c\u6e38\u620f\u89c4\u5219\u201d\uff08\u4f8b\u5982\u4f7f\u67d0\u4e9b\u884c\u4e3a\u548c\u7ed3\u679c\u4e0e\u5956\u52b1\u76f8\u5173\u8054\uff09\u6765\u6539\u53d8\u667a\u80fd\u4f53\u7684\u884c\u4e3a\u4ee5\u5b9e\u73b0\u5168\u5c40\u76ee\u6807\u7684\u3002\u7cfb\u7edf\u76ee\u6807\u53ef\u4ee5\u5305\u62ec\uff1a\u4fc3\u8fdb\u603b\u4ef7\u503c\u6700\u5927\u5316\u7684\u8d44\u6e90\u5206\u914d\u65b9\u6848\uff0c\u534f\u8c03\u884c\u4e3a\u4ee5\u6309\u65f6\u5b8c\u6210\u9879\u76ee\u6216\u6c47\u96c6\u5206\u6563\u4fe1\u606f\u4ee5\u5f62\u6210\u5bf9\u672a\u6765\u4e8b\u4ef6\u7684\u51c6\u786e\u9884\u6d4b\u3002\u8fd9\u79cd\u6539\u53d8\u4ea4\u4e92\u73af\u5883\u7684\u80fd\u529b\u662f\u7279\u522b\u7684\uff0c\u5b83\u80fd\u5c06\u8fd9\u79cd\u8bbe\u8ba1\u4e0e\u5728\u7ed9\u5b9a\u4e16\u754c\u4e2d\u8868\u73b0\u826f\u597d\u7684AI\u8bbe\u8ba1\u95ee\u9898\u533a\u5206\u5f00\u3002<\/span><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">\u4e00\u4e2a\u6709\u8da3\u7684\u4e2d\u95f4\u73af\u8282\u662f\u628a\u4e16\u754c\u89c6\u4e3a\u7ed9\u5b9a\u7684\uff0c\u4f46\u5229\u7528\u53ef\u9760\u7684\u4e3b\u4f53\u2014\u2014\u8c03\u89e3\u8005\u2014\u2014\u5b83\u53ef\u4ee5\u4e0eAI\u4eec\u4e92\u52a8\u5e76\u4ee3\u8868\u96c7\u4e3b\u6267\u884c\u884c\u52a8\uff0832\uff09\u3002\u5f15\u5165\u8c03\u89e3\u8005\u8fd9\u79cd\u505a\u6cd5\u5728\u65b0AI\u7ecf\u6d4e\u5b66\u4e2d\u663e\u5f97\u5f88\u81ea\u7136\u3002\u4e3a\u4e86\u9886\u6559\u4e00\u4e0b\u8fd9\u662f\u591a\u4e48\u5f3a\u5927\uff1a\u8ba9\u6211\u4eec\u8003\u8651\u5728\u7ecf\u5178\u7684\u56da\u5f92\u56f0\u5883\u535a\u5f08\u4e2d\u5f15\u5165\u534f\u8c03\u673a\u5236\uff08\u56fe3\uff09\u3002\u5982\u679c\u4e24\u4e2aAI\u90fd\u6388\u4e88\u4e2d\u4ecb\u4eba\u53c2\u4e0e\u7684\u6743\u9650\uff08\u5373\u4ee3\u7406\u6743\uff09\uff0c\u90a3\u4e48\u8fd9\u4e2a\u4e3b\u4f53\u5c31\u53ef\u4ee5\u4ee3\u8868\u4e24\u4e2a\u4e3b\u4f53\u6765\u6267\u884c\u5408\u4f5c\u3002\u7136\u800c\uff0c\u5982\u679c\u53ea\u6709\u4e00\u4e2aAI\u6388\u6743\u4e2d\u4ecb\u4ee3\u7406\uff0c\u90a3\u4e48\u7ed3\u679c\u5c31\u53ef\u80fd\u4ee3\u8868\u8be5\u4e3b\u4f53\u6267\u884c\u80cc\u53db\u3002\u5728\u5747\u8861\u4e2d\uff0c\u4e24\u4e2aAI\u90fd\u6388\u4e88\u4ee3\u7406\uff0c\u6548\u679c\u5c31\u662f\u4ece\uff08\u80cc\u53db\uff0c\u80cc\u53db\uff09\u6539\u53d8\u4e3a\uff08\u5408\u4f5c\uff0c\u5408\u4f5c\uff09\uff0c\u5373\u540c\u65f6\u589e\u52a0\u4e86\u4e24\u4e2a\u53c2\u4e0e\u8005\u7684\u6548\u7528\u3002<\/span><\/p>\n<p style=\"text-indent: 0px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><img      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534233936-1.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 12px;\">\u56fe3: \u652f\u4ed8\u77e9\u9635\uff0c\u6bcf\u4e00\u4e2a\u77e9\u9635\u5143\u7ed9\u51fa\u4e86\uff08\u884c\u73a9\u5bb6\u3001\u5217\u73a9\u5bb6\uff09\u7684\u6548\u7528\u3002\uff08A\uff09\u56da\u5f92\u56f0\u5883\u3002\u6218\u53cb\u7b56\u7565\u5747\u8861\u662f\uff08\u80cc\u53db\uff0c\u80cc\u53db\uff09\u3002\uff08B\uff09\u534f\u8c03\u7684\u56da\u5f92\u56f0\u5883\u3002\u5360\u4f18\u7b56\u7565\u5747\u8861\u662f\uff08\u534f\u8c03\u8005\uff0c\u534f\u8c03\u8005\uff09<\/span><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">&nbsp;<\/span><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">\u5bf9\u4e8e\u66f4\u4e00\u822c\u7684\u7406\u6027\u4e3b\u4f53\u4e92\u52a8\u89c4\u5219\u7684\u8bbe\u5b9a\uff0c\u7ecf\u6d4e\u5b66\u91cc\u6709\u4e00\u5957\u6210\u719f\u7684\u6570\u5b66\u7406\u8bba\uff1a\u673a\u5236\u8bbe\u8ba1\uff08mechanism design\uff09\uff0833\uff09\u3002\u673a\u5236\u8bbe\u8ba1\u7684\u6846\u67b6\u5df2\u7ecf\u6210\u529f\u5e94\u7528\u4e8e\u4f8b\u5982\u5339\u914d\u5e02\u573a\uff0834\uff09\u548c\u62cd\u5356\uff0835\uff09\u7684\u8bbe\u8ba1\u4e4b\u4e2d\u3002\u673a\u5236\u8bbe\u8ba1\u662f\u4e00\u79cd\u53cd\u5411\u7684\u535a\u5f08\u8bba\u95ee\u9898\uff0c\u5b83\u53ef\u4ee5\u901a\u8fc7\u89c4\u5219\u8bf1\u5bfc\u535a\u5f08\u548c\u7cfb\u7edf\u7684\u8d28\u91cf\u8bc4\u4f30\u5230\u8fbe\u5747\u8861\u70b9\u3002\u5728\u6807\u51c6\u6a21\u578b\u4e2d\uff0c\u6211\u4eec\u4f1a\u6839\u636e\u4e3b\u4f53\u5bf9\u7ed3\u679c\u7684\u504f\u597d\u6765\u6307\u5b9a\u8bbe\u8ba1\u76ee\u6807\uff0c\u4f46\u8fd9\u4e9b\u504f\u597d\u662f\u79c1\u4eba\u4fe1\u606f\u4e14\u4e3b\u4f53\u90fd\u662f\u5229\u5df1\u7684\u3002\u4e00\u4e2a\u673a\u5236\u662f\u4e00\u4e2a\u53ef\u4fe1\u7684\u5b9e\u4f53\uff0c\u5b83\u80fd\u591f\u4ece\u4e3b\u4f53\u4e2d\u63a5\u6536\u5173\u4e8e\u504f\u597d\u7684\u58f0\u660e\uff08\u53ef\u80fd\u662f\u4e0d\u771f\u5b9e\u7684\uff09\u6d88\u606f\uff0c\u5e76\u57fa\u4e8e\u6b64\u6765\u9009\u62e9\u7ed3\u679c\uff08\u4f8b\u5982\uff0c\u8d44\u6e90\u5206\u914d\u6216\u884c\u4e3a\u89c4\u5212\uff09\u3002\u5236\u5ea6\u8bbe\u8ba1\u7684\u6700\u5927\u6311\u6218\u662f\u5982\u4f55\u8bbe\u8ba1\u6fc0\u52b1\u624b\u6bb5\u4ee5\u4fc3\u6210\u4e3b\u4f53\u771f\u5b9e\u5730\u62a5\u544a\u81ea\u5df1\u7684\u504f\u597d\u3002<\/span><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">Varian\uff0836\uff09\u8ba4\u4e3a\uff0c\u76f8\u5bf9\u4e8e\u4eba\u7c7b\u4e3b\u4f53\u6765\u8bf4\uff0c\u673a\u5236\u8bbe\u8ba1\u7406\u8bba\u5b9e\u9645\u4e0a\u53ef\u80fd\u66f4\u9002\u5408\u4eba\u9020\u4e3b\u4f53\uff0c\u56e0\u4e3aAI\u53ef\u4ee5\u66f4\u597d\u5730\u9075\u5b88\u5728\u8fd9\u4e2a\u6846\u67b6\u4e2d\u505a\u51fa\u7684\u5bf9\u4e8e\u7406\u6027\u7684\u7406\u60f3\u5047\u8bbe\u3002\u4f8b\u5982\uff0c\u673a\u5236\u7684\u4e00\u4e2a\u671f\u671b\u5c5e\u6027\u662f\u201c\u6fc0\u52b1\u76f8\u5bb9\u6027\u201d\uff0c\u8be5\u5c5e\u6027\u4fdd\u8bc1\u4e86\u201c\u771f\u5b9e\u5730\u8868\u8fbe\u51fa\u81ea\u5df1\u6240\u9700\u201d\u80fd\u591f\u6784\u6210\u5747\u8861\u3002\u6709\u65f6\u751a\u81f3\u53ef\u80fd\u4f7f\u201c\u8bda\u5b9e\u62a5\u544a\u201d\u6210\u4e3a\u4e00\u4e2a\u5360\u4f18\u7b56\u7565\uff08\u5373\u4e0d\u7ba1\u5176\u4ed6\u4eba\u505a\u4ec0\u4e48\u8fd9\u4e2a\u7b56\u7565\u90fd\u662f\u6700\u4f18\u7684\uff09\uff0c\u8fd9\u6837\u5c31\u53ef\u5b9e\u73b0 \u201c\u9632\u7b56\u7565\u6027\u201d\uff08strategy-proofness\uff09\u7684\u5f3a\u5927\u7279\u5f81\uff0837\uff09\u3002\u7136\u800c\uff0c\u4f3c\u4e4e\u4eba\u4eec\u4e0d\u80fd\u53ef\u9760\u5730\u7406\u89e3\u8fd9\u79cd\u6027\u80fd\uff1b\u6765\u81ea\u533b\u7597\u5339\u914d\u5e02\u573a\u548c\u5b9e\u9a8c\u5ba4\u5b9e\u9a8c\u7684\u8bc1\u636e\u8868\u660e\uff0c\u4e00\u4e9b\u53c2\u4e0e\u8005\u5728\u9632\u7b56\u7565\u7684\u5339\u914d\u673a\u5236\u4e2d\u8bd5\u56fe\u9519\u8bef\u5730\u8868\u8fbe\u4ed6\u4eec\u81ea\u5df1\u7684\u504f\u597d\uff0c\u5373\u4f7f\u8fd9\u6837\u505a\u6ca1\u6709\u4efb\u4f55\u597d\u5904\uff0838,39\uff09\u3002<\/span><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5bf9\u4e8e\u4eba\u5de5\u7cfb\u7edf\u6211\u4eec\u53ef\u80fd\u671f\u671bAI\u7684\u884c\u4e3a\u662f\u771f\u5b9e\u7684\uff0c\u540c\u65f6\u907f\u514d\u6d88\u8017\u5927\u91cf\u5173\u4e8e\u4ed6\u4eba\u884c\u4e3a\u63a8\u7406\u7684\u8ba1\u7b97\uff0c\u56e0\u4e3a\u8fd9\u662f\u6ca1\u7528\u7684\uff085\uff09\u3002\u66f4\u4e00\u822c\u5730\uff0cAI\u7cfb\u7edf\u7684\u673a\u5236\u8bbe\u8ba1\u4e0d\u9700\u8981\u7b80\u5355\uff0c\u56e0\u4e3a\u5b83\u4eec\u4e0d\u9700\u8981\u8ba9\u4eba\u7c7b\u7406\u89e3\u3002\u76f8\u53cd\uff0c\u8bf8\u5982\u504f\u597d\u8868\u793a\u3001\u504f\u597d\u8bf1\u5bfc\u548c\u641c\u7d22\u7b97\u6cd5\u8fd9\u6837\u7684AI\u6280\u672f\u53ef\u4ee5\u7528\u4e8e\u5c06\u673a\u5236\u8bbe\u8ba1\u7684\u6570\u5b66\u5f62\u5f0f\u5316\u6846\u67b6\u8f6c\u4e3a\u5177\u4f53\u7684\u8ba1\u7b97\u65b9\u6cd5\uff0840-42\uff09\u3002\u8bbe\u8ba1\u95ee\u9898\u672c\u8eab\u4e5f\u53ef\u4ee5\u6709\u6548\u5730\u8868\u8fbe\u4e3a\u4e00\u4e2a\u8ba1\u7b97\u95ee\u9898\uff0c\u5176\u4e2d\u6700\u4f18\u5316\u65b9\u6cd5\u548c\u673a\u5668\u5b66\u4e60\u53ef\u4ee5\u7528\u4e8e\u65e0\u6cd5\u89e3\u6790\u6c42\u89e3\u7684\u8bbe\u8ba1\u95ee\u9898 (43\u201346)\u3002<\/span><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">AI\u7ecf\u6d4e\u7684\u53d1\u5c55\u524d\u666f\u4e5f\u6fc0\u53d1\u4e86\u673a\u5236\u8bbe\u8ba1\u7684\u65b0\u6269\u5c55\u3002\u8003\u8651\u5230\u672a\u6765\u7684\u4e0d\u786e\u5b9a\u6027\u4ee5\u53ca\u7531\u4e8e\u5c40\u90e8\u73af\u5883\u7684\u53d8\u5316\u800c\u5bfc\u81f4\u7684\u4e3b\u4f53\u504f\u597d\u7684\u53d8\u5316\u7b49\u56e0\u7d20\uff0847-49\uff09\uff0c\u7814\u7a76\u8005\u4eec\u5df2\u7ecf\u53d1\u5c55\u51fa\u4e86\u76f8\u5bb9\u7684\u591a\u5468\u671f\u6fc0\u52b1\u673a\u5236\u3002\u53e6\u4e00\u4e2a\u65b9\u5411\u8003\u8651\u4e86\u9664\u504f\u597d\u4fe1\u606f\u4ee5\u5916\u7684\u4e00\u79cd\u65b0\u7684\u79c1\u6709\u8f93\u5165\u4fe1\u606f\uff0850,51\uff09\u3002\u4f8b\u5982\uff0c\u5728\u56e2\u961f\u5efa\u8bbe\u7684\u60c5\u5883\u4e2d\uff0c\u6bcf\u4e2aAI\u53ef\u80fd\u9519\u8bef\u5730\u62a5\u544a\u5173\u4e8e\u5176\u4ed6AI\u7684\u80fd\u529b\u4fe1\u606f\uff0c\u4ee5\u4fbf\u4f7f\u81ea\u5df1\u88ab\u9009\u62e9\u8fdb\u56e2\u961f\uff0852\uff09\u3002\u7c7b\u4f3c\u5730\uff0cAI\u5728\u5bfb\u6c42\u4efb\u52a1\u5206\u914d\u6700\u5927\u5316\u65f6\u53ef\u80fd\u63d0\u4f9b\u5047\u7684\u5de5\u4f5c\u6548\u80fd\u62a5\u544a\uff0c\u4ee5\u8bef\u5bfc\u5b66\u4e60\u673a\u5236\u6784\u5efa\u7684\u81ea\u52a8\u4efb\u52a1\u5206\u7c7b\u5668\uff0853\uff09\u3002AI\u7684\u7cfb\u7edf\u4e5f\u53ef\u5bf9\u673a\u5236\u8bbe\u8ba1\u9020\u6210\u65b0\u7684\u6311\u6218\u3002\u4e00\u4e2a\u5178\u578b\u4f8b\u5b50\u662f\u5047\u540d\u6295\u6807\uff0c\u5176\u4e2dAI\u5229\u7528\u7684\u662f\u5176\u53ef\u4ee5\u7ba1\u7406\u591a\u4e2a\u8eab\u4efd\u7684\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u5b83\u53ef\u4ee5\u901a\u8fc7\u5c06\u4e00\u4e2a\u8bf7\u6c42\u5206\u6210\u4e00\u7ec4\u5c0f\u8bf7\u6c42\uff0c\u6bcf\u4e2a\u5c0f\u8bf7\u6c42\u5b89\u7f6e\u5728\u5176\u63a7\u5236\u4e0b\u7684\u4e0d\u540c\u8eab\u4efd\u6765\u83b7\u5f97\u8d44\u6e90\u3002 \u4f5c\u4e3a\u5e94\u5bf9\u63aa\u65bd\uff0c\u7814\u7a76\u4eba\u5458\u5df2\u7ecf\u5f00\u53d1\u51fa\u5bf9\u8fd9\u79cd\u65b0\u578b\u653b\u51fb\u5177\u6709\u9c81\u68d2\u6027\u7684\u673a\u5236\uff0854\uff09\u3002<\/span><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">\u5b9e\u8df5\u4e2d\u5b58\u5728\u7740\u4e00\u4e9b\u6848\u4f8b\uff0c\u5176\u4e2d\u673a\u5236\u8bbe\u8ba1\u5728AI\u7ecf\u6d4e\u4e2d\u8d77\u5230\u4e86\u91cd\u8981\u4f5c\u7528\u3002\u5728\u4e00\u5b9a\u641c\u7d22\u8bf7\u6c42\u6761\u4ef6\u4e0b\uff0c\u641c\u7d22\u5f15\u64ce\u901a\u8fc7\u62cd\u5356\u7684\u65b9\u5f0f\u5206\u914d\u5e7f\u544a\u4f4d\u3002\u5e7f\u544a\u4e3b\u4e3a\u4e86\u8ba9\u4ed6\u4eec\u7684\u5e7f\u544a\u51fa\u73b0\u5728\u7279\u5b9a\u7684\u67e5\u8be2\u4e2d\uff08\u4f8b\u5982\u201c\u4eba\u8eab\u4f24\u5bb3\u5f8b\u5e08\u201d\uff09\u800c\u51fa\u4ef7\u3002\u7cfb\u7edf\u4f1a\u6839\u636e\u51fa\u4ef7\u91d1\u989d\uff08\u4ee5\u53ca\u5176\u4ed6\u56e0\u7d20\uff0c\u4f8b\u5982\u5e7f\u544a\u8d28\u91cf\uff09\u6765\u5bf9\u5404\u79cd\u5e7f\u544a\u8fdb\u884c\u6392\u540d\uff0c\u5176\u4e2d\u6392\u540d\u8f83\u9ad8\u7684\u5e7f\u544a\u4f1a\u51fa\u73b0\u5728\u641c\u7d22\u7ed3\u679c\u9875\u66f4\u9ad8\u7684\u4f4d\u7f6e\u4e0a\u3002\u65e9\u671f\u62cd\u5356\u673a\u5236\u91c7\u7528\u4e00\u7ea7\u4ef7\u683c\u5e8f\u8d2f\u62cd\u5356\uff08first&nbsp;order bidding\uff09\u89c4\u5219\uff0c\u7cfb\u7edf\u4f1a\u5728\u5e7f\u544a\u6536\u5230\u70b9\u51fb\u65f6\u5411\u5e7f\u544a\u5ba2\u6237\u6536\u53d6\u5176\u51fa\u4ef7\u91d1\u989d\u3002\u8ba4\u8bc6\u5230\u8fd9\u4e00\u70b9\uff0c\u5e7f\u544a\u5546\u5c31\u4f1a\u4f7f\u7528AI\u6765\u76d1\u63a7\u611f\u5174\u8da3\u7684\u67e5\u8be2\uff0c\u4ece\u800c\u5728\u4fdd\u6301\u5f53\u524d\u4f4d\u7f6e\u7684\u6761\u4ef6\u4e0b\u80fd\u591f\u7528\u5c3d\u53ef\u80fd\u4f4e\u7684\u4ef7\u683c\u7ade\u4ef7\u3002\u8fd9\u79cd\u505a\u6cd5\u5bfc\u81f4\u4e86\u4e00\u8fde\u4e32\u7684\u6295\u6807\u6218\u4e89\uff0c\u4ece\u800c\u5bfc\u81f4\u4e86\u8ba1\u7b97\u529b\u7684\u6d6a\u8d39\u548c\u5e02\u573a\u6548\u7387\u7684\u4f4e\u4e0b\uff0855\uff09\u3002\u4e3a\u4e86\u514b\u670d\u8fd9\u4e00\u70b9\uff0c\u641c\u7d22\u5f15\u64ce\u5f15\u5165\u4e86\u4e8c\u7ea7\u4ef7\u683c\u5e8f\u8d2f\u62cd\u5356\uff08second order&nbsp;bidding\uff09\u673a\u5236\uff0837\uff09\uff0c\u5176\u5bf9\u5e7f\u544a\u5546\u7684\u6536\u8d39\u662f\u7b2c\u4e8c\u9ad8\u7684\u51fa\u4ef7\u800c\u4e0d\u662f\u7ade\u6807\u80dc\u8005\u81ea\u5df1\u7684\u4ef7\u683c\u3002\u8fd9\u79cd\u65b9\u6cd5\uff08\u673a\u5236\u8bbe\u8ba1\u4e2d\u7684\u4e00\u4e2a\u6807\u51c6\u60f3\u6cd5\uff09\u5c31\u4f7f\u5f97\u4eba\u4eec\u4e0d\u5fc5\u4e0d\u65ad\u5730\u76d1\u63a7\u4ef7\u683c\u4ee5\u83b7\u5f97\u6700\u4f73\u4ef7\u683c\u5b9a\u4f4d\uff0c\u4ece\u800c\u963b\u6b62\u4e86\u6295\u6807\u5927\u6218\uff0856\uff09\u3002<\/span><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">\u8fd1\u5e74\u6765\uff0c\u641c\u7d22\u5f15\u64ce\u7ade\u4ef7\u5df2\u7ecf\u5f00\u59cb\u652f\u6301\u66f4\u4e30\u5bcc\u7684\uff0c\u57fa\u4e8e\u76ee\u6807\u7684\u51fa\u4ef7\u8bed\u8a00\u3002\u4f8b\u5982\uff0c\u5e7f\u544a\u5ba2\u6237\u53ef\u80fd\u8981\u6c42\u5728\u53d7\u9884\u7b97\u7ea6\u675f\u7684\u60c5\u51b5\u4e0b\u5bf9\u4e00\u7ec4\u52a0\u6743\u7684\u67e5\u8be2\u4e3b\u9898\u6765\u6700\u5927\u5316\u70b9\u51fb\uff0857,58\uff09\u3002\u641c\u7d22\u5f15\u64ce\u53ef\u4ee5\u63d0\u4f9b\u4ee3\u7406\u4e3b\u4f53\uff0c\u6765\u4ee3\u8868\u5e7f\u544a\u5ba2\u6237\u51fa\u4ef7\u4ee5\u5b9e\u73b0\u6240\u8ff0\u76ee\u6807\uff0859\uff09\u3002\u4ee3\u7406\u4e3b\u4f53\u7684\u7684\u5f15\u5165\u4ee5\u53ca\u65e9\u671f\u4ece\u4e00\u7ea7\u4ef7\u683c\u62cd\u5356\u5230\u4e8c\u7ea7\u4ef7\u683c\u62cd\u5356\u7684\u8f6c\u6362\u672c\u8d28\u4e0a\u5c31\u662f\u4fe1\u606f\u63ed\u793a\u539f\u7406\uff0860-62\uff09\u7684\u8ba1\u7b97\u5e94\u7528\uff0c\u8fd9\u662f\u673a\u5236\u8bbe\u8ba1\u7406\u8bba\u4e2d\u7684\u4e00\u4e2a\u57fa\u672c\u6982\u5ff5\u3002\u7b80\u5355\u5730\u8bf4\uff0c\u5982\u679c\u4e00\u4e2a\u673a\u5236\u7684\u89c4\u5219\u548c\u8be5\u673a\u5236\u7684\u5747\u8861\u7b56\u7565\u88ab\u4e00\u4e2a\u5728\u529f\u80fd\u4e0a\u7b49\u540c\u7684\u65b0\u673a\u5236\u53d6\u4ee3\uff0c\u90a3\u4e48\u8fd9\u4e2a\u65b0\u673a\u5236\u5c06\u662f\u6fc0\u52b1\u76f8\u5bb9\u7684\u3002\u867d\u7136\u5728\u5f62\u5f0f\u4e0a\u8bf4\u91cd\u65b0\u8bbe\u8ba1\u6ca1\u6709\u4e13\u95e8\u5730\u8003\u8651\u6fc0\u52b1\u76f8\u5bb9\u6027\uff0c\u4f46\u4e8c\u7ea7\u4ef7\u683c\u62cd\u5356\u548c\u6295\u6807\u4ee3\u7406\u90fd\u53ef\u4ee5\u770b\u4f5c\u4e3a\u65e9\u671f\u7248\u672c\u4e2d\u7684\u5e7f\u544a\u4e3b\u7684\u884c\u4e3a\uff08\u901a\u8fc7AI\uff09\uff08\u89c1\u56fe4\uff09\u3002\u53e6\u5916\uff0c\u5e7f\u544a\u5e73\u53f0\u8fd8\u53ef\u4ee5\u8bbe\u8ba1\u4e00\u79cd\u7b56\u7565\u9632\u8303\uff08strategy\uff09\u673a\u5236[Vickrey-Clarke-Groves\u673a\u5236\uff0837,63,64\uff09]\u6765\u51b3\u5b9a\u5e7f\u544a\u7a7a\u95f4\u5206\u914d\uff1a\u54ea\u4e9b\u5e7f\u544a\u88ab\u5206\u914d\uff0c\u54ea\u4e9b\uff08\u975e\u8d5e\u52a9\u7684\uff09\u5185\u5bb9\u9648\u5217\u7ed9\u7528\u6237\uff0865\uff09\u3002<\/span><img      style=\"width: 100%;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma7-1534233936.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><span style=\"font-size: 12px;\">\u56fe4.\u4e24\u4ee3\u8d5e\u52a9\u641c\u7d22\u673a\u5236\u3002\u65e9\u671f\u7684\u8bbe\u8ba1\u662f\u4e00\u7ea7\u4ef7\u683c\u62cd\u5356\uff08FP\uff09\uff0c\u5e7f\u544a\u5546\uff08ADV\uff09\u4f7f\u7528AI\uff08AI-POS\uff09\u4ee5\u6700\u4f4e\u7684\u53ef\u80fd\u4ef7\u683c\u5728\u641c\u7d22\u7ed3\u679c\u5217\u8868\u4e0a\u4fdd\u6301\u4f4d\u7f6e\u3002\u5f15\u5165\u4e8c\u7ea7\u4ef7\u683c\uff08SP\uff09\u62cd\u5356\u673a\u5236\uff0c\u65e8\u5728\u53d6\u4ee3FP\u548cAI-POS\u7684\u7ec4\u5408\u3002 \u5e7f\u544a\u5546\u91c7\u7528\u4e86\u65b0\u7684AI\uff08AI-GOAL\uff09\uff0c\u4ee5\u5b9e\u73b0\u66f4\u9ad8\u7ea7\u7684\u76ee\u6807\uff0c\u4f8b\u5982\u6700\u5927\u5316\u5229\u6da6\u6216\u6700\u5927\u5316\u70b9\u51fb\u6b21\u6570\u3002\u4e8c\u7ea7\u4ef7\u683c\u62cd\u5356\u88ab\u6269\u5c55\u5230\u5305\u62ec\u667a\u80fd\u4ee3\u7406\uff08SP +Proxy\uff09\u4e2d\uff0c\u65e8\u5728\u53d6\u4ee3\u7ec4\u5408 SP\u548cAI-GOAL\u3002<\/span><\/p>\n<p style=\"text-indent: 32px; 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margin-right: 1em; letter-spacing: 1px;\"><img      src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534233936.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"color: rgb(136, 136, 136); font-size: 12px;\">\u56fe5: \u5728\u591a\u4e3b\u4f53AI\u7684\u58f0\u8a89\u7cfb\u7edf\u4e2d\uff0c\u6bcf\u4e2a\u4e3b\u4f53\u53ef\u4ee5\u9009\u62e9\u4e00\u4e2a\u884c\u52a8\uff0c\u8fd9\u4e9b\u884c\u52a8\u7684\u7ec4\u5408\u6548\u679c\u751f\u6210\u4e86\u56de\u62a5\uff08\u5373\u6548\u7528\uff09\u3002\u57fa\u4e8e\u884c\u52a8\u548c\u6536\u5230\u7684\u56de\u62a5\uff0c\u4e3b\u4f53i\u53ef\u4ee5\u63d0\u4ea4\u4e00\u4e2a\u62a5\u544axi\u7ed9\u58f0\u671b\u7cfb\u7edf\u3002\u58f0\u8a89\u7cfb\u7edf\u5c06\u8fd9\u4e9b\u53cd\u9988\u805a\u5408\u5230\u4e00\u8d77\u2014\u2014\u4f8b\u5982\uff0c\u63d0\u4f9b\u4e00\u4e2a\u6392\u5e8f\u5217\u8868\u6765\u53cd\u6620\u4e3b\u4f53\u4eec\u53ef\u4fe1\u5ea6\u7684\u4f30\u8ba1\u3002\u6bcf\u4e2a\u4e3b\u4f53\u90fd\u53ef\u4ee5\u770b\u5230\u8fd9\u4e2a\u6392\u5e8f\u5217\u8868\uff0c\u8fd9\u4e2a\u4fe1\u606f\u53c8\u53ef\u4ee5\u5f71\u54cd\u5230\u672a\u6765\u7684\u884c\u52a8\u3002<\/span><br  \/><\/p>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"line-height: 150%; font-size: 14px;\">&nbsp;<\/span><\/p>\n<section  class=\"mpa-template\"  style=\"outline: none; margin-left: 1em; margin-right: 1em; letter-spacing: 1px;\">\n<p label=\"Copyright Jason Ng of Kenengba and knbknb\" style=\"max-width: 100%; clear: both; min-height: 1em; color: rgb(123, 12, 0); line-height: 25.6px; widows: 1; white-space: pre-wrap; background-color: rgb(255, 255, 255); border-color: rgb(123, 12, 0); box-sizing: border-box !important; word-wrap: break-word !important; text-align: center;\"><span style=\"font-size: 24px;\"><strong>\u7ed3\u8bba<\/strong><\/span><\/p>\n<p label=\"Copyright Jason Ng of Kenengba and knbknb\" style=\"max-width: 100%; clear: both; min-height: 1em; color: rgb(123, 12, 0); font-size: 16px; line-height: 25.6px; widows: 1; white-space: pre-wrap; background-color: rgb(255, 255, 255); box-sizing: border-box !important; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\"><br style=\"margin: 0px; padding: 0px; max-width: 100%; box-sizing: border-box !important; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\"  \/><\/p>\n<h3 label=\"Copyright Jason Ng of Kenengba and knbknb\" style=\"margin: -10px 0px 20px 10px; padding: 0px; font-weight: 400; font-size: 16px; max-width: 100%; box-sizing: border-box; word-wrap: break-word; white-space: normal; widows: 1; outline: none; line-height: 5px; color: rgb(123, 12, 0); border-left: 60px solid rgb(123, 12, 0); background: rgb(123, 12, 0); border-top-color: rgb(123, 12, 0); border-bottom-color: rgb(123, 12, 0); border-right-color: rgb(123, 12, 0);\">&nbsp; &nbsp;<\/h3>\n<\/section>\n<p style=\"text-indent: 32px; margin: 15px 1em; line-height: 2em; letter-spacing: 1px;\"><span style=\"font-size: 14px;\">\u4e0d\u8bba\u4eba\u4eec\u5bf9\u4e8eAI\u662f\u5426\u6216\u4f55\u65f6\u80fd\u591f\u8d85\u8fc7\u4eba\u7c7b\u8868\u73b0\u7684\u89c2\u70b9\u6709\u4e0d\u540c\u7684\u770b\u6cd5\uff0cAI\u7684\u5feb\u901f\u53d1\u5c55\u6b63\u5728\u6fc0\u53d1\u5bf9\u4e8e\u5176\u76f8\u5173\u7814\u7a76\u7684\u6781\u5927\u7684\u4e50\u89c2\u60c5\u7eea\u548c\u6295\u5165\u3002AI\u5df2\u7ecf\u6216\u8005\u9884\u8ba1\u5f88\u5feb\u5c06\u5728\u8bf8\u591a\u7a84\u9886\u57df\u5185\u8d85\u8d8a\u4eba\u7c7b\uff0c\u6bd4\u5982\u4e0b\u8c61\u68cb\u3001\u63a7\u5236\u5927\u578b\u55b7\u6c14\u5f0f\u5ba2\u673a\u5de1\u822a\u3001\u5728\u7535\u5b50\u5546\u52a1\u5e73\u53f0\u4e0a\u505a\u5546\u54c1\u63a8\u8350\u548c\u4e3a\u6210\u5343\u4e0a\u4e07\u7684\u5546\u54c1\u505a\u5b9a\u4ef7\u3001\u5224\u65ad\u75c5\u4eba\u662f\u5426\u53ef\u80fd\u518d\u6b21\u4f4f\u9662\uff0c\u4ee5\u53ca\u4ece\u4fe1\u606f\u91cf\u5de8\u5927\u7684\u8d22\u7ecf\u65b0\u95fb\u4e2d\u63d0\u53d6\u91cd\u8981\u8baf\u606f\u3002<br  \/><span style=\"line-height: 150%; 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text-indent: 0em; text-align: center;\"><strong style=\"text-align: center; text-indent: 2em; color: rgb(123, 12, 0); font-size: 18px; white-space: pre-wrap; widows: 1; background-color: rgb(255, 255, 255);\">\u53c2\u8003\u6587\u732e<\/strong><\/p>\n<p style=\"margin: 15px 1em; line-height: 2em; letter-spacing: 1px; text-indent: 2em;\"><span style=\"font-size: 14px;\">\u7531\u4e8e\u53c2\u8003\u6587\u732e\u6761\u76ee\u8f83\u591a\uff0c\u6211\u4eec\u628a\u53c2\u8003\u6587\u732e\u653e\u5230\u4e86\u96c6\u667a\u7ef4\u57fa\u767e\u79d1\u4e2d\uff0c\u8bf7\u70b9\u51fb\u9605\u8bfb\u539f\u6587\u67e5\u770b~<\/span><\/p>\n<p style=\"margin: 15px 1em; line-height: 2em; letter-spacing: 1px; text-indent: 0em; text-align: center;\"><strong style=\"font-size: 18px; white-space: pre-wrap; color: rgb(123, 12, 0); text-align: center; text-indent: 2em; widows: 1;\">\u9605\u8bfb\u63a8\u8350<\/strong><\/p>\n<p style=\"text-indent: 2em; margin-left: 1em; margin-right: 1em; letter-spacing: 1px; text-align: center;\"><span style=\"font-size: 14px;\"><br  \/><\/span><\/p>\n<section  class=\"mpa-template\"  style=\"outline: none; margin-left: 1em; margin-right: 1em; letter-spacing: 1px;\">\n<section style=\"max-width: 100%; box-sizing: border-box; color: rgb(123, 12, 0); font-size: 16px; line-height: 25.6px; widows: 1; background-color: rgb(255, 255, 255); word-wrap: break-word !important; border-color: rgb(123, 12, 0);\">\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\">\n<section class=\"\" style=\"margin-top: 0.5em; margin-bottom: 0.5em; max-width: 100%; box-sizing: border-box; text-align: center; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\">\n<section style=\"max-width: 100%; box-sizing: border-box; clear: both; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\"><\/section>\n<section style=\"margin-top: -5px; margin-bottom: -5px; padding-right: 4px; padding-left: 4px; max-width: 100%; box-sizing: border-box; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\">\n<section class=\"\" style=\"padding: 10px; max-width: 100%; box-sizing: border-box; border-width: 2px; border-style: solid; border-color: rgb(123, 12, 0); word-wrap: break-word !important;\">\n<section class=\"\"  style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\">\n<section class=\"\" style=\"max-width: 100%; box-sizing: border-box; text-align: left; word-wrap: break-word !important; border-color: rgb(123, 12, 0);\">\n<p style=\"margin-bottom: 10px; font-size: 1em; line-height: normal; text-align: center; border-color: rgb(123, 12, 0);\"><span style=\"font-size: 14px; text-decoration: underline;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485086&amp;idx=1&amp;sn=6df71f473c3f4b2c24a908dc222a4021&amp;chksm=e8945c13dfe3d5050b1aaf34bc4a5cc43d50425bd2124181484cedf36dfcb08dec6ff9c81649&amp;scene=21#wechat_redirect\" target=\"_blank\" data_ue_src=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485086&amp;idx=1&amp;sn=6df71f473c3f4b2c24a908dc222a4021&amp;chksm=e8945c13dfe3d5050b1aaf34bc4a5cc43d50425bd2124181484cedf36dfcb08dec6ff9c81649&amp;scene=21#wechat_redirect\" style=\"font-size: 14px; text-decoration: underline;\">\u4e0d\u5fc5\u64cd\u5fc3\u300a\u672a\u6765\u7b80\u53f2\u300b| \u5f20\u6c5f<\/a><\/span><\/p>\n<p style=\"margin-bottom: 10px; font-size: 1em; line-height: normal; text-align: center; border-color: rgb(123, 12, 0);\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485070&amp;idx=1&amp;sn=63ed4ab41a96a6f6e53aeb6d46f3ccbc&amp;chksm=e8945c03dfe3d51563c04769c953d8d27692e9a0ff96fbbd7902ccf00a8724cf3548e5a4c53d&amp;scene=21#wechat_redirect\" target=\"_blank\" data_ue_src=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247485070&amp;idx=1&amp;sn=63ed4ab41a96a6f6e53aeb6d46f3ccbc&amp;chksm=e8945c03dfe3d51563c04769c953d8d27692e9a0ff96fbbd7902ccf00a8724cf3548e5a4c53d&amp;scene=21#wechat_redirect\" style=\"font-size: 14px; text-decoration: underline;\"><span style=\"font-size: 14px;\">\u4ece\u300a\u672a\u6765\u7b80\u53f2\u300b\u770b\u4eba\u7c7b\u672a\u6765\u4e28\u5f20\u6c5f<\/span><\/a><br  \/><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"text-align: center;\"><strong style=\"color: rgb(123, 12, 0); letter-spacing: 1px; text-align: center; widows: 1; background-color: rgb(255, 255, 255); font-size: 18px; white-space: pre-wrap; text-indent: 2em;\"><br  \/><\/strong><\/p>\n<p style=\"text-align: center;\"><br  \/><\/p>\n<p style=\"line-height: 2em; text-align: center; margin-bottom: 5px; margin-top: 10px;\"><strong style=\"font-size: 18px; letter-spacing: 1px; white-space: pre-wrap; color: rgb(123, 12, 0); text-align: center; text-indent: 36px; widows: 1;\">\u7279\u522b\u9e23\u8c22<\/strong><\/p>\n<p style=\"margin-top: 15px; margin-bottom: 15px; line-height: 2em; text-align: center;\"><span style=\"font-size: 14px;\"><\/span><\/p>\n<p style=\"white-space: normal; line-height: 2em; margin-bottom: 15px; margin-top: 5px;\"><span style=\"font-size: 14px;\">\u672c\u6587\u8bd1\u8005\uff1a@\u5218\u6e05\u6674 \u795e\u7ecf \u6df1\u5733 \uff0c@Yanting Fulfill the Promise Wan \uff0c@hehe \uff0c@Cicely-\u5927\u6c14\u79d1\u5b66-\u6210\u90fd \uff0c@\u8170\u679c-\u91d1\u878d-\u6b66\u6c49 \uff0c@\u70b9\u70b9-\u7269\u7406\uff0c @Shu<\/span><\/p>\n<p style=\"white-space: normal; line-height: 2em; margin-bottom: 15px; margin-top: 5px;\"><span style=\"font-size: 14px;\">\u5ba1\u6821\uff1a\u5f20\u6c5f \u3002<\/span><\/p>\n<p style=\"white-space: normal; margin-top: 15px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\u611f\u8c22\u5404\u4f4d\u5c0f\u4f19\u4f34\u7684\u8f9b\u52e4\u4ed8\u51fa\uff01\u624b\u52a8\u6bd4\u5fc3\uff01<\/span><\/p>\n<p style=\"white-space: normal; margin-top: 15px; line-height: 2em; margin-bottom: 15px;\"><span style=\"font-size: 14px;\">\uff08\u60f3\u52a0\u5165\u96c6\u667a\u7ffb\u8bd1\u7ec4\uff0c\u8bf7\u5728\u540e\u53f0\u7559\u8a00\uff1a\u52a0\u5165\u7ffb\u8bd1\u7ec4\u5373\u53ef\u83b7\u53d6\u52a0\u5165\u65b9\u5f0f\u54e6\uff09<\/span><\/p>\n<p style=\"margin-top: 15px; margin-bottom: 15px; line-height: 2em; text-align: left;\"><span style=\"font-size: 14px;\"><br  \/><\/span><\/p>\n<section  class=\"mpa-template\"  style=\"margin-right: 1em; margin-left: 1em; letter-spacing: 1px; white-space: normal; outline: none;\">\n<h1 style=\"color: rgb(62, 62, 62); widows: 1; text-align: center; line-height: 1.75em; background-color: rgb(255, 255, 255);\"><span style=\"font-size: 14px;\"><strong style=\"white-space: pre-wrap; color: rgb(0, 112, 192); line-height: 25.6px;\"><strong style=\"line-height: 28px; white-space: normal; color: rgb(61, 170, 214); font-size: 20px;\"><span style=\"font-size: 14px; color: rgb(136, 136, 136);\"><span style=\"color: rgb(255, 76, 0);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(0, 128, 255);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(61, 170, 214);\">\u25c6<\/span><\/span><\/strong><\/strong><\/span><\/h1>\n<p style=\"min-height: 1em; color: rgb(62, 62, 62); font-size: 16px; widows: 1; text-align: center; line-height: 1.75em; background-color: rgb(255, 255, 255);\"><span style=\"font-size: 14px;\"><strong style=\"line-height: 23.2727px; color: rgb(255, 76, 65);\"><span style=\"overflow-wrap: break-word !important;\">\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<\/section>\n<section  class=\"mpa-template\" style=\"margin-right: 1em; margin-left: 1em; letter-spacing: 1px; white-space: normal; outline: none;\">\n<section class=\"\"  style=\"color: rgb(123, 12, 0); font-size: 16px; line-height: 25.6px; widows: 1; border-color: rgb(123, 12, 0);\">\n<section class=\"\" style=\"margin-top: 10px; margin-bottom: 10px; padding-right: 3px; padding-left: 3px; transform: translate3d(0px, 0px, 0px); text-align: center; border-color: rgb(123, 12, 0);\">\n<section class=\"\" style=\"margin: auto; width: 0px; height: 1.5em; border-left: 1px solid rgb(123, 12, 0); border-top-color: rgb(123, 12, 0); border-bottom-color: rgb(123, 12, 0); border-right-color: rgb(123, 12, 0);\"><br  \/><\/section>\n<section class=\"\" style=\"height: 2em; border-left: 1px solid rgb(123, 12, 0); border-top: 1px solid rgb(123, 12, 0); border-right: 1px solid rgb(123, 12, 0); border-bottom-color: rgb(123, 12, 0);\"><\/section>\n<section class=\"\" style=\"margin-left: -3px; width: 6px; height: 6px; float: left; border-radius: 100%; background-color: rgb(123, 12, 0); border-color: rgb(123, 12, 0);\"><\/section>\n<section class=\"\" style=\"margin-right: -3px; width: 6px; height: 6px; float: right; border-radius: 100%; background-color: rgb(123, 12, 0); border-color: rgb(123, 12, 0);\"><\/section>\n<section class=\"\" style=\"margin-top: -2em; padding-right: 30px; padding-bottom: 10px; padding-left: 30px; display: inline-block; vertical-align: middle; width: 662px; border-color: rgb(123, 12, 0);\">\n<section class=\"\"  style=\"border-color: rgb(123, 12, 0);\">\n<section class=\"\" style=\"border-color: rgb(123, 12, 0);\">\n<section class=\"\" style=\"font-size: 12px; border-color: rgb(123, 12, 0);\">\n<p style=\"clear: none; min-height: 1em; border-color: rgb(123, 12, 0);\"><br  \/><\/p>\n<p style=\"margin-bottom: 15px; letter-spacing: 0.5px; font-size: 19px; min-height: 1em; background-color: rgb(255, 255, 255); line-height: 2em; border-color: rgb(123, 12, 0); overflow-wrap: break-word !important;\"><span style=\"color: rgb(136, 136, 136); font-size: 14px;\">\u82f1\u6587\u540d\uff1a Swarm Agents Club \uff0c<br  \/><\/span><\/p>\n<p style=\"margin-bottom: 15px; letter-spacing: 0.5px; font-size: 19px; min-height: 1em; background-color: rgb(255, 255, 255); line-height: 2em; border-color: rgb(123, 12, 0); overflow-wrap: break-word !important;\"><span style=\"font-size: 14px; border-color: rgb(123, 12, 0); color: rgb(136, 136, 136);\"><span style=\"line-height: 1.75em;\">\u7b80\u79f0\u201c SA Club<\/span>&nbsp;\u201d\uff0c<\/span><\/p>\n<p style=\"margin-bottom: 15px; letter-spacing: 0.5px; font-size: 19px; min-height: 1em; background-color: rgb(255, 255, 255); line-height: 2em; border-color: rgb(123, 12, 0); overflow-wrap: break-word !important;\"><span style=\"font-size: 14px; color: rgb(136, 136, 136);\">\u6210\u7acb\u4e8e 2008 \u5e74 \uff0c&nbsp;<\/span><\/p>\n<p style=\"margin-bottom: 15px; letter-spacing: 0.5px; font-size: 19px; min-height: 1em; background-color: rgb(255, 255, 255); line-height: 2em; border-color: rgb(123, 12, 0); overflow-wrap: break-word !important;\"><span style=\"border-color: rgb(123, 12, 0); color: rgb(136, 136, 136); font-size: 14px;\">\u662f\u4e00\u4e2a\u4ece\u4e8b\u5b66\u672f\u7814\u7a76\u3001<\/span><\/p>\n<p style=\"margin-bottom: 15px; letter-spacing: 0.5px; font-size: 19px; min-height: 1em; background-color: rgb(255, 255, 255); line-height: 2em; border-color: rgb(123, 12, 0); overflow-wrap: break-word !important;\"><span style=\"border-color: rgb(123, 12, 0); color: rgb(136, 136, 136); font-size: 14px;\">\u4eab\u53d7\u79d1\u5b66\u4e50\u8da3\u7684\u63a2\u7d22\u8005\u7684\u56e2\u4f53 \u3002<\/span><\/p>\n<p style=\"margin-bottom: 15px; letter-spacing: 0.5px; font-size: 19px; min-height: 1em; background-color: rgb(255, 255, 255); line-height: 2em; border-color: rgb(123, 12, 0); overflow-wrap: break-word !important;\"><span style=\"color: rgb(136, 136, 136); border-color: rgb(123, 12, 0); font-size: 14px;\">\u529b\u56fe\u642d\u5efa\u4e00\u4e2a\u4e2d\u56fd\u7684<\/span><\/p>\n<p style=\"margin-bottom: 15px; letter-spacing: 0.5px; font-size: 19px; min-height: 1em; background-color: rgb(255, 255, 255); line-height: 2em; border-color: rgb(123, 12, 0); overflow-wrap: break-word !important;\"><span style=\"font-size: 14px;\"><strong>&nbsp;<strong style=\"border-color: rgb(123, 12, 0);\">\u201c \u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240 \u201d\u3002<\/strong><\/strong><\/span><\/p>\n<p><br  \/><\/p>\n<section  class=\"mpa-template\" style=\"letter-spacing: 0.5px; outline: none;\">\n<section class=\"\"  style=\"font-size: 16px; line-height: 25.6px; border-color: rgb(123, 12, 0);\">\n<section class=\"\" style=\"margin-top: 10px; margin-bottom: 10px; padding-right: 3px; padding-left: 3px; transform: translate3d(0px, 0px, 0px); border-color: rgb(123, 12, 0);\">\n<section class=\"\" style=\"margin-top: -2em; padding-right: 30px; padding-bottom: 10px; padding-left: 30px; display: inline-block; vertical-align: middle; width: 662px; border-color: rgb(123, 12, 0);\">\n<section class=\"\"  style=\"border-color: rgb(123, 12, 0);\">\n<section class=\"\" style=\"border-color: rgb(123, 12, 0);\">\n<section class=\"\" style=\"font-size: 12px; border-color: rgb(123, 12, 0);\">\n<p style=\"font-size: 16px; min-height: 1em; color: rgb(62, 62, 62); line-height: 25.6px; background-color: rgb(255, 255, 255);\"><span style=\"color: rgb(160, 160, 160); font-size: 14px;\">\u96c6\u667aQQ\u7fa4\uff5c292641157<\/span><\/p>\n<p style=\"font-size: 16px; min-height: 1em; color: rgb(62, 62, 62); line-height: 25.6px; background-color: rgb(255, 255, 255);\"><span style=\"color: rgb(160, 160, 160); font-size: 14px;\">\u5546\u52a1\u5408\u4f5c\uff5czhangqian@swarma.org<\/span><\/p>\n<p style=\"font-size: 16px; min-height: 1em; color: rgb(62, 62, 62); line-height: 25.6px; background-color: rgb(255, 255, 255);\"><span style=\"color: rgb(160, 160, 160); font-size: 14px;\">\u6295\u7a3f\u8f6c\u8f7d\uff5cwangting@swarma.org<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"letter-spacing: 0.5px; font-size: 19px; font-family: \u5fae\u8f6f\u96c5\u9ed1; color: rgb(71, 193, 168); min-height: 1em; line-height: 23.2727px; background-color: rgb(255, 255, 255); overflow-wrap: break-word !important;\"><img class=\"__bg_gif\"     width=\"auto\" style=\"margin-right: auto; margin-left: auto; line-height: 23.2727px; display: block; overflow-wrap: break-word !important; visibility: visible !important; width: auto !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534233937.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<p style=\"margin-top: 5px; margin-bottom: 5px; letter-spacing: 0.5px; font-size: 19px; font-family: \u5fae\u8f6f\u96c5\u9ed1; color: rgb(71, 193, 168); min-height: 1em; background-color: rgb(255, 255, 255); line-height: 2em; overflow-wrap: break-word !important;\"><span style=\"color: rgb(0, 0, 0); line-height: 21.12px; font-size: 14px; overflow-wrap: break-word !important;\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<section style=\"font-size: 14px; letter-spacing: 0.5px; color: rgb(71, 193, 168); line-height: 20px; background-color: rgb(255, 255, 255); overflow-wrap: break-word !important;\">\n<p style=\"margin: 5px auto; padding: 10px; width: 180px; border-width: 2px; border-style: dashed; border-color: rgb(132, 132, 132); line-height: 2em; overflow-wrap: break-word !important;\"><img      width=\"auto\" style=\"overflow-wrap: break-word !important; visibility: visible !important; width: auto !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534233937.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<\/section>\n<p style=\"margin-top: 5px; margin-bottom: 5px; font-size: 14px; letter-spacing: 0.5px; font-family: \u5fae\u8f6f\u96c5\u9ed1; color: rgb(62, 62, 62); min-height: 1em; background-color: rgb(255, 255, 255); line-height: 2em; overflow-wrap: break-word !important;\"><span style=\"line-height: 23.2727px; letter-spacing: 0px; color: rgb(0, 0, 0); overflow-wrap: break-word !important;\">\u957f\u6309\u8bc6\u522b\u4e8c\u7ef4\u7801\uff0c\u5173\u6ce8\u96c6\u667aClub\uff0c<\/span><\/p>\n<p style=\"margin-top: 5px; 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