{"id":3898,"date":"2026-08-29T10:06:29","date_gmt":"2026-08-29T02:06:29","guid":{"rendered":"https:\/\/ai.zhousir.top\/?p=3898"},"modified":"2026-08-29T10:10:39","modified_gmt":"2026-08-29T02:10:39","slug":"%e5%9f%ba%e4%ba%8e%e6%9c%aa%e6%9d%a5%e5%81%9a%e5%86%b3%e7%ad%96%ef%bc%9a%e8%b4%9d%e7%b4%a2%e6%96%af%e7%9a%84%e6%97%b6%e9%97%b4%e7%a9%bf%e8%b6%8a%e6%80%9d%e8%80%83%e6%b3%95","status":"publish","type":"post","link":"https:\/\/ai.zhousir.top\/?p=3898","title":{"rendered":"\u57fa\u4e8e\u672a\u6765\u505a\u51b3\u7b56\uff1a\u8d1d\u7d22\u65af\u7684&#8221;\u65f6\u95f4\u7a7f\u8d8a&#8221;\u601d\u8003\u6cd5"},"content":{"rendered":"<section id=\"wenyan\" style=\"font-family: system-ui, 'Apple Color Emoji', 'Segoe UI', 'Segoe UI Symbol', 'Noto Sans', Roboto, sans-serif; line-height: 1.75; font-size: 16px; color: #000000; caret-color: #000000;\" data-provider=\"WenYan\">\n<blockquote style=\"display: block; font-size: 0.9em; border-left: 3px solid #4870ac; padding: 0.5em 1em; margin: 0px; background: #f6f8fa; 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padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u5178\u578b\u540e\u679c<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u5e74\u5e74\u8fbe\u6807\uff0c\u4e09\u5e74\u540e\u539f\u5730\u8e0f\u6b65<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u77ed\u671f\u627f\u538b\uff0c\u957f\u671f\u62c9\u5f00\u8eab\u4f4d<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin: 1em 0px;\">\u8fd1\u89c6\u4e0d\u662f\u8822\uff0c\u662f<strong style=\"color: #4870ac;\">\u53cd\u9988\u592a\u5feb\u3001\u538b\u529b\u592a\u8fd1<\/strong>\u3002\u5b63\u5ea6\u8d22\u62a5\u6bcf\u6708\u90fd\u5728\u6253\u8138\uff0c\u4e09\u5e74\u540e\u7684\u7ed3\u679c\u5374\u770b\u4e0d\u89c1\u3002\u8d1d\u7d22\u65af\u5389\u5bb3\u7684\u5730\u65b9\uff0c\u662f\u4ed6\u7528\u5236\u5ea6\u5bf9\u6297\u8fd9\u79cd\u4eba\u6027\uff1a\u8981\u6c42\u6240\u6709\u4eba\u628a&#8221;\u672a\u6765&#8221;\u5f53\u6210\u51b3\u7b56\u7684\u8f93\u5165\uff0c\u800c\u4e0d\u662f&#8221;\u73b0\u5728&#8221;\u3002<\/p>\n<h2 style=\"padding: 1px 12.5px; color: #ffffff; margin: 1.2em 0px 1em; border-radius: 4px; display: inline-block; background-color: #4870ac; font-size: 1.3em;\">\u56db\u3001\u5c45\u4e8e\u672a\u6765\u505a\u51b3\u7b56\uff1a\u600e\u4e48\u60f3<\/h2>\n<p style=\"margin: 1em 0px;\">&#8220;\u5c45\u4e8e\u672a\u6765&#8221;\u4e0d\u662f\u7384\u5b66\uff0c\u6709\u4e24\u5957\u53ef\u843d\u5730\u7684\u601d\u7ef4\u5de5\u5177\u3002<\/p>\n<h3 style=\"padding: 0px; color: #4870ac; margin: 1.2em 0px 1em; font-size: 1.3em;\">\u5de5\u5177\u4e00\uff1a\u65f6\u95f4\u7a7f\u8d8a\u6cd5\uff08\u5012\u63a8\uff09<\/h3>\n<p style=\"margin: 1em 0px;\">\u60f3\u8c61\u4f60\u5750\u5728\u4e09\u5e74\u540e\u7684\u65f6\u95f4\u70b9\u5f80\u56de\u770b\uff1a<\/p>\n<ol style=\"padding-left: 1rem; margin-left: 1rem; font-size: 0.9rem; list-style-type: decimal;\">\n<li>\n<section>\u4e09\u5e74\u540e\uff0c\u6211\u5e0c\u671b\u8fd9\u4ef6\u4e8b\u53d8\u6210\u4ec0\u4e48\u6837\uff1f<\/section>\n<\/li>\n<li>\n<section>\u8981\u8ba9\u5b83\u53d8\u6210\u90a3\u6837\uff0c\u4eca\u5929\u5fc5\u987b\u5f00\u59cb\u505a\u4ec0\u4e48\uff1f<\/section>\n<\/li>\n<li>\n<section>\u4eca\u5929\u5982\u679c\u4e0d\u505a\uff0c\u4e09\u5e74\u540e\u4f1a\u56e0\u4e3a&#8221;\u5f53\u521d\u6ca1\u52a8\u624b&#8221;\u800c\u540e\u6094\u4ec0\u4e48\uff1f<\/section>\n<\/li>\n<\/ol>\n<p style=\"margin: 1em 0px;\">\u8d1d\u7d22\u65af\u672c\u4eba\u7528\u8fc7\u7c7b\u4f3c\u7684\u300c\u9057\u61be\u6700\u5c0f\u5316\u6846\u67b6\u300d\uff08Regret Minimization Framework\uff09\uff1a\u8bbe\u60f3\u81ea\u5df1 80 \u5c81\u56de\u770b\uff0c\u54ea\u4e2a\u9009\u9879\u4f1a\u8ba9\u9057\u61be\u6700\u5c11\uff0c\u5c31\u9009\u54ea\u4e2a\u3002\u672c\u8d28\u90fd\u662f<strong style=\"color: #4870ac;\">\u628a\u672a\u6765\u62c9\u5230\u773c\u524d\u5f53\u53c2\u7167<\/strong>\u3002<\/p>\n<h3 style=\"padding: 0px; color: #4870ac; margin: 1.2em 0px 1em; font-size: 1.3em;\">\u5de5\u5177\u4e8c\uff1a\u6ede\u540e\u6548\u5e94\u610f\u8bc6<\/h3>\n<p style=\"margin: 1em 0px;\">\u4efb\u4f55\u91cd\u8981\u51b3\u7b56\uff0c\u90fd\u6709&#8221;\u51b3\u7b56 \u2192 \u6267\u884c \u2192 \u663e\u73b0&#8221;\u7684\u65f6\u95f4\u5dee\u3002\u8d1d\u7d22\u65af\u8bf4\u8d22\u62a5\u662f\u4e09\u5e74\u524d\u51b3\u7b56\uff0c\u610f\u601d\u5c31\u662f\uff1a<strong style=\"color: #4870ac;\">\u522b\u6307\u671b\u4eca\u5929\u7684\u51b3\u5b9a\u660e\u5929\u5151\u73b0\u3002<\/strong><\/p>\n<table style=\"display: table; text-align: left; overflow: auto; border-collapse: collapse; margin: 1.4em auto; max-width: 100%; table-layout: fixed; overflow-wrap: break-word; word-break: break-all; height: 220px;\" width=\"654\">\n<thead>\n<tr>\n<th style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top; text-align: center; font-weight: bold; color: #4870ac; background: #f7f7f7;\">\u51b3\u7b56\u7c7b\u578b<\/th>\n<th style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top; text-align: center; font-weight: bold; color: #4870ac; background: #f7f7f7;\">\u5178\u578b\u6ede\u540e<\/th>\n<th style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top; text-align: center; font-weight: bold; color: #4870ac; background: #f7f7f7;\">\u4f8b\u5b50<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u4eba\u624d\u57f9\u517b<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">1\u20132 \u5e74<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u4eca\u5929\u62db\u7684\u4eba\uff0c\u660e\u5e74\u624d\u9876\u7528<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u6280\u672f\u57fa\u5efa<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">1\u20133 \u5e74<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u4eca\u5929\u91cd\u6784\u67b6\u6784\uff0c\u660e\u5e74\u624d\u5c11\u5b95\u673a<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u54c1\u724c\u5efa\u8bbe<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">2\u20135 \u5e74<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u4eca\u5929\u505a\u5185\u5bb9\uff0c\u4e09\u5e74\u540e\u6709\u4eba\u4e3b\u52a8\u627e\u4f60<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u7ec4\u7ec7\u6587\u5316<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">3 \u5e74\u4ee5\u4e0a<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u4eca\u5929\u5b9a\u89c4\u77e9\uff0c\u957f\u671f\u624d\u957f\u6210\u4e60\u60ef<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin: 1em 0px;\">\u610f\u8bc6\u5230\u6ede\u540e\uff0c\u5c31\u4e0d\u4f1a\u56e0\u4e3a&#8221;\u505a\u4e86\u6ca1\u7acb\u523b\u89c1\u6548&#8221;\u5c31\u653e\u5f03\uff0c\u4e5f\u4e0d\u4f1a\u56e0\u4e3a&#8221;\u73b0\u5728\u8fd8\u4e0d\u9519&#8221;\u5c31\u505c\u624b\u3002<\/p>\n<h2 style=\"padding: 1px 12.5px; color: #ffffff; margin: 1.2em 0px 1em; border-radius: 4px; display: inline-block; background-color: #4870ac; font-size: 1.3em;\">\u4e94\u3001\u6848\u4f8b\uff1a\u4e9a\u9a6c\u900a\u600e\u4e48\u7528&#8221;\u672a\u6765&#8221;\u505a\u73b0\u5728\u7684\u51b3\u7b56<\/h2>\n<p style=\"margin: 1em 0px;\">\u8d1d\u7d22\u65af\u4e0d\u662f\u5634\u4e0a\u8bf4\u8bf4\uff0c\u51e0\u4e2a\u6807\u5fd7\u6027\u52a8\u4f5c\u90fd\u7b26\u5408&#8221;\u5c45\u4e8e\u672a\u6765&#8221;\uff1a<\/p>\n<ol style=\"padding-left: 1rem; margin-left: 1rem; font-size: 0.9rem; list-style-type: decimal;\">\n<li>\n<section>\n<p style=\"margin: 1em 0px;\"><strong style=\"color: #4870ac;\">AWS \u4e91\u8ba1\u7b97<\/strong>\uff082006 \u5e74\u8d77\u6b65\uff09<br \/>\n\u5f53\u65f6\u4e9a\u9a6c\u900a\u662f\u7535\u5546\uff0c\u505a\u4e91\u8ba1\u7b97\u770b\u4f3c\u4e0d\u52a1\u6b63\u4e1a\u3002\u8d1d\u7d22\u65af\u5224\u65ad&#8221;\u672a\u6765\u6bcf\u4e2a\u516c\u53f8\u90fd\u8981\u7b97\u529b&#8221;\uff0c\u5012\u63a8\u4eca\u5929\u8be5\u5efa\u57fa\u7840\u8bbe\u65bd\u3002\u5341\u51e0\u5e74\u540e AWS \u6210\u4e86\u5229\u6da6\u652f\u67f1\u3002<\/p>\n<\/section>\n<\/li>\n<li>\n<section>\n<p style=\"margin: 1em 0px;\"><strong style=\"color: #4870ac;\">\u98de\u8f6e\u6548\u5e94\uff08Virtuous Cycle\uff09<\/strong><br \/>\n\u964d\u4ef7 \u2192 \u5ba2\u6d41 \u2192 \u7b2c\u4e09\u65b9\u5356\u5bb6 \u2192 \u9009\u54c1\u66f4\u4e30\u5bcc \u2192 \u4f53\u9a8c\u66f4\u597d \u2192 \u66f4\u591a\u5ba2\u6d41\u3002\u8d1d\u7d22\u65af\u76f8\u4fe1\u8fd9\u4e2a\u5faa\u73af\u8f6c\u8d77\u6765\u540e&#8221;\u672a\u6765&#8221;\u4f1a\u81ea\u6211\u5f3a\u5316\uff0c\u6240\u4ee5\u7518\u613f\u73b0\u5728\u5c11\u8d5a\u3001\u6301\u7eed\u6295\u5165\u3002<\/p>\n<\/section>\n<\/li>\n<li>\n<section>\n<p style=\"margin: 1em 0px;\"><strong style=\"color: #4870ac;\">1997 \u5e74\u7b2c\u4e00\u5c01\u80a1\u4e1c\u4fe1<\/strong><br \/>\n\u5f00\u7bc7\u5c31\u5199&#8221;\u4e00\u5207\u90fd\u662f\u4e3a\u4e86\u957f\u671f&#8221;\uff08It&#8217;s All About the Long-Term\uff09\uff0c\u5e76\u660e\u786e\uff1a\u5f53\u957f\u671f\u4e0e\u77ed\u671f\u51b2\u7a81\uff0c\u9009\u957f\u671f\u3002\u8fd9\u4e0d\u662f\u5b63\u5ea6\u601d\u7ef4\u80fd\u5199\u51fa\u6765\u7684\u8bdd\uff0c\u662f&#8221;\u5c45\u4e8e\u672a\u6765&#8221;\u7684\u516c\u5f00\u5ba3\u8a00\u3002<\/p>\n<\/section>\n<\/li>\n<\/ol>\n<h2 style=\"padding: 1px 12.5px; color: #ffffff; margin: 1.2em 0px 1em; border-radius: 4px; display: inline-block; background-color: #4870ac; font-size: 1.3em;\">\u516d\u3001\u6bcf\u5929\u4e09\u4e2a\u51b3\u7b56\uff1a\u7cbe\u529b\u7ba1\u7406\u7684\u771f\u76f8<\/h2>\n<p style=\"margin: 1em 0px;\">&#8220;\u6bcf\u5929\u4e09\u4e2a\u51b3\u7b56&#8221;\u542c\u8d77\u6765\u5c11\u5f97\u79bb\u8c31\uff0c\u4f46\u80cc\u540e\u662f<strong style=\"color: #4870ac;\">\u51b3\u7b56\u7cbe\u529b\u6709\u9650<\/strong>\u8fd9\u4e00\u4e8b\u5b9e\u3002<\/p>\n<table style=\"display: table; text-align: left; overflow: auto; border-collapse: collapse; margin: 1.4em auto; max-width: 100%; table-layout: fixed; overflow-wrap: break-word; word-break: break-all; height: 155px;\" width=\"634\">\n<thead>\n<tr>\n<th style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top; text-align: center; font-weight: bold; color: #4870ac; background: #f7f7f7;\">\u8bef\u533a<\/th>\n<th style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top; text-align: center; font-weight: bold; color: #4870ac; background: #f7f7f7;\">\u771f\u76f8<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u51b3\u7b56\u8d8a\u591a\uff0c\u6548\u7387\u8d8a\u9ad8<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u51b3\u7b56\u662f\u6d88\u8017\u54c1\uff0c\u4e00\u5929\u62cd\u51e0\u5341\u6b21\u677f\uff0c\u91cd\u8981\u51b3\u7b56\u5c31\u7cca\u4e86<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u5c0f\u4e8b\u81ea\u5df1\u5b9a\u663e\u5f97\u8d1f\u8d23<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u5c0f\u4e8b\u5360\u6ee1\u7cbe\u529b\uff0c\u5927\u4e8b\u53cd\u800c\u6ca1\u7a7a\u60f3<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u6765\u4e00\u4ef6\u4e8b\u51b3\u4e00\u4ef6<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u88ab\u52a8\u54cd\u5e94\uff0c\u6c38\u8fdc\u5728\u6551\u706b\uff0c\u6ca1\u7a7a\u5e03\u5c40\u672a\u6765<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"margin: 1em 0px;\">\u8d1d\u7d22\u65af\u7684\u505a\u6cd5\u662f\uff1a<strong style=\"color: #4870ac;\">\u628a\u6709\u9650\u7684\u51b3\u7b56\u7cbe\u529b\uff0c\u7559\u7ed9\u90a3\u4e09\u4e2a\u771f\u6b63\u5f71\u54cd\u672a\u6765\u7684\u5173\u952e\u9009\u62e9<\/strong>\uff0c\u5176\u4f59\u6388\u6743\u3001\u6807\u51c6\u5316\u3001\u81ea\u52a8\u5316\u3002<\/p>\n<p style=\"margin: 1em 0px;\">\u4e09\u4e2a\u51b3\u7b56\u7684\u5206\u914d\u5efa\u8bae\uff1a<\/p>\n<table style=\"display: table; text-align: left; overflow: auto; border-collapse: collapse; margin: 1.4em auto; max-width: 100%; table-layout: fixed; overflow-wrap: break-word; word-break: break-all; height: 141px;\" width=\"639\">\n<thead>\n<tr>\n<th style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top; text-align: center; font-weight: bold; color: #4870ac; background: #f7f7f7;\">\u7c7b\u522b<\/th>\n<th style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top; text-align: center; font-weight: bold; color: #4870ac; background: #f7f7f7;\">\u5185\u5bb9<\/th>\n<th style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top; text-align: center; font-weight: bold; color: #4870ac; background: #f7f7f7;\">\u5360\u6bd4<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u65b9\u5411\u7c7b<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u8981\u4e0d\u8981\u8fdb\u65b0\u4e1a\u52a1\u3001\u780d\u6389\u4ec0\u4e48\u3001\u8d44\u6e90\u5f80\u54ea\u538b<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">1 \u4e2a\uff0c\u6700\u91cd<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u4eba \u7c7b<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u8c01\u4e0a\u3001\u8c01\u4e0b\u3001\u5173\u952e\u5c97\u4f4d\u6362\u8c01<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">1 \u4e2a<\/td>\n<\/tr>\n<tr>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u7ed3\u6784\u7c7b<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; font-size: 0.75em; line-height: 22px; vertical-align: top;\">\u6d41\u7a0b\/\u673a\u5236\/\u4f18\u5148\u7ea7\u8c03\u6574<\/td>\n<td style=\"border: 1px solid #d9dfe4; padding: 9px 12px; 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