{"id":118629,"date":"2026-10-27T21:48:34","date_gmt":"2026-10-27T13:48:34","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/118629.html"},"modified":"2026-10-27T21:48:34","modified_gmt":"2026-10-27T13:48:34","slug":"%e3%80%90%e8%a1%8c%e4%b8%9a%e5%8a%a8%e6%80%81%e3%80%912026-%e5%85%a8%e7%90%83-ai-%e6%8a%80%e6%9c%af%e8%b0%b1%e7%b3%bb%e7%9b%98%e7%82%b9%ef%bc%9a16-%e6%9d%a1%e8%b7%af%e7%ba%bf%ef%bc%8c%e5%93%aa","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/118629.html","title":{"rendered":"\u3010\u884c\u4e1a\u52a8\u6001\u30112026 \u5168\u7403 AI \u6280\u672f\u8c31\u7cfb\u76d8\u70b9\uff1a16 \u6761\u8def\u7ebf\uff0c\u54ea\u6761\u80fd\u6491\u8d77 \u201c\u81ea\u6211\u6210\u957f\u201c\u2014\u20141"},"content":{"rendered":"<h2>\u3010\u884c\u4e1a\u52a8\u6001\u30112026 \u5168\u7403 AI \u6280\u672f\u8c31\u7cfb\u76d8\u70b9&#xff1a;16 \u6761\u8def\u7ebf&#xff0c;\u54ea\u6761\u80fd\u6491\u8d77 \u201c\u81ea\u6211\u6210\u957f\u201d\u2014\u20141<\/h2>\n<\/p>\n<h4>\u6587\u7ae0\u76ee\u5f55<\/h4>\n<ul>\n<li>\u3010\u884c\u4e1a\u52a8\u6001\u30112026 \u5168\u7403 AI \u6280\u672f\u8c31\u7cfb\u76d8\u70b9&#xff1a;16 \u6761\u8def\u7ebf&#xff0c;\u54ea\u6761\u80fd\u6491\u8d77 &#034;\u81ea\u6211\u6210\u957f&#034;\u2014\u20141<\/li>\n<li>\n<ul>\n<li>\u5148\u7ed9\u7ed3\u8bba<\/li>\n<li>\u4e00\u3001&#034;\u6210\u957f&#034;\u8fd9\u4e2a\u8bcd\u592a\u7cca\u4e86&#xff0c;\u5148\u62c6\u6210\u4e09\u4e2a\u76ee\u6807<\/li>\n<li>\n<ul>\n<li>\u79cd\u5b50\u7684\u5de5\u4f5c\u5b9a\u4e49<\/li>\n<li>\u5341\u9879\u79cd\u5b50\u9700\u6c42<\/li>\n<\/ul>\n<\/li>\n<li>\u4e8c\u3001\u6211\u600e\u4e48\u7ed9\u8bc1\u636e\u5206\u7ea7<\/li>\n<li>\u4e09\u300116 \u6761\u6280\u672f\u8def\u7ebf\u5168\u666f<\/li>\n<li>\u56db\u3001\u9010\u6761\u770b&#xff1a;\u6838\u5fc3\u8def\u7ebf\u7684\u8bc1\u636e\u4e0e\u786c\u4f24<\/li>\n<li>\n<ul>\n<li>4.1 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AI&#034;\u8fd9\u4ef6\u4e8b\u5230\u5e95\u6709\u6ca1\u6709\u53ef\u590d\u7528\u7684\u79d1\u5b66\u57fa\u7840\u3002\u7ffb\u5b8c\u4e00\u5708\u6587\u732e\u4e4b\u540e&#xff0c;\u7ed3\u8bba\u6bd4\u9884\u671f\u4fdd\u5b88&#xff1a;\u80fd\u529b\u79ef\u7d2f\u548c\u80fd\u529b\u6539\u5584\u90fd\u6709\u8f83\u5f3a\u7684\u5c40\u90e8\u5b9e\u9a8c\u8bc1\u636e&#xff0c;\u5f00\u653e\u5f0f\u81ea\u4e3b\u6210\u957f\u5728\u7cfb\u7edf\u5c42\u9762\u4ecd\u662f\u672a\u89e3\u51b3\u7684\u95ee\u9898\u3002<\/p>\n<p>\u8986\u76d6\u8303\u56f4&#xff1a;\u673a\u5668\u5b66\u4e60\u3001\u8ba4\u77e5\u79d1\u5b66\u3001\u8ba1\u7b97\u795e\u7ecf\u79d1\u5b66\u3001\u5f3a\u5316\u5b66\u4e60\u3001\u7b26\u53f7\u4e3b\u4e49\u3001\u6f14\u5316\u8ba1\u7b97\u3001\u4e3b\u52a8\u63a8\u65ad\u3001\u81ea\u4e3b\u667a\u80fd\u4f53\u3001\u5177\u8eab\u667a\u80fd<\/p>\n<hr \/>\n<h3>\u5148\u7ed9\u7ed3\u8bba<\/h3>\n<p>\u5982\u679c\u53ea\u60f3\u77e5\u9053\u7b54\u6848&#xff0c;\u770b\u8fd9\u56db\u884c&#xff1a;<\/p>\n<li>\u73b0\u6709 AI \u5df2\u7ecf\u5206\u522b\u8bc1\u660e\u4e86\u8bb0\u5fc6\u3001\u5b66\u4e60\u3001\u63a8\u7406\u3001\u9884\u6d4b\u3001\u63a2\u7d22\u3001\u6280\u80fd\u7d2f\u79ef\u548c\u53d7\u9650\u81ea\u6211\u6539\u8fdb\u7684\u53ef\u884c\u6027\u3002<\/li>\n<li>\u6ca1\u6709\u4efb\u4f55\u4e00\u6761\u5355\u72ec\u8def\u7ebf\u88ab\u8bc1\u660e\u5b9e\u73b0\u4e86\u5f00\u653e\u73af\u5883\u4e0b\u3001\u957f\u671f\u7a33\u5b9a\u3001\u53ef\u9a8c\u8bc1\u7684\u901a\u7528\u81ea\u4e3b\u6210\u957f\u3002<\/li>\n<li>\u6700\u503c\u5f97\u7814\u7a76\u7684\u5bf9\u8c61\u4e0d\u662f\u67d0\u4e2a\u6a21\u578b\u6216\u7b97\u6cd5&#xff0c;\u800c\u662f\u628a&#034;\u7ecf\u9a8c\u83b7\u53d6 \u2192 \u77e5\u8bc6\u6c89\u6dc0 \u2192 \u6280\u80fd\u6784\u5efa \u2192 \u53d7\u63a7\u6539\u8fdb \u2192 \u72ec\u7acb\u9a8c\u8bc1 \u2192 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\u5e74\u7684\u7cfb\u7edf\u7efc\u8ff0\u6c47\u603b\u4e86 2010 \u5230 2025 \u5e74\u7684 189 \u7bc7\u8bba\u6587&#xff0c;\u786e\u8ba4\u707e\u96be\u6027\u9057\u5fd8\u4ecd\u7136\u662f\u5173\u952e\u96be\u9898\u3002\u8bba\u6587\u6570\u91cf\u8bf4\u660e\u8fd9\u4e2a\u9886\u57df\u6210\u719f&#xff0c;\u4e0d\u4ee3\u8868\u95ee\u9898\u89e3\u51b3\u4e86\u3002<\/p>\n<p>\u4e16\u754c\u6a21\u578b\u3002DreamerV3 \u7528\u4e00\u5957\u7edf\u4e00\u914d\u7f6e\u5728 150 \u591a\u4e2a\u4efb\u52a1\u4e0a\u62ff\u5230\u4e0d\u9519\u7684\u6210\u7ee9&#xff0c;\u8bc1\u660e&#034;\u7528\u7ecf\u9a8c\u6784\u5efa\u9884\u6d4b\u6a21\u578b &#043; \u60f3\u8c61\u89c4\u5212&#034;\u8fd9\u6761\u8def\u6210\u7acb\u3002\u4f46\u5b83\u4e0d\u7b49\u4e8e\u7ec8\u8eab\u5f00\u653e\u5f0f\u5b66\u4e60&#xff0c;\u4e24\u7801\u4e8b\u3002<\/p>\n<p>\u6280\u80fd\u7d2f\u79ef\u3002Voyager \u80fd\u5728 Minecraft \u91cc\u81ea\u4e3b\u63a2\u7d22\u3001\u5efa\u53ef\u590d\u7528\u7684\u7a0b\u5e8f\u6280\u80fd\u5e93\u3002\u91cd\u70b9\u5728\u4e8e&#xff1a;\u5b83\u7684\u6210\u957f\u53d1\u751f\u5728\u5916\u90e8\u6280\u80fd\u7cfb\u7edf&#xff0c;\u57fa\u7840\u6a21\u578b\u6743\u91cd\u4e00\u52a8\u4e0d\u52a8\u3002<\/p>\n<p>\u81ea\u6211\u4fee\u6539\u3002Darwin G\u00f6del Machine \u5728\u8bba\u6587\u62a5\u544a\u7684\u5b9e\u9a8c\u8bbe\u7f6e\u91cc&#xff0c;\u901a\u8fc7\u8fed\u4ee3\u4fee\u6539\u667a\u80fd\u4f53\u4ee3\u7801\u628a SWE-bench \u4ece 20.0% \u63d0\u5230 50.0%\u30022026 \u5e74\u7684 Hyperagents \u66f4\u8fdb\u4e00\u6b65&#xff0c;\u53bb\u7814\u7a76&#034;\u6539\u8fdb\u673a\u5236\u672c\u8eab\u80fd\u4e0d\u80fd\u88ab\u6539\u8fdb&#034;\u3002<\/p>\n<p>\u4e3b\u52a8\u63a8\u65ad\u30022026 \u5e74 UAI \u90a3\u7bc7\u8bba\u6587\u628a\u9884\u671f\u81ea\u7531\u80fd\u548c\u53d8\u5206\u63a8\u65ad\u7684\u5173\u7cfb\u505a\u5f97\u66f4\u5f62\u5f0f\u5316&#xff0c;\u5728\u4e0d\u540c\u4e0d\u786e\u5b9a\u6027\u6761\u4ef6\u7684\u7f51\u683c\u4e16\u754c\u91cc\u9a8c\u8bc1\u4e86\u63a2\u7d22\u884c\u4e3a\u3002\u5b83\u8bf4\u660e\u7406\u8bba\u81ea\u6d3d&#xff0c;\u8bf4\u660e\u4e0d\u4e86\u81ea\u7531\u80fd\u539f\u7406\u80fd\u5355\u72ec\u6784\u6210\u901a\u7528\u667a\u80fd\u3002<\/p>\n<h4>\u79cd\u5b50\u7684\u5de5\u4f5c\u5b9a\u4e49<\/h4>\n<p>\u9879\u76ee\u4e0a\u603b\u5f97\u6709\u4e2a\u80fd\u9a8c\u6536\u7684\u4e1c\u897f&#xff0c;\u6211\u7528\u8fd9\u4e2a\u5b9a\u4e49&#xff1a;<\/p>\n<p>\u81ea\u6211\u6210\u957f AI \u79cd\u5b50&#xff0c;\u662f\u4ece\u6709\u9650\u521d\u59cb\u80fd\u529b\u51fa\u53d1&#xff0c;\u80fd\u591f\u901a\u8fc7\u73af\u5883\u4ea4\u4e92\u4e0e\u53cd\u9988&#xff0c;\u5728\u8f83\u957f\u65f6\u95f4\u5185\u79ef\u7d2f\u77e5\u8bc6\u548c\u6280\u80fd\u3001\u6539\u5584\u81ea\u8eab\u884c\u4e3a\u6216\u5185\u90e8\u7ed3\u6784&#xff0c;\u5e76\u5728\u672a\u89c1\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u53ef\u9a8c\u8bc1\u80fd\u529b\u589e\u957f\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u3002<\/p>\n<p>\u4e09\u4e2a\u7ea6\u675f\u6761\u4ef6\u503c\u5f97\u5355\u72ec\u62ce\u51fa\u6765&#xff1a;<\/p>\n<ul>\n<li>\u521d\u59cb\u80fd\u529b\u53ef\u4ee5\u6765\u81ea\u9884\u8bad\u7ec3\u6a21\u578b&#xff0c;\u4e0d\u8981\u6c42\u4ece\u96f6\u8bad\u7ec3\u3002<\/li>\n<li>\u6210\u957f\u5fc5\u987b\u6709\u53ef\u8ffd\u6eaf\u7684\u65b0\u589e\u7ecf\u9a8c\u6765\u6e90\u3002<\/li>\n<li>\u9a8c\u6536\u770b\u672a\u89c1\u4efb\u52a1&#xff0c;\u4e0d\u770b\u8bad\u7ec3\u65f6\u89c1\u8fc7\u7684\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<h4>\u5341\u9879\u79cd\u5b50\u9700\u6c42<\/h4>\n<p>\u628a\u5b9a\u4e49\u62c6\u5f00&#xff0c;\u843d\u5230\u5341\u4e2a\u5177\u4f53\u7684\u9700\u6c42\u70b9\u3002\u540e\u9762\u6240\u6709\u6280\u672f\u8def\u7ebf\u7684\u8bc4\u4ef7&#xff0c;\u90fd\u5bf9\u7740\u8fd9\u5f20\u8868\u6253\u5206\u3002<\/p>\n<table>\n<tr>\u7f16\u53f7\u9700\u6c42\u8981\u5177\u5907\u4ec0\u4e48<\/tr>\n<tbody>\n<tr>\n<td>S1<\/td>\n<td>\u611f\u77e5\u4e0e\u4ea4\u4e92<\/td>\n<td>\u89c2\u5bdf\u73af\u5883\u3001\u8c03\u7528\u5de5\u5177\u3001\u83b7\u53d6\u53cd\u9988<\/td>\n<\/tr>\n<tr>\n<td>S2<\/td>\n<td>\u6301\u4e45\u8bb0\u5fc6<\/td>\n<td>\u4fdd\u5b58\u7ecf\u5386\u3001\u4e8b\u5b9e\u3001\u89c4\u5219\u4e0e\u6280\u80fd<\/td>\n<\/tr>\n<tr>\n<td>S3<\/td>\n<td>\u77e5\u8bc6\u66f4\u65b0<\/td>\n<td>\u7ea0\u9519\u3001\u9057\u5fd8\u8fc7\u65f6\u77e5\u8bc6\u3001\u5904\u7406\u77db\u76fe<\/td>\n<\/tr>\n<tr>\n<td>S4<\/td>\n<td>\u6301\u7eed\u5b66\u4e60<\/td>\n<td>\u5b66\u65b0\u80fd\u529b\u65f6\u5c3d\u91cf\u4fdd\u4f4f\u65e7\u80fd\u529b<\/td>\n<\/tr>\n<tr>\n<td>S5<\/td>\n<td>\u4e16\u754c\u7406\u89e3<\/td>\n<td>\u9884\u6d4b\u53d8\u5316\u3001\u5f62\u6210\u56e0\u679c\u5047\u8bbe\u3001\u89c4\u5212\u884c\u52a8<\/td>\n<\/tr>\n<tr>\n<td>S6<\/td>\n<td>\u81ea\u4e3b\u63a2\u7d22<\/td>\n<td>\u53d1\u73b0\u77e5\u8bc6\u7f3a\u53e3\u3001\u4ea7\u751f\u5b66\u4e60\u76ee\u6807\u4e0e\u8bfe\u7a0b<\/td>\n<\/tr>\n<tr>\n<td>S7<\/td>\n<td>\u6280\u80fd\u590d\u7528<\/td>\n<td>\u62bd\u8c61\u3001\u7ec4\u5408\u5e76\u8fc1\u79fb\u8fc7\u53bb\u83b7\u5f97\u7684\u80fd\u529b<\/td>\n<\/tr>\n<tr>\n<td>S8<\/td>\n<td>\u81ea\u6211\u6539\u8fdb<\/td>\n<td>\u4fee\u6539\u63d0\u793a\u3001\u7a0b\u5e8f\u3001\u7b56\u7565\u3001\u6a21\u578b\u6216\u5b66\u4e60\u673a\u5236<\/td>\n<\/tr>\n<tr>\n<td>S9<\/td>\n<td>\u53ef\u9760\u9a8c\u8bc1<\/td>\n<td>\u72ec\u7acb\u8bc4\u4f30\u6539\u8fdb\u6548\u679c\u3001\u53d1\u73b0\u9000\u5316\u3001\u652f\u6301\u56de\u6eda<\/td>\n<\/tr>\n<tr>\n<td>S10<\/td>\n<td>\u957f\u671f\u81ea\u4e3b\u6027<\/td>\n<td>\u5728\u8d44\u6e90\u3001\u5b89\u5168\u3001\u76ee\u6807\u7ea6\u675f\u4e0b\u7a33\u5b9a\u8fd0\u884c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u5341\u4e2a\u4e0d\u662f\u5341\u4e2a\u72ec\u7acb\u6a21\u5757\u3002S8 \u5c11\u4e86 S9&#xff0c;\u5c31\u4f1a\u4ea7\u51fa\u65e0\u6cd5\u9a8c\u8bc1\u7684&#034;\u6539\u8fdb&#034;&#xff1b;S2 \u5c11\u4e86 S3&#xff0c;\u957f\u671f\u8bb0\u5fc6\u4f1a\u79ef\u7d2f\u4e00\u5806\u4e92\u76f8\u77db\u76fe\u7684\u4e1c\u897f\u3002\u8fd9\u4e2a\u8026\u5408\u5173\u7cfb\u540e\u9762\u4f1a\u53cd\u590d\u51fa\u73b0\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u6211\u600e\u4e48\u7ed9\u8bc1\u636e\u5206\u7ea7<\/h3>\n<p>\u7f51\u4e0a\u7684 AI \u7ed3\u8bba\u4e4b\u6240\u4ee5\u6ca1\u6cd5\u7528&#xff0c;\u662f\u56e0\u4e3a\u628a&#034;\u8bba\u6587\u6709\u60f3\u6cd5&#034;\u548c&#034;\u5de5\u7a0b\u80fd\u8dd1&#034;\u6df7\u5728\u4e00\u8d77\u8bb2\u3002\u6211\u628a\u4e24\u4ef6\u4e8b\u5206\u5f00\u8bc4\u3002<\/p>\n<p>\u79d1\u5b66\u8bc1\u636e\u5f3a\u5ea6\u5206\u56db\u7ea7&#xff1a;<\/p>\n<table>\n<tr>\u7b49\u7ea7\u5224\u5b9a\u6807\u51c6<\/tr>\n<tbody>\n<tr>\n<td>E3 \u8f83\u5f3a<\/td>\n<td>\u540c\u884c\u8bc4\u5ba1&#xff0c;\u6709\u591a\u4efb\u52a1\u5b9e\u9a8c\u3001\u660e\u786e\u5bf9\u7167\u3001\u53ef\u590d\u6838\u65b9\u6cd5<\/td>\n<\/tr>\n<tr>\n<td>E2 \u4e2d\u7b49<\/td>\n<td>\u539f\u59cb\u7814\u7a76\u7ed9\u51fa\u5b9a\u91cf\u5b9e\u9a8c\u6216\u4ee3\u7801&#xff0c;\u4f46\u5916\u90e8\u590d\u73b0\u4e0e\u6cdb\u5316\u6709\u9650<\/td>\n<\/tr>\n<tr>\n<td>E1 \u521d\u6b65<\/td>\n<td>\u539f\u578b\u3001\u6f14\u793a\u3001\u6709\u9650\u573a\u666f\u6d4b\u8bd5\u6216\u7406\u8bba\u6a21\u578b<\/td>\n<\/tr>\n<tr>\n<td>E0 \u5c1a\u7f3a<\/td>\n<td>\u7f3a\u4e4f\u9488\u5bf9\u6240\u58f0\u79f0\u80fd\u529b\u7684\u6709\u6548\u5b9e\u9a8c\u8bc1\u636e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>E3 \u4e0d\u7b49\u4e8e\u901a\u7528\u667a\u80fd\u3002DreamerV3 \u5728\u63a7\u5236\u4efb\u52a1\u4e0a\u7684 E3&#xff0c;\u4e0d\u80fd\u5347\u7ea7\u6210&#034;\u5df2\u9a8c\u8bc1\u957f\u671f\u81ea\u4e3b\u6210\u957f&#034;\u3002\u8fd9\u4e00\u70b9\u5728\u4f20\u64ad\u91cc\u88ab\u641e\u6df7\u5f97\u6700\u5389\u5bb3\u3002<\/p>\n<p>\u5de5\u7a0b\u6210\u719f\u5ea6\u53e6\u7528\u4e00\u5957&#xff0c;M0 \u5230 M4&#xff1a;<\/p>\n<ul>\n<li>M0&#xff1a;\u6982\u5ff5&#xff0c;\u6216\u8005\u505c\u6b62\u7ef4\u62a4\u7684\u53c2\u8003\u5b9e\u73b0<\/li>\n<li>M1&#xff1a;\u63a2\u7d22\u6027\u539f\u578b<\/li>\n<li>M2&#xff1a;\u53ef\u8fd0\u884c\u7684\u7814\u7a76\u4ee3\u7801<\/li>\n<li>M3&#xff1a;\u6709\u6587\u6863\u3001\u6d4b\u8bd5\u6216\u590d\u73b0\u5b9e\u9a8c\u7684\u7814\u7a76\u5e73\u53f0<\/li>\n<li>M4&#xff1a;\u6bd4\u8f83\u5b8c\u6574\u7684\u5e94\u7528\u5f00\u53d1\u57fa\u7840\u8bbe\u65bd<\/li>\n<\/ul>\n<p>\u4e24\u5957\u5206\u7ea7\u662f\u6211\u81ea\u5df1\u7528\u7684\u7814\u7a76\u8bc4\u4ef7\u6846\u67b6&#xff0c;\u4e0d\u662f\u5b98\u65b9\u8ba4\u8bc1&#xff0c;\u4e5f\u4e0d\u6784\u6210\u5bf9\u4ea7\u54c1\u8d28\u91cf\u7684\u80cc\u4e66\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u300116 \u6761\u6280\u672f\u8def\u7ebf\u5168\u666f<\/h3>\n<p>\u8fd9\u5f20\u8868\u662f\u6574\u4e2a\u76d8\u70b9\u7684\u9aa8\u67b6\u3002\u8bc1\u636e\u7b49\u7ea7\u9488\u5bf9\u7684\u662f\u8be5\u8def\u7ebf\u5df2\u7ecf\u5c55\u793a\u51fa\u6765\u7684\u76f8\u5173\u80fd\u529b&#xff0c;\u4e0d\u662f\u5b8c\u6574\u79cd\u5b50\u76ee\u6807\u3002\u7814\u7a76\u4f18\u5148\u7ea7\u662f\u6211\u7684\u5de5\u7a0b\u5224\u65ad\u3002<\/p>\n<table>\n<tr>\u6280\u672f\u8c31\u7cfb\u4ee3\u8868\u673a\u5236\u76f4\u63a5\u652f\u6491\u8bc1\u636e\u4e0e\u4e3b\u8981\u7a7a\u767d<\/tr>\n<tbody>\n<tr>\n<td>1. \u57fa\u7840\u6a21\u578b\u4e0e\u81ea\u76d1\u7763\u5b66\u4e60<\/td>\n<td>Transformer\u3001\u81ea\u56de\u5f52\u3001\u5bf9\u6bd4\u5b66\u4e60\u3001JEPA&#xff08;\u8054\u5408\u5d4c\u5165\u9884\u6d4b\u67b6\u6784&#xff09;<\/td>\n<td>S1 S5 S7<\/td>\n<td>E3&#xff1b;\u77e5\u8bc6\u57fa\u7840\u5f3a&#xff0c;\u9759\u6001\u6a21\u578b\u4e0d\u5929\u7136\u6301\u7eed\u6210\u957f<\/td>\n<\/tr>\n<tr>\n<td>2. \u6301\u7eed\u5b66\u4e60<\/td>\n<td>\u56de\u653e\u3001\u6b63\u5219\u5316\u3001\u52a8\u6001\u7f51\u7edc\u3001\u53c2\u6570\u9ad8\u6548\u66f4\u65b0<\/td>\n<td>S3 S4<\/td>\n<td>E3&#xff1b;\u707e\u96be\u6027\u9057\u5fd8\u4e0e\u957f\u671f\u53ef\u6269\u5c55\u6027\u672a\u89e3\u51b3<\/td>\n<\/tr>\n<tr>\n<td>3. \u957f\u671f\u8bb0\u5fc6\u67b6\u6784<\/td>\n<td>RAG&#xff08;\u68c0\u7d22\u589e\u5f3a\u751f\u6210&#xff09;\u3001\u60c5\u666f\u8bb0\u5fc6\u3001\u8bed\u4e49\u8bb0\u5fc6\u3001\u65f6\u5e8f\u77e5\u8bc6\u56fe\u8c31<\/td>\n<td>S2 S3 S7<\/td>\n<td>E3&#xff1b;\u8bb0\u5fc6\u6b63\u786e\u6027\u4e0e\u771f\u5b9e\u80fd\u529b\u8fc1\u79fb\u4e4b\u95f4\u6709\u7f3a\u53e3<\/td>\n<\/tr>\n<tr>\n<td>4. \u5143\u5b66\u4e60\u4e0e\u6d4b\u8bd5\u65f6\u9002\u5e94<\/td>\n<td>MAML\u3001\u5feb\u901f\u9002\u914d\u3001\u6d4b\u8bd5\u65f6\u8bad\u7ec3<\/td>\n<td>S4 S7 S8<\/td>\n<td>E2\u2013E3&#xff1b;\u53d8\u5316\u5e38\u5c40\u9650\u4e8e\u4efb\u52a1\u6216\u6d4b\u8bd5\u5206\u5e03<\/td>\n<\/tr>\n<tr>\n<td>5. \u5f3a\u5316\u5b66\u4e60\u4e0e\u81ea\u535a\u5f08<\/td>\n<td>PPO\u3001SAC\u3001MuZero\u3001\u81ea\u535a\u5f08<\/td>\n<td>S1 S5 S6 S7<\/td>\n<td>E3&#xff1b;\u5956\u52b1\u8bbe\u8ba1\u3001\u6837\u672c\u6548\u7387\u3001\u8de8\u73af\u5883\u8fc1\u79fb\u56f0\u96be<\/td>\n<\/tr>\n<tr>\n<td>6. \u4e16\u754c\u6a21\u578b<\/td>\n<td>\u6f5c\u53d8\u91cf\u9884\u6d4b\u3001\u60f3\u8c61\u89c4\u5212\u3001\u4ea4\u4e92\u5f0f\u751f\u6210\u73af\u5883<\/td>\n<td>S5 S6 S7<\/td>\n<td>E3&#xff1b;\u957f\u671f\u56e0\u679c\u4e00\u81f4\u6027\u548c\u771f\u5b9e\u4e16\u754c\u9a8c\u8bc1\u4e0d\u8db3<\/td>\n<\/tr>\n<tr>\n<td>7. \u56e0\u679c\u5b66\u4e60\u4e0e\u6982\u7387\u5efa\u6a21<\/td>\n<td>\u56e0\u679c\u56fe\u3001\u7ed3\u6784\u56e0\u679c\u6a21\u578b\u3001\u8d1d\u53f6\u65af\u63a8\u65ad<\/td>\n<td>S3 S5 S9<\/td>\n<td>E2\u2013E3&#xff1b;\u5f00\u653e\u73af\u5883\u7684\u56e0\u679c\u53d1\u73b0\u4e0e\u53ef\u8bc6\u522b\u6027\u53d7\u9650<\/td>\n<\/tr>\n<tr>\n<td>8. \u667a\u80fd\u4f53\u81ea\u8fdb\u5316<\/td>\n<td>\u53cd\u601d\u3001\u6280\u80fd\u5e93\u3001\u7a0b\u5e8f\u4fee\u6539\u3001\u81ea\u6211\u4f18\u5316<\/td>\n<td>S6 S7 S8 S9<\/td>\n<td>E2&#xff1b;\u5c40\u90e8\u6539\u8fdb\u660e\u786e&#xff0c;\u957f\u671f\u8de8\u57df\u9012\u5f52\u589e\u957f\u5f85\u9a8c\u8bc1<\/td>\n<\/tr>\n<tr>\n<td>9. \u795e\u7ecf\u7b26\u53f7\u6df7\u5408<\/td>\n<td>\u53ef\u5fae\u903b\u8f91\u3001\u77e5\u8bc6\u56fe\u8c31\u3001\u7a0b\u5e8f\u5408\u6210\u3001\u5b9a\u7406\u8bc1\u660e<\/td>\n<td>S3 S5 S7 S9<\/td>\n<td>E2\u2013E3&#xff1b;\u7b26\u53f7\u83b7\u53d6\u548c\u89c4\u6a21\u5316\u63a8\u7406\u4ecd\u56f0\u96be<\/td>\n<\/tr>\n<tr>\n<td>10. \u7ecf\u5178\u8ba4\u77e5\u67b6\u6784<\/td>\n<td>Soar\u3001ACT-R\u3001NARS\u3001\u8ba4\u77e5\u5faa\u73af<\/td>\n<td>S2 S5 S7 S10<\/td>\n<td>E1\u2013E2&#xff1b;\u7ed3\u6784\u5316\u667a\u80fd\u6709\u9a8c\u8bc1&#xff0c;\u5f00\u653e\u5b66\u4e60\u80fd\u529b\u6709\u9650<\/td>\n<\/tr>\n<tr>\n<td>11. \u53d1\u80b2\u5f0f\u4e0e\u8111\u542f\u53d1\u667a\u80fd<\/td>\n<td>\u76ae\u5c42\u67f1\u6a21\u578b\u3001\u611f\u89c9\u8fd0\u52a8\u5b66\u4e60\u3001\u7a81\u89e6\u53ef\u5851\u6027<\/td>\n<td>S1 S4 S5 S6<\/td>\n<td>E1\u2013E2&#xff1b;\u7f3a\u5927\u89c4\u6a21\u901a\u7528\u80fd\u529b\u8bc1\u660e<\/td>\n<\/tr>\n<tr>\n<td>12. \u4e3b\u52a8\u63a8\u65ad\u4e0e\u81ea\u7531\u80fd\u539f\u7406<\/td>\n<td>\u751f\u6210\u6a21\u578b\u3001\u9884\u671f\u81ea\u7531\u80fd\u3001\u4fe1\u606f\u589e\u76ca<\/td>\n<td>S5 S6 S10<\/td>\n<td>E2&#xff1b;\u7406\u8bba\u8f83\u7cfb\u7edf&#xff0c;\u590d\u6742\u73b0\u5b9e\u73af\u5883\u9a8c\u8bc1\u4e0d\u8db3<\/td>\n<\/tr>\n<tr>\n<td>13. \u6f14\u5316\u4e0e\u5f00\u653e\u5f0f\u751f\u6210<\/td>\n<td>\u9057\u4f20\u7f16\u7a0b\u3001MAP-Elites\u3001\u8d28\u91cf\u591a\u6837\u6027\u641c\u7d22<\/td>\n<td>S6 S7 S8<\/td>\n<td>E2\u2013E3&#xff1b;\u6301\u7eed\u4ea7\u751f\u65b0\u5019\u9009 \u2260 \u80fd\u529b\u65e0\u9650\u589e\u957f<\/td>\n<\/tr>\n<tr>\n<td>14. \u591a\u667a\u80fd\u4f53\u4e0e\u793e\u4f1a\u5b66\u4e60<\/td>\n<td>\u534f\u4f5c\u3001\u7ade\u4e89\u3001\u7fa4\u4f53\u63a2\u7d22\u3001\u5171\u4eab\u7ecf\u9a8c<\/td>\n<td>S6 S7 S8 S9<\/td>\n<td>E2\u2013E3&#xff1b;\u901a\u4fe1\u6210\u672c\u3001\u534f\u4f5c\u7a33\u5b9a\u6027\u3001\u9519\u8bef\u4f20\u64ad<\/td>\n<\/tr>\n<tr>\n<td>15. \u5177\u8eab\u667a\u80fd\u4e0e\u673a\u5668\u4eba\u5b66\u4e60<\/td>\n<td>VLA\u3001\u6a21\u4eff\u5b66\u4e60\u3001\u89c6\u89c9\u63a7\u5236\u3001\u8fd0\u52a8\u6280\u80fd<\/td>\n<td>S1 S5 S6 S7<\/td>\n<td>E2\u2013E3&#xff1b;\u5b9e\u4f53\u5b66\u4e60\u6210\u672c\u3001\u53ef\u9760\u6027\u3001\u8fc1\u79fb\u95ee\u9898<\/td>\n<\/tr>\n<tr>\n<td>16. \u975e\u4f20\u7edf\u8ba1\u7b97\u8f7d\u4f53<\/td>\n<td>\u8109\u51b2\u795e\u7ecf\u7f51\u7edc SNN\u3001\u795e\u7ecf\u5f62\u6001\u3001\u5149\u8ba1\u7b97\u3001\u91cf\u5b50\u4e0e\u751f\u7269\u8ba1\u7b97<\/td>\n<td>\u90e8\u5206\u652f\u6301 S1 S4 S5<\/td>\n<td>E1\u2013E3 \u4f9d\u4efb\u52a1\u800c\u5b9a&#xff1b;\u5c1a\u975e\u5b8c\u6574\u6210\u957f\u67b6\u6784<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5173\u4e8e\u8fd9\u5f20\u8868&#xff0c;\u6709\u4e09\u4e2a\u4f7f\u7528\u8bf4\u660e\u3002<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u7814\u7a76&#034;\u6210\u957f\u673a\u5236&#034;\u65f6\u6700\u76f4\u63a5\u7684\u8def\u7ebf\u662f\u6301\u7eed\u5b66\u4e60\u3001\u8bb0\u5fc6\u3001\u81ea\u8fdb\u5316\u3001\u4e16\u754c\u6a21\u578b\u3001\u53d1\u80b2\u667a\u80fd\u3001\u4e3b\u52a8\u63a8\u65ad\u548c\u6f14\u5316\u8ba1\u7b97\u3002\u57fa\u7840\u6a21\u578b\u3001\u8ba4\u77e5\u67b6\u6784\u3001\u795e\u7ecf\u7b26\u53f7\u3001\u5f3a\u5316\u5b66\u4e60\u63d0\u4f9b\u7684\u662f\u4e0d\u80fd\u8df3\u8fc7\u7684\u57fa\u7840\u80fd\u529b&#xff0c;\u4f46\u5b83\u4eec\u672c\u8eab\u4e0d\u89e3\u51b3\u6210\u957f\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u4e00\u79cd\u8ba1\u7b97\u8f7d\u4f53\u80fd\u5b9e\u73b0\u795e\u7ecf\u7f51\u7edc&#xff0c;\u4e0d\u4ee3\u8868\u5b83\u81ea\u5df1\u63d0\u4f9b\u4e86\u81ea\u4e3b\u6210\u957f\u673a\u5236\u3002\u5149\u8ba1\u7b97\u8dd1\u5f97\u518d\u5feb&#xff0c;\u4e5f\u662f\u8dd1\u522b\u4eba\u7684\u7b97\u6cd5\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;\u6709\u4e24\u4e2a\u6392\u5e8f\u9677\u9631\u8981\u907f\u5f00&#xff1a;\u628a&#034;\u7406\u8bba\u4e0a\u6700\u63a5\u8fd1\u4eba\u8111&#034;\u5f53\u6210&#034;\u5de5\u7a0b\u4e0a\u6700\u6709\u5e0c\u671b&#034;&#xff0c;\u6216\u8005\u628a&#034;\u5df2\u7ecf\u80fd\u5b8c\u6210\u590d\u6742\u4efb\u52a1&#034;\u5f53\u6210&#034;\u80fd\u591f\u6301\u7eed\u6210\u957f&#034;\u3002\u8fd9\u4e24\u4e2a\u5224\u65ad\u90fd\u5f97\u9760\u5b9e\u9a8c&#xff0c;\u4e0d\u80fd\u9760\u76f4\u89c9\u3002<\/p>\n<hr \/>\n<h3>\u56db\u3001\u9010\u6761\u770b&#xff1a;\u6838\u5fc3\u8def\u7ebf\u7684\u8bc1\u636e\u4e0e\u786c\u4f24<\/h3>\n<h4>4.1 \u6301\u7eed\u5b66\u4e60&#xff1a;\u65b0\u77e5\u8bc6\u548c\u65e7\u77e5\u8bc6\u7684\u51b2\u7a81\u600e\u4e48\u89e3<\/h4>\n<p>\u6838\u5fc3\u95ee\u9898\u4e00\u53e5\u8bdd&#xff1a;\u7cfb\u7edf\u63a5\u6536\u65b0\u7ecf\u9a8c\u65f6&#xff0c;\u600e\u4e48\u66f4\u65b0\u77e5\u8bc6\u800c\u4e0d\u7834\u574f\u5df2\u6709\u80fd\u529b&#xff1f;<\/p>\n<p>\u76ee\u524d\u5f62\u6210\u56db\u7c7b\u673a\u5236&#xff1a;<\/p>\n<table>\n<tr>\u65b9\u6cd5\u4ee3\u8868\u7b97\u6cd5\u5bf9\u79cd\u5b50\u7684\u4f5c\u7528\u4e3b\u8981\u9650\u5236<\/tr>\n<tbody>\n<tr>\n<td>\u53c2\u6570\u7ea6\u675f<\/td>\n<td>EWC&#xff08;\u5f39\u6027\u6743\u91cd\u5de9\u56fa&#xff09;\u3001SI\u3001MAS<\/td>\n<td>\u51cf\u5c11\u91cd\u8981\u65e7\u53c2\u6570\u88ab\u6539<\/td>\n<td>\u65b0\u65e7\u4efb\u52a1\u5f3a\u51b2\u7a81\u65f6\u96be\u517c\u987e<\/td>\n<\/tr>\n<tr>\n<td>\u7ecf\u9a8c\u56de\u653e<\/td>\n<td>ER\u3001DER&#043;&#043;\u3001GEM<\/td>\n<td>\u7528\u65e7\u7ecf\u9a8c\u7f13\u89e3\u9057\u5fd8<\/td>\n<td>\u5b58\u50a8\u3001\u9690\u79c1\u3001\u6570\u636e\u9009\u62e9\u6210\u672c<\/td>\n<\/tr>\n<tr>\n<td>\u53c2\u6570\u9694\u79bb<\/td>\n<td>Progressive Networks\u3001Adapters\u3001LoRA<\/td>\n<td>\u964d\u4f4e\u4efb\u52a1\u95f4\u5e72\u6270<\/td>\n<td>\u53c2\u6570\u4e0e\u6a21\u5757\u6570\u91cf\u4f1a\u4e00\u76f4\u6da8<\/td>\n<\/tr>\n<tr>\n<td>\u7ed3\u6784\u4e0e\u8868\u5f81\u66f4\u65b0<\/td>\n<td>\u52a8\u6001\u7f51\u7edc\u3001\u84b8\u998f\u3001\u751f\u6210\u56de\u653e<\/td>\n<td>\u80fd\u529b\u80fd\u9010\u6b65\u6269\u5c55<\/td>\n<td>\u7a33\u5b9a\u6027\u3001\u7b97\u529b\u6210\u672c\u3001\u8de8\u57df\u8fc1\u79fb\u96be<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>2025 \u5230 2026 \u5e74\u7684\u7efc\u8ff0\u8bf4\u660e\u8fd9\u4e2a\u9886\u57df\u7b97\u6cd5\u4f53\u7cfb\u5df2\u7ecf\u6210\u719f&#xff0c;\u4f46\u5b66\u4e60\u4e0e\u9057\u5fd8\u7684\u957f\u671f\u6743\u8861\u8fd8\u5728\u3002<\/p>\n<p>\u771f\u6b63\u8ba9\u6211\u8b66\u89c9\u7684\u662f 2026 \u5e74 CL-Bench \u7684\u7ed3\u679c\u3002\u7814\u7a76\u8005\u4e13\u95e8\u6784\u9020\u4e86\u80fd\u901a\u8fc7\u8fde\u7eed\u7ecf\u9a8c\u5b66\u5230\u9690\u85cf\u7ed3\u6784\u7684\u771f\u5b9e\u4efb\u52a1&#xff0c;\u7ed3\u679c\u53d1\u73b0&#xff1a;\u4e00\u4e9b\u4e13\u95e8\u8bbe\u8ba1\u7684\u8bb0\u5fc6\u7cfb\u7edf&#xff0c;\u8868\u73b0\u8fd8\u4e0d\u5982\u6734\u7d20\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u65b9\u6cd5&#xff1b;\u667a\u80fd\u4f53\u7ecf\u5e38\u5bf9\u8fd1\u671f\u89c2\u5bdf\u8fc7\u62df\u5408&#xff0c;\u6216\u8005\u5b66\u5b8c\u6ca1\u6cd5\u628a\u7ecf\u9a8c\u7528\u5230\u540e\u7eed\u4efb\u52a1\u4e0a\u3002<\/p>\n<p>\u8fd9\u4e2a\u7ed3\u8bba\u7684\u6740\u4f24\u529b\u5728\u4e8e&#xff0c;\u5b83\u76f4\u63a5\u6253\u6389\u4e86&#034;\u4e0a\u4e86\u6301\u7eed\u5b66\u4e60\u7b97\u6cd5\u5c31\u7b49\u4e8e\u4f1a\u7ec8\u8eab\u5b66\u4e60&#034;\u7684\u5047\u8bbe\u3002<\/p>\n<p>\u6211\u7684\u5224\u65ad&#xff1a;\u6301\u7eed\u5b66\u4e60\u662f S4 \u7684\u6838\u5fc3\u5019\u9009\u673a\u5236&#xff0c;\u4f46\u9a8c\u6536\u5fc5\u987b\u7528\u771f\u5b9e\u4efb\u52a1\u5e8f\u5217&#xff0c;\u4e0d\u80fd\u53ea\u8dd1\u7c7b\u589e\u91cf\u56fe\u50cf\u5206\u7c7b\u3002\u5b9e\u9a8c\u8bbe\u8ba1\u4e0a\u5efa\u8bae\u8bbe\u4e09\u4e2a\u5bf9\u7167&#xff1a;\u56de\u653e\u5f0f\u5b66\u4e60\u3001\u53c2\u6570\u9ad8\u6548\u66f4\u65b0\u3001\u5b8c\u5168\u51bb\u7ed3\u6a21\u578b\u3002<\/p>\n<p>\u4ecd\u7136\u7a7a\u767d\u7684\u5730\u65b9&#xff1a;\u5728\u672a\u77e5\u4efb\u52a1\u8fb9\u754c\u3001\u6301\u7eed\u53d8\u5316\u7684\u73af\u5883\u91cc&#xff0c;\u80fd\u4e0d\u80fd\u540c\u65f6\u4fdd\u8bc1\u957f\u671f\u5b66\u4e60\u3001\u77e5\u8bc6\u53ef\u4fee\u6b63\u3001\u6709\u9650\u8d44\u6e90\u6d88\u8017\u3001\u8d1f\u8fc1\u79fb\u53ef\u63a7\u3002\u8fd9\u56db\u4e2a\u6761\u4ef6\u76ee\u524d\u6ca1\u6709\u540c\u65f6\u6210\u7acb\u7684\u8bc1\u636e\u3002<\/p>\n<h4>4.2 \u8bb0\u5fc6\u67b6\u6784&#xff1a;\u957f\u671f\u8bb0\u5fc6\u4e0d\u662f\u65e0\u9650\u6269\u5f20\u7684\u5411\u91cf\u5e93<\/h4>\n<p>\u957f\u671f\u8bb0\u5fc6\u8fd9\u5757\u6700\u5bb9\u6613\u505a\u6b6a\u3002\u585e\u4e00\u4e2a\u5411\u91cf\u6570\u636e\u5e93\u8fdb\u53bb&#xff0c;\u5c31\u5ba3\u5e03\u6709\u4e86\u8bb0\u5fc6\u7cfb\u7edf&#xff0c;\u8fd9\u79cd\u9879\u76ee\u6211\u89c1\u8fc7\u4e0d\u5c11\u3002<\/p>\n<p>\u9762\u5411\u79cd\u5b50\u7684\u8bb0\u5fc6\u81f3\u5c11\u9700\u8981\u56db\u79cd\u4e92\u76f8\u54ac\u5408\u7684\u8868\u793a&#xff1a;<\/p>\n<table>\n<tr>\u8bb0\u5fc6\u7c7b\u578b\u5b58\u4ec0\u4e48\u6210\u957f\u4ef7\u503c<\/tr>\n<tbody>\n<tr>\n<td>\u60c5\u666f\u8bb0\u5fc6 Episodic<\/td>\n<td>\u4e8b\u4ef6\u3001\u65f6\u95f4\u3001\u884c\u52a8\u3001\u7ed3\u679c<\/td>\n<td>\u590d\u76d8\u7ecf\u5386\u3001\u5b9a\u4f4d\u5931\u8d25\u539f\u56e0<\/td>\n<\/tr>\n<tr>\n<td>\u8bed\u4e49\u8bb0\u5fc6 Semantic<\/td>\n<td>\u4e8b\u5b9e\u3001\u6982\u5ff5\u3001\u89c4\u5f8b\u3001\u5173\u7cfb<\/td>\n<td>\u957f\u671f\u77e5\u8bc6\u7d2f\u79ef\u4e0e\u8fc1\u79fb<\/td>\n<\/tr>\n<tr>\n<td>\u7a0b\u5e8f\u8bb0\u5fc6 Procedural<\/td>\n<td>\u5de5\u5177\u8c03\u7528\u6d41\u7a0b\u3001\u4ee3\u7801\u3001\u7b56\u7565<\/td>\n<td>\u76f4\u63a5\u5f62\u6210\u53ef\u590d\u7528\u6280\u80fd<\/td>\n<\/tr>\n<tr>\n<td>\u5143\u8bb0\u5fc6 Metamemory<\/td>\n<td>\u6765\u6e90\u3001\u7f6e\u4fe1\u5ea6\u3001\u9002\u7528\u6761\u4ef6\u3001\u5386\u53f2\u7248\u672c<\/td>\n<td>\u5224\u65ad\u54ea\u4e9b\u8bb0\u5fc6\u53ef\u4fe1\u3001\u4f55\u65f6\u8be5\u66f4\u65b0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6280\u672f\u4e0a\u65e0\u975e\u662f\u5411\u91cf\u68c0\u7d22\u3001\u56fe\u6570\u636e\u5e93\u3001\u65f6\u95f4\u77e5\u8bc6\u56fe\u8c31\u3001\u8bb0\u5fc6\u6458\u8981\u3001\u91cd\u8981\u6027\u7b5b\u9009\u3001\u8bb0\u5fc6\u5408\u5e76\u8fd9\u4e9b\u7ec4\u5408\u3002<\/p>\n<p>ICLR 2025 \u7684 LongMemEval \u5df2\u7ecf\u628a\u957f\u671f\u8bb0\u5fc6\u80fd\u529b\u62c6\u6210\u4fe1\u606f\u63d0\u53d6\u3001\u591a\u4f1a\u8bdd\u63a8\u7406\u3001\u65f6\u95f4\u63a8\u7406\u3001\u77e5\u8bc6\u66f4\u65b0\u3001\u62d2\u7b54\u4e94\u7c7b&#xff0c;\u53d1\u4e86 500 \u4e2a\u8bc4\u4f30\u95ee\u9898\u3002\u5b83\u7684\u7ed3\u8bba\u5f88\u76f4\u63a5&#xff1a;\u5149\u9760\u957f\u4e0a\u4e0b\u6587\u89e3\u51b3\u4e0d\u4e86\u957f\u671f\u4ea4\u4e92\u8bb0\u5fc6\u3002<\/p>\n<p>2026 \u5e74\u5fae\u8f6f\u7684 STATE-Bench \u53c8\u5f80\u524d\u63a8\u4e86\u4e00\u6b65&#xff0c;\u5f3a\u8c03\u4e00\u4ef6\u4e8b&#xff1a;\u80fd\u56de\u7b54\u5386\u53f2\u4e8b\u5b9e&#xff0c;\u4e0d\u7b49\u4e8e\u56e0\u4e3a\u62e5\u6709\u5386\u53f2\u7ecf\u9a8c\u800c\u66f4\u64c5\u957f\u505a\u4efb\u52a1\u3002\u8fd9\u4e2a\u533a\u5206\u5f88\u5173\u952e&#xff0c;\u5f88\u591a&#034;\u8bb0\u5fc6\u589e\u5f3a&#034;\u7684\u6536\u76ca\u5176\u5b9e\u53ea\u662f\u4fe1\u606f\u68c0\u7d22\u3002<\/p>\n<p>\u5bf9\u67b6\u6784\u6709\u4e00\u4e2a\u76f4\u63a5\u5f71\u54cd&#xff1a;<\/p>\n<p>\u8bb0\u5fc6\u7cfb\u7edf\u5e94\u8be5\u4fdd\u5b58&#034;\u884c\u52a8 \/ \u7ed3\u679c \/ \u8bc1\u636e&#034;\u8fd9\u4e00\u7ec4\u539f\u59cb\u8bb0\u5f55&#xff0c;\u800c\u4e0d\u662f&#034;AI \u5bf9\u7ecf\u9a8c\u7684\u81ea\u7136\u8bed\u8a00\u603b\u7ed3&#034;\u3002<\/p>\n<p>\u540e\u8005\u7684\u95ee\u9898\u5728\u4e8e&#xff0c;\u603b\u7ed3\u8fd9\u4e00\u5c42\u4f1a\u5f15\u5165\u5931\u771f\u3002\u56db\u7c7b\u5931\u771f\u8981\u8ba4\u771f\u9632&#xff1a;<\/p>\n<ul>\n<li>\u5931\u8d25\u7ecf\u9a8c\u88ab\u91cd\u65b0\u53d9\u8ff0\u6210\u6210\u529f\u7ecf\u9a8c<\/li>\n<li>\u6a21\u578b\u63a8\u6d4b\u751f\u6210\u7684\u5185\u5bb9\u53d8\u6210\u672a\u6807\u8bb0\u7684\u4e8b\u5b9e<\/li>\n<li>\u8fc7\u65f6\u77e5\u8bc6\u8986\u76d6\u8f83\u65b0\u77e5\u8bc6&#xff0c;\u6216\u8005\u53cd\u8fc7\u6765\u65b0\u77e5\u8bc6\u9519\u8bef\u8986\u76d6\u65e7\u77e5\u8bc6<\/li>\n<li>\u4e00\u6bb5\u9519\u8bef\u7ecf\u9a8c\u88ab\u53cd\u590d\u68c0\u7d22\u5f3a\u5316&#xff0c;\u9020\u6210\u957f\u671f\u884c\u4e3a\u504f\u79fb<\/li>\n<\/ul>\n<p>\u6240\u4ee5\u6211\u7684\u63a8\u8350\u662f\u4e8b\u4ef6\u65e5\u5fd7\u6253\u5e95&#xff0c;\u4f5c\u4e3a\u53ef\u8ffd\u6eaf\u7684\u539f\u59cb\u8bb0\u5f55&#xff0c;\u5728\u5b83\u4e0a\u9762\u5efa\u53ef\u66f4\u65b0\u7684\u8bed\u4e49\u7d22\u5f15\u548c\u6280\u80fd\u7d22\u5f15\u3002\u5220\u6539\u7d22\u5f15\u4e0d\u5e94\u8be5\u8fde\u5e26\u9500\u6bc1\u5ba1\u8ba1\u8bc1\u636e\u3002<\/p>\n<h4>4.3 \u667a\u80fd\u4f53\u81ea\u8fdb\u5316&#xff1a;\u76ee\u524d\u6700\u63a5\u8fd1&#034;\u6539\u81ea\u5df1&#034;\u7684\u5de5\u7a0b\u8def\u7ebf<\/h4>\n<p>\u8fd9\u5757\u5fc5\u987b\u5148\u5206\u5c42&#xff0c;\u4e0d\u7136\u8ba8\u8bba\u4f1a\u4e71\u3002\u81ea\u6211\u6539\u8fdb\u53ef\u4ee5\u53d1\u751f\u5728\u4e94\u4e2a\u5c42\u6b21&#xff1a;<\/p>\n<table>\n<tr>\u5c42\u7ea7\u540d\u79f0\u6539\u4ec0\u4e48<\/tr>\n<tbody>\n<tr>\n<td>L1<\/td>\n<td>\u8f93\u51fa\u4fee\u6b63<\/td>\n<td>\u53cd\u601d\u7b54\u6848\u3001\u91cd\u5199\u8ba1\u5212<\/td>\n<\/tr>\n<tr>\n<td>L2<\/td>\n<td>\u7ecf\u9a8c\u6c89\u6dc0<\/td>\n<td>\u65b0\u589e\u8bb0\u5fc6\u3001\u603b\u7ed3\u89c4\u5219\u3001\u79ef\u7d2f\u6280\u80fd<\/td>\n<\/tr>\n<tr>\n<td>L3<\/td>\n<td>\u6267\u884c\u7ed3\u6784\u4fee\u6539<\/td>\n<td>\u6539\u5199\u63d0\u793a\u3001\u5de5\u5177\u3001\u5de5\u4f5c\u6d41\u3001\u667a\u80fd\u4f53\u4ee3\u7801<\/td>\n<\/tr>\n<tr>\n<td>L4<\/td>\n<td>\u5b66\u4e60\u7cfb\u7edf\u4fee\u6539<\/td>\n<td>\u66f4\u65b0\u6743\u91cd\u3001\u8bfe\u7a0b\u3001\u5956\u52b1\u3001\u8bad\u7ec3\u65b9\u6cd5<\/td>\n<\/tr>\n<tr>\n<td>L5<\/td>\n<td>\u5143\u6539\u8fdb\u673a\u5236\u4fee\u6539<\/td>\n<td>\u4fee\u6539\u4ea7\u751f\u548c\u8bc4\u4ef7\u4e0b\u4e00\u8f6e\u6539\u8fdb\u7684\u673a\u5236<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5c42\u7ea7\u8d8a\u9ad8&#xff0c;\u81ea\u6211\u4fee\u6539\u5bf9\u7cfb\u7edf\u7684\u5f71\u54cd\u8d8a\u5927\u3002\u6ce8\u610f\u63aa\u8f9e&#xff1a;\u5f71\u54cd\u8d8a\u5927&#xff0c;\u4e0d\u7b49\u4e8e\u5b9e\u9645\u667a\u529b\u8d8a\u9ad8\u3002<\/p>\n<p>\u4e09\u4e2a\u4ee3\u8868\u5de5\u4f5c&#xff1a;<\/p>\n<p>Voyager&#xff08;2023&#xff0c;2024 \u5e74\u53d1 TMLR&#xff09;\u628a\u81ea\u52a8\u8bfe\u7a0b\u751f\u6210\u3001\u4ee3\u7801\u6280\u80fd\u5e93\u3001\u73af\u5883\u53cd\u9988\u3001\u8fed\u4ee3\u4fee\u6b63\u62fc\u5728\u4e00\u8d77&#xff0c;\u8bc1\u660e\u53ef\u4ee5\u5728\u4e0d\u66f4\u65b0\u57fa\u7840 LLM \u6743\u91cd\u7684\u60c5\u51b5\u4e0b\u5f62\u6210\u6301\u7eed\u7d2f\u79ef\u7684\u53ef\u590d\u7528\u6280\u80fd\u3002<\/p>\n<p>Darwin G\u00f6del Machine&#xff08;2025&#xff09;\u8ba9\u667a\u80fd\u4f53\u63d0\u51fa\u81ea\u8eab\u4ee3\u7801\u7684\u4fee\u6539\u65b9\u6848&#xff0c;\u7528\u7f16\u7801\u4efb\u52a1\u8bc4\u4ef7&#xff0c;\u4fdd\u7559\u66f4\u597d\u7684\u7248\u672c\u3002\u5b83\u7684\u7814\u7a76\u4ef7\u503c\u5728\u4e8e\u5c55\u793a\u4e86\u53ef\u6267\u884c\u7684&#034;\u63d0\u51fa\u6539\u52a8 \u2192 \u8dd1\u6d4b\u8bd5 \u2192 \u9009\u7248\u672c&#034;\u673a\u5236&#xff0c;\u800c\u4e0d\u662f\u8ba9\u6a21\u578b\u53e3\u5934\u58f0\u79f0\u81ea\u5df1\u8fdb\u6b65\u4e86\u3002<\/p>\n<p>Hyperagents&#xff08;2026&#xff09;\u5141\u8bb8\u4fee\u6539\u4efb\u52a1\u667a\u80fd\u4f53\u7684\u5143\u667a\u80fd\u4f53\u4e5f\u53c2\u4e0e\u6539\u8fdb&#xff0c;\u5728\u4ee3\u7801\u3001\u8bba\u6587\u8bc4\u5ba1\u3001\u673a\u5668\u4eba\u5956\u52b1\u8bbe\u8ba1\u7b49\u591a\u4e2a\u9886\u57df\u5c55\u793a\u4e86\u6027\u80fd\u589e\u957f\u3002<\/p>\n<p>\u4e09\u6761\u89e3\u91ca\u8fb9\u754c\u5fc5\u987b\u5212\u6e05&#xff1a;<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u6a21\u578b\u80fd\u529b\u589e\u957f\u548c\u667a\u80fd\u4f53\u5de5\u5177\u94fe\u589e\u957f\u4e0d\u662f\u4e00\u56de\u4e8b\u3002 \u6539\u5de5\u5177\u94fe\u53ef\u80fd\u663e\u8457\u63d0\u5347\u4efb\u52a1\u8868\u73b0&#xff0c;\u4f46\u57fa\u7840\u6a21\u578b\u53c2\u6570\u4e00\u4e2a\u90fd\u6ca1\u53d8\u3002\u8fd9\u4e24\u79cd&#034;\u6210\u957f&#034;\u5728\u5de5\u7a0b\u4e0a\u8981\u5206\u5f00\u8bb0\u8d26\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u56fa\u5b9a\u6d4b\u8bd5\u96c6\u4e0a\u7684\u6301\u7eed\u6539\u8fdb\u53ef\u80fd\u5305\u542b\u6d4b\u8bd5\u96c6\u9002\u5e94\u751a\u81f3\u6c61\u67d3\u3002 \u5fc5\u987b\u7528\u72ec\u7acb\u9690\u85cf\u4efb\u52a1\u96c6\u786e\u8ba4\u6cdb\u5316&#xff0c;\u5426\u5219\u5206\u6570\u4e0a\u5347\u6ca1\u6709\u610f\u4e49\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;\u9012\u5f52\u4fee\u6539\u80fd\u529b\u4e0d\u7b49\u4e8e\u65e0\u9650\u9012\u5f52\u81ea\u6211\u63d0\u5347\u3002 \u8fd8\u8981\u8bc1\u660e\u6539\u8fdb\u673a\u5236\u5728\u591a\u8f6e\u8fed\u4ee3\u540e\u4ecd\u7136\u53ef\u9760\u3001\u6709\u6548\u3001\u8de8\u57df\u53ef\u7528\u3002<\/p>\n<p>2026 \u5e74 SkillLearnBench \u7684\u7ed3\u8bba\u503c\u5f97\u4e00\u63d0&#xff1a;\u6280\u80fd\u5b66\u4e60\u5bf9\u53ef\u590d\u7528\u6d41\u7a0b\u7c7b\u4efb\u52a1\u66f4\u6709\u6548&#xff0c;\u5bf9\u5f00\u653e\u4efb\u52a1\u7f3a\u4e4f\u4e00\u81f4\u6536\u76ca&#xff1b;\u53ea\u4f9d\u8d56\u81ea\u8eab\u53cd\u9988\u8fd8\u53ef\u80fd\u5bfc\u81f4\u9012\u5f52\u6f02\u79fb\u3002<\/p>\n<p>\u5bf9\u79cd\u5b50\u7684\u5efa\u8bae&#xff1a;\u81ea\u8fdb\u5316\u662f S7\u3001S8 \u7684\u9ad8\u76f8\u5173\u5b9e\u9a8c\u8def\u7ebf&#xff0c;\u4f46\u987a\u5e8f\u8981\u5bf9\u3002\u5148\u5728\u4e0d\u53ef\u4fee\u6539\u7684\u5916\u90e8\u9a8c\u8bc1\u5668\u4e0b\u505a L2 \u5230 L3&#xff0c;\u518d\u78b0 L4 \u5230 L5\u3002\u522b\u8ba9\u667a\u80fd\u4f53\u540c\u65f6\u638c\u63e1\u81ea\u5df1\u7684\u4ee3\u7801\u3001\u8bc4\u5206\u548c\u5b89\u5168\u9650\u5236&#xff0c;\u90a3\u4e0d\u662f\u7814\u7a76&#xff0c;\u90a3\u662f\u7ed9\u81ea\u5df1\u57cb\u96f7\u3002<\/p>\n<h4>4.4 \u4e16\u754c\u6a21\u578b&#xff1a;\u4ece\u8bb0\u4f4f\u4e16\u754c\u5230\u9884\u6d4b\u4e16\u754c<\/h4>\n<p>\u4e16\u754c\u6a21\u578b\u7684\u6838\u5fc3\u662f\u5b66\u4e00\u4e2a\u5185\u90e8\u52a8\u6001\u8868\u793a&#xff0c;\u80fd\u9884\u6d4b\u8fd9\u4e2a&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         p<\/p>\n<p>         (<\/p>\n<p>          s<\/p>\n<p>           t<\/p>\n<p>           &#043;<\/p>\n<p>           1<\/p>\n<p>         ,<\/p>\n<p>          r<\/p>\n<p>          t<\/p>\n<p>         \u2223<\/p>\n<p>          s<\/p>\n<p>          t<\/p>\n<p>         ,<\/p>\n<p>          a<\/p>\n<p>          t<\/p>\n<p>         )<\/p>\n<p>         p(s_{t&#043;1}, r_t \\\\mid s_t, a_t) <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord mathnormal\">p<\/span><span class=\"mopen\">(<\/span><span class=\"mord\"><span class=\"mord mathnormal\">s<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.3011em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mathnormal mtight\">t<\/span><span class=\"mbin mtight\">&#043;<\/span><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2083em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0278em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">\u2223<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1em;vertical-align: -0.25em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">s<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mpunct\">,<\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">a<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p><span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         s<\/p>\n<p>         t<\/p>\n<p>       s_t<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.5806em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">s<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u662f\u73af\u5883\u72b6\u6001\u6216\u5b83\u7684\u5185\u90e8\u8868\u793a&#xff0c;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         a<\/p>\n<p>         t<\/p>\n<p>       a_t<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.5806em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\">a<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: 0em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u662f\u884c\u52a8&#xff0c;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>         r<\/p>\n<p>         t<\/p>\n<p>       r_t<\/p>\n<p>    <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.5806em;vertical-align: -0.15em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0278em\">r<\/span><span class=\"msupsub\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.2806em\"><span class=\"\" style=\"top: -2.55em;margin-left: -0.0278em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\">t<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.15em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u662f\u53cd\u9988\u3002\u6709\u4e86\u5b83&#xff0c;\u7cfb\u7edf\u4e0d\u7528\u4e3a\u6bcf\u4e2a\u5019\u9009\u884c\u52a8\u90fd\u5728\u771f\u5b9e\u73af\u5883\u91cc\u4ed8\u8bd5\u9519\u6210\u672c&#xff0c;\u53ef\u4ee5\u5148\u5728\u5185\u90e8\u6a21\u62df\u91cc\u7b5b\u4e00\u904d\u3002<\/p>\n<p>\u73b0\u5728\u81f3\u5c11\u4e09\u6761\u8def&#xff1a;<\/p>\n<ul>\n<li>\u6f5c\u53d8\u91cf\u52a8\u529b\u5b66\u6a21\u578b&#xff1a;DreamerV3 \u90a3\u4e00\u7c7b&#xff0c;\u91cd\u70b9\u662f\u4ece\u4ea4\u4e92\u7ecf\u9a8c\u5b66\u3001\u5728\u6f5c\u7a7a\u95f4\u89c4\u5212<\/li>\n<li>\u9884\u6d4b\u6027\u8868\u5f81\u6a21\u578b&#xff1a;V-JEPA \u90a3\u4e00\u7c7b&#xff0c;\u901a\u8fc7\u9884\u6d4b\u89c6\u9891\u6f5c\u5728\u8868\u793a\u5b66\u65f6\u95f4\u4e0e\u8fd0\u52a8\u7ed3\u6784<\/li>\n<li>\u751f\u6210\u5f0f\u73af\u5883\u6a21\u578b&#xff1a;Genie\u3001NVIDIA Cosmos \u90a3\u4e00\u7c7b&#xff0c;\u91cd\u70b9\u662f\u53ef\u4ea4\u4e92\u73af\u5883\u6216\u7269\u7406\u573a\u666f\u751f\u6210<\/li>\n<\/ul>\n<p>V-JEPA 2 \u548c 2026 \u5e74\u7684 V-JEPA 2.1 \u8fdb\u4e00\u6b65\u5c55\u793a\u4e86\u89c6\u9891\u81ea\u76d1\u7763\u8868\u5f81\u52a0\u52a8\u4f5c\u6761\u4ef6\u9884\u6d4b\u7684\u4ef7\u503c\u3002Genie 3 \u80fd\u4ea7\u751f\u5b9e\u65f6\u53ef\u4ea4\u4e92\u7684\u89c6\u89c9\u4e16\u754c&#xff0c;\u4f46\u5f00\u53d1\u8005\u81ea\u5df1\u8bf4\u5f97\u5f88\u6e05\u695a&#xff1a;\u884c\u52a8\u7a7a\u95f4\u3001\u591a\u667a\u80fd\u4f53\u4ea4\u4e92\u3001\u957f\u65f6\u95f4\u4e00\u81f4\u6027\u90fd\u8fd8\u6709\u9650\u5236\u3002<\/p>\n<p>\u8fd9\u91cc\u6709\u4e00\u6761\u6781\u5176\u91cd\u8981\u7684\u5206\u754c\u7ebf&#xff1a;<\/p>\n<p>\u80fd\u751f\u6210\u89c6\u89c9\u4e0a\u903c\u771f\u7684\u672a\u6765&#xff0c;\u4e0d\u4ee3\u8868\u80fd\u6b63\u786e\u9884\u6d4b\u67d0\u4e2a\u884c\u52a8\u5728\u73b0\u5b9e\u4e2d\u7684\u56e0\u679c\u540e\u679c\u3002<\/p>\n<p>\u4e00\u4e2a\u89c6\u9891\u6a21\u578b\u53ef\u4ee5\u751f\u6210\u770b\u8d77\u6765\u5408\u7406\u7684\u5012\u6c34\u753b\u9762&#xff0c;\u4f46\u5728\u672a\u77e5\u5bb9\u5668\u3001\u4e0d\u540c\u6750\u8d28\u3001\u9690\u85cf\u53d8\u91cf\u6216\u590d\u6742\u5e72\u6270\u4e0b&#xff0c;\u5b83\u672a\u5fc5\u80fd\u51c6\u786e\u9884\u6d4b\u771f\u5b9e\u7269\u7406\u7ed3\u679c\u3002\u753b\u9762\u903c\u771f\u548c\u7269\u7406\u6b63\u786e\u662f\u4e24\u5957\u8bc4\u4ef7\u4f53\u7cfb\u3002<\/p>\n<p>\u6240\u4ee5\u4e16\u754c\u6a21\u578b\u7684\u8bc4\u4ef7\u6807\u51c6\u8981\u4ece&#034;\u770b\u8d77\u6765\u5408\u7406&#034;\u6362\u6210\u53ef\u68c0\u9a8c\u7684\u9884\u6d4b\u8bef\u5dee\u3001\u957f\u671f\u884c\u52a8\u56de\u62a5\u548c\u8fc1\u79fb\u8868\u73b0\u3002<\/p>\n<h4>4.5 \u795e\u7ecf\u7b26\u53f7\u6df7\u5408&#xff1a;\u53ef\u5b66\u4e60\u7684\u76f4\u89c9\u63a5\u4e0a\u53ef\u68c0\u67e5\u7684\u89c4\u5219<\/h4>\n<p>\u795e\u7ecf\u7f51\u7edc\u64c5\u957f\u542b\u566a\u8f93\u5165\u548c\u8fde\u7eed\u8868\u5f81&#xff0c;\u7b26\u53f7\u7cfb\u7edf\u64c5\u957f\u89c4\u5219\u3001\u7ea6\u675f\u3001\u5173\u7cfb\u548c\u53ef\u68c0\u67e5\u7684\u63a8\u5bfc\u3002\u6df7\u5408\u8def\u7ebf\u60f3\u628a\u4e24\u8fb9\u63a5\u8d77\u6765&#xff0c;\u4e3b\u8981\u4e94\u79cd\u505a\u6cd5&#xff1a;<\/p>\n<li>\u795e\u7ecf\u6a21\u578b\u8f93\u51fa\u5019\u9009\u4e8b\u5b9e&#xff0c;\u7b26\u53f7\u7cfb\u7edf\u6267\u884c\u63a8\u7406<\/li>\n<li>\u7b26\u53f7\u7ea6\u675f\u53c2\u4e0e\u795e\u7ecf\u6a21\u578b\u8bad\u7ec3<\/li>\n<li>\u53ef\u5fae\u903b\u8f91\u5c42\u505a\u8054\u5408\u5b66\u4e60<\/li>\n<li>\u7a0b\u5e8f\u5408\u6210\u628a\u7ecf\u9a8c\u8f6c\u6210\u53ef\u6267\u884c\u89c4\u5219<\/li>\n<li>\u5b9a\u7406\u8bc1\u660e\u5668\u9a8c\u8bc1\u5f62\u5f0f\u5316\u7ed3\u8bba<\/li>\n<p>2026 \u5e74\u7684\u795e\u7ecf\u7b26\u53f7\u6846\u67b6\u6bd4\u8f83\u7814\u7a76\u68b3\u7406\u4e86 DeepProbLog\u3001Scallop\u3001DomiKnowS \u7b49\u4e0d\u540c\u673a\u5236&#xff0c;\u8bf4\u660e\u8fd9\u4e2a\u9886\u57df\u4e0d\u662f\u5355\u4e00\u67b6\u6784&#xff0c;\u800c\u662f\u591a\u79cd\u8026\u5408\u65b9\u5f0f\u7684\u96c6\u5408&#xff0c;\u9009\u578b\u8981\u6309\u4efb\u52a1\u7279\u5f81\u6765\u3002<\/p>\n<p>\u5bf9\u79cd\u5b50\u6765\u8bf4&#xff0c;\u5b83\u6700\u6709\u4ef7\u503c\u7684\u4f5c\u7528\u662f\u652f\u6491 S3\u3001S7\u3001S9&#xff1a;\u4ece\u7ecf\u9a8c\u62bd\u8c61\u89c4\u5219\u3001\u7ec4\u5408\u89c4\u5219\u3001\u5728\u5f62\u5f0f\u5316\u95ee\u9898\u91cc\u68c0\u9a8c\u7ed3\u679c\u3002<\/p>\n<p>\u4f46\u522b\u9884\u8bbe\u6240\u6709\u81ea\u7136\u8bed\u8a00\u4e8b\u5b9e\u90fd\u80fd\u53ef\u9760\u8f6c\u6210\u6b63\u786e\u903b\u8f91\u3002\u7b26\u53f7\u63d0\u53d6\u672c\u8eab\u6709\u6b67\u4e49&#xff0c;\u5f00\u653e\u4e16\u754c\u7684\u77e5\u8bc6\u4e5f\u7a77\u4e3e\u4e0d\u5b8c\u3002<\/p>\n<p>\u6211\u7684\u5efa\u8bae\u662f\u4fdd\u7559\u4e09\u79cd\u72b6\u6001&#xff0c;\u4e0d\u8981\u6df7&#xff1a;<\/p>\n<ul>\n<li>\u89c2\u5bdf\u5230\u7684\u4e8b\u5b9e<\/li>\n<li>\u63a8\u65ad\u51fa\u7684\u5047\u8bbe<\/li>\n<li>\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u89c4\u5219<\/li>\n<\/ul>\n<p>\u53ea\u6709\u540e\u4e24\u8005\u7ecf\u8fc7\u53ef\u9760\u68c0\u9a8c&#xff0c;\u624d\u80fd\u8fdb\u5165\u66f4\u9ad8\u4fe1\u4efb\u7b49\u7ea7\u7684\u89c4\u5212\u6216\u81ea\u6211\u4fee\u6539\u3002\u8fd9\u4e00\u6761\u5982\u679c\u505a\u4e0d\u5230&#xff0c;\u795e\u7ecf\u7b26\u53f7\u7cfb\u7edf\u4f1a\u53d8\u6210\u4e00\u4e2a&#034;\u770b\u8d77\u6765\u5f88\u4e25\u8c28\u4f46\u7ed3\u8bba\u968f\u4fbf&#034;\u7684\u4e1c\u897f\u3002<\/p>\n<h4>4.6 \u8111\u542f\u53d1\u4e0e\u53d1\u80b2\u5f0f\u667a\u80fd&#xff1a;\u7814\u7a76\u80fd\u529b\u600e\u4e48\u4ea7\u751f<\/h4>\n<p>\u4f20\u7edf\u9884\u8bad\u7ec3\u8def\u7ebf\u662f\u628a\u5927\u91cf\u4efb\u52a1\u7ecf\u9a8c\u538b\u8fdb\u53c2\u6570&#xff0c;\u7136\u540e\u90e8\u7f72\u3002\u53d1\u80b2\u5f0f\u667a\u80fd\u95ee\u7684\u662f\u53e6\u4e00\u4e2a\u95ee\u9898&#xff1a;\u667a\u80fd\u7cfb\u7edf\u80fd\u4e0d\u80fd\u901a\u8fc7\u81ea\u5df1\u7684\u611f\u89c9\u8fd0\u52a8\u7ecf\u9a8c&#xff0c;\u6162\u6162\u957f\u51fa\u6982\u5ff5\u3001\u5bf9\u8c61\u8868\u5f81\u3001\u52a8\u4f5c\u6a21\u5f0f\u548c\u66f4\u9ad8\u7ea7\u80fd\u529b&#xff1f;<\/p>\n<p>\u601d\u60f3\u6765\u6e90\u5305\u62ec\u611f\u89c9\u8fd0\u52a8\u5b66\u4e60\u3001\u9884\u6d4b\u5904\u7406\u3001\u7a81\u89e6\u53ef\u5851\u6027\u3001\u6d77\u9a6c\u4f53\u8bb0\u5fc6\u673a\u5236\u3001\u5185\u5728\u52a8\u673a\u3001\u8ba4\u77e5\u53d1\u5c55\u7406\u8bba\u3002<\/p>\n<p>Thousand Brains Project \u7684 Monty \u662f\u503c\u5f97\u5355\u72ec\u76ef\u7684\u4e00\u4e2a\u3002\u5b83\u7684\u8bbe\u8ba1\u57fa\u4e8e\u611f\u89c9\u8fd0\u52a8\u63a2\u7d22\u548c\u76ae\u5c42\u542f\u53d1\u7684\u591a\u6a21\u5757\u7ed3\u6784&#xff0c;\u9879\u76ee\u81ea\u5df1\u627f\u8ba4\u4ee3\u7801\u8fd8\u662f\u6301\u7eed\u6f14\u8fdb\u7684\u65e9\u671f\u6d4b\u8bd5\u7248\u672c\u30022026 \u5e74\u6709\u76f8\u5173\u7cfb\u7edf\u7814\u7a76\u53d1\u8868\u3002<\/p>\n<p>\u8fd9\u91cc\u5fc5\u987b\u533a\u5206\u4e24\u6761\u5206\u652f&#xff0c;\u6df7\u8d77\u6765\u4f1a\u5f97\u51fa\u9519\u8bef\u7ed3\u8bba&#xff1a;<\/p>\n<ul>\n<li>\u7b97\u6cd5\u8111\u542f\u53d1&#xff1a;\u501f\u9274\u751f\u7269\u7684\u8bb0\u5fc6\u3001\u53ef\u5851\u6027\u3001\u5c40\u90e8\u5b66\u4e60\u3001\u7ec4\u7ec7\u7ed3\u6784&#xff0c;\u4f46\u8dd1\u5728\u4f20\u7edf\u8ba1\u7b97\u673a\u4e0a<\/li>\n<li>\u786c\u4ef6\u8111\u542f\u53d1&#xff1a;\u7528\u8109\u51b2\u795e\u7ecf\u7f51\u7edc\u3001\u5f02\u6b65\u4e8b\u4ef6\u5904\u7406\u6216\u4e13\u7528\u795e\u7ecf\u5f62\u6001\u82af\u7247<\/li>\n<\/ul>\n<p>\u4e24\u8005\u4e0d\u7b49\u4ef7\u3002SNN \u5728\u7279\u5b9a\u4efb\u52a1\u548c\u786c\u4ef6\u6761\u4ef6\u4e0b\u6709\u80fd\u6548\u4f18\u52bf&#xff0c;\u4f46\u5b83\u672c\u8eab\u4e0d\u4f1a\u81ea\u52a8\u957f\u51fa\u62bd\u8c61\u63a8\u7406\u548c\u5f00\u653e\u5f0f\u8ba4\u77e5\u53d1\u5c55\u3002<\/p>\n<p>\u6211\u7684\u5224\u65ad&#xff1a;\u53d1\u80b2\u5f0f\u667a\u80fd\u662f\u9ad8\u7814\u7a76\u4ef7\u503c\u3001\u9ad8\u5b9e\u65bd\u4e0d\u786e\u5b9a\u6027\u7684\u957f\u671f\u8def\u7ebf&#xff0c;\u7279\u522b\u9002\u5408\u7814\u7a76 S1\u3001S4\u3001S5\u3001S6 \u600e\u4e48\u5171\u540c\u5f62\u6210\u3002\u73b0\u9636\u6bb5\u5b83\u66f4\u9002\u5408\u4f5c\u4e3a\u72ec\u7acb\u7684\u5bf9\u7167\u5206\u652f&#xff0c;\u800c\u4e0d\u662f\u53bb\u66ff\u6362\u73b0\u6709\u7684\u5168\u90e8\u57fa\u7840\u6a21\u578b\u80fd\u529b\u3002<\/p>\n<h4>4.7 \u4e3b\u52a8\u63a8\u65ad\u4e0e\u81ea\u7531\u80fd\u539f\u7406&#xff1a;\u628a\u611f\u77e5\u3001\u63a2\u7d22\u3001\u884c\u52a8\u7edf\u4e00\u8d77\u6765<\/h4>\n<p>\u4e3b\u52a8\u63a8\u65ad\u8bd5\u56fe\u628a\u611f\u77e5\u548c\u884c\u52a8\u770b\u4f5c\u540c\u4e00\u4e2a\u751f\u6210\u6a21\u578b\u4e0a\u7684\u63a8\u65ad\u8fc7\u7a0b\u3002\u5178\u578b\u5f62\u5f0f\u662f\u9009\u4f7f\u9884\u671f\u81ea\u7531\u80fd\u6700\u5c0f\u7684\u7b56\u7565&#xff1a;<\/p>\n<p><span class=\"katex--display\"><span class=\"katex-display\"><span class=\"katex\"><span class=\"katex-mathml\"><\/p>\n<p>          \u03c0<\/p>\n<p>          \u2217<\/p>\n<p>         &#061;<\/p>\n<p>         arg<\/p>\n<p>         \u2061<\/p>\n<p>           min<\/p>\n<p>           \u2061<\/p>\n<p>          \u03c0<\/p>\n<p>         G<\/p>\n<p>         (<\/p>\n<p>         \u03c0<\/p>\n<p>         )<\/p>\n<p>         \\\\pi^* &#061; \\\\arg\\\\min_\\\\pi G(\\\\pi) <\/p>\n<p>     <\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.7387em\"><\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">\u03c0<\/span><span class=\"msupsub\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.7387em\"><span class=\"\" style=\"top: -3.113em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mbin mtight\">\u2217<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.45em;vertical-align: -0.7em\"><\/span><span class=\"mop\">ar<span style=\"margin-right: 0.0139em\">g<\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mop op-limits\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.6679em\"><span class=\"\" style=\"top: -2.4em;margin-left: 0em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mathnormal mtight\" style=\"margin-right: 0.0359em\">\u03c0<\/span><\/span><\/span><span class=\"\" style=\"top: -3em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"\"><span class=\"mop\">min<\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.7em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mspace\" style=\"margin-right: 0.1667em\"><\/span><span class=\"mord mathnormal\">G<\/span><span class=\"mopen\">(<\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0359em\">\u03c0<\/span><span class=\"mclose\">)<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n<p>\u9884\u671f\u81ea\u7531\u80fd\u7684\u5e38\u89c1\u89e3\u91ca\u540c\u65f6\u5305\u542b\u76ee\u6807\u504f\u597d\u548c\u8ba4\u77e5\u6536\u76ca&#xff1a;\u667a\u80fd\u4f53\u65e2\u8ffd\u6c42\u6709\u4ef7\u503c\u7684\u7ed3\u679c&#xff0c;\u4e5f\u901a\u8fc7\u884c\u52a8\u83b7\u53d6\u4fe1\u606f\u6765\u964d\u4f4e\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n<p>\u8fd9\u5bf9\u79cd\u5b50\u6709\u5438\u5f15\u529b&#xff0c;\u56e0\u4e3a S6 \u7684\u6838\u5fc3\u4e0d\u662f\u673a\u68b0\u6267\u884c\u56fa\u5b9a\u4efb\u52a1&#xff0c;\u800c\u662f\u4e3b\u52a8\u6311\u6709\u5b66\u4e60\u4ef7\u503c\u7684\u884c\u52a8\u3002<\/p>\n<p>2026 \u5e74 UAI \u90a3\u7bc7\u7814\u7a76\u8fdb\u4e00\u6b65\u5206\u6790\u4e86\u4e3b\u52a8\u63a8\u65ad\u7684\u6570\u5b66\u76ee\u6807&#xff0c;\u5e76\u5728\u7f51\u683c\u4e16\u754c\u91cc\u6bd4\u8f83\u4e86\u4e0d\u540c\u4e0d\u786e\u5b9a\u6027\u7ed3\u6784\u4e0b\u7684\u884c\u4e3a\u3002<\/p>\n<p>\u4e09\u4e2a\u8fc7\u5ea6\u63a8\u65ad\u8981\u907f\u5f00&#xff1a;<\/p>\n<ul>\n<li>\u81ea\u7531\u80fd\u5f62\u5f0f\u5316\u63d0\u4f9b\u4e86\u51b3\u7b56\u76ee\u6807&#xff0c;\u4e0d\u7b49\u4e8e\u81ea\u52a8\u4ea7\u751f\u8bed\u4e49\u6982\u5ff5\u3001\u5de5\u5177\u4f7f\u7528\u3001\u901a\u7528\u63a8\u7406<\/li>\n<li>\u6570\u5b66\u4e0a\u81ea\u6d3d&#xff0c;\u4e0d\u7b49\u4e8e\u5b58\u5728\u80fd\u6269\u5c55\u5230\u6240\u6709\u667a\u80fd\u4efb\u52a1\u7684\u5de5\u7a0b\u5b9e\u73b0<\/li>\n<li>\u5bf9\u751f\u7269\u667a\u80fd\u7684\u89e3\u91ca\u6846\u67b6&#xff0c;\u4e0d\u7b49\u4e8e\u4eba\u5de5\u901a\u7528\u667a\u80fd\u7684\u5145\u5206\u5b9e\u73b0\u65b9\u6848<\/li>\n<\/ul>\n<p>\u843d\u5730\u5efa\u8bae&#xff1a;\u628a\u4e3b\u52a8\u63a8\u65ad\u5f53\u6210\u63a2\u7d22\u7b56\u7565\u7684\u4e00\u4e2a\u5b9e\u9a8c\u66ff\u4ee3\u65b9\u6848&#xff0c;\u8ddf\u57fa\u4e8e\u4fe1\u606f\u589e\u76ca\u7684\u89c4\u5212\u3001\u5185\u5728\u5956\u52b1\u5f3a\u5316\u5b66\u4e60\u3001\u666e\u901a\u4e3b\u52a8\u5b66\u4e60\u653e\u5728\u540c\u4e00\u7ec4\u5bf9\u7167\u91cc\u6bd4\u3002\u5b83\u8d62\u4e0d\u4e86\u5c31\u8be5\u627f\u8ba4\u5b83\u8d62\u4e0d\u4e86\u3002<\/p>\n<h4>4.8 \u6f14\u5316\u4e0e\u5f00\u653e\u5f0f\u751f\u6210&#xff1a;\u591a\u6837\u6027\u4e0d\u7b49\u4e8e\u80fd\u529b\u589e\u957f<\/h4>\n<p>\u8fd9\u6761\u7ebf\u53ef\u4ee5\u8ffd\u5230\u9057\u4f20\u7b97\u6cd5\u3001\u9057\u4f20\u7f16\u7a0b\u3001\u8fdb\u5316\u7b56\u7565\u3001\u4eba\u5de5\u751f\u547d\u548c\u5f00\u653e\u5f0f\u6f14\u5316\u3002<\/p>\n<p>\u5bf9\u79cd\u5b50\u771f\u6b63\u91cd\u8981\u7684\u4e0d\u662f\u6a21\u62df\u751f\u7269\u9057\u4f20\u7684\u5916\u5f62&#xff0c;\u800c\u662f\u4e09\u4e2a\u8ba1\u7b97\u673a\u5236&#xff1a;<\/p>\n<ul>\n<li>\u4fdd\u7559\u591a\u4e2a\u80fd\u529b\u5019\u9009&#xff0c;\u4e0d\u53ea\u7559\u5f53\u524d\u6700\u4f18\u89e3<\/li>\n<li>\u5728\u4e0d\u786e\u5b9a\u641c\u7d22\u7a7a\u95f4\u91cc\u63a2\u7d22\u65b0\u9896\u7684\u80fd\u529b\u7ec4\u5408<\/li>\n<li>\u5141\u8bb8\u540e\u7eed\u80fd\u529b\u5efa\u7acb\u5728\u4e4b\u524d\u53d1\u73b0\u7684\u4e2d\u95f4\u6210\u679c\u4e0a<\/li>\n<\/ul>\n<p>MAP-Elites \u8fd9\u7c7b\u8d28\u91cf\u591a\u6837\u6027\u65b9\u6cd5\u540c\u65f6\u7ef4\u62a4\u6027\u80fd\u548c\u884c\u4e3a\u591a\u6837\u6027&#xff0c;\u907f\u514d\u641c\u7d22\u8fc7\u65e9\u584c\u8fdb\u5355\u4e00\u5c40\u90e8\u6700\u4f18\u3002QDax \u63d0\u4f9b\u4e86\u8fd9\u4e9b\u7b97\u6cd5\u7684\u786c\u4ef6\u52a0\u901f\u5b9e\u73b0\u3002AlphaEvolve \u628a\u8bed\u8a00\u6a21\u578b\u751f\u6210\u4ee3\u7801\u8ddf\u81ea\u52a8\u8bc4\u4ef7\u3001\u6f14\u5316\u641c\u7d22\u7ed3\u5408\u8d77\u6765&#xff0c;\u505a\u7b97\u6cd5\u53d1\u73b0\u548c\u4f18\u5316\u3002<\/p>\n<p>\u8fd9\u6761\u8def\u6700\u5927\u7684\u7a7a\u767d\u662f&#xff1a;<\/p>\n<p>\u6301\u7eed\u4ea7\u751f\u65b0\u5019\u9009&#xff0c;\u548c\u6301\u7eed\u4ea7\u751f\u6709\u7528\u7684\u65b0\u80fd\u529b\u4e4b\u95f4&#xff0c;\u6ca1\u6709\u5fc5\u7136\u8054\u7cfb\u3002<\/p>\n<p>\u8bc4\u4ef7\u4e0a\u5fc5\u987b\u540c\u65f6\u770b\u65b0\u9896\u6027\u3001\u6280\u80fd\u4ef7\u503c\u3001\u53ef\u590d\u7528\u7a0b\u5ea6\u3001\u8de8\u73af\u5883\u8fc1\u79fb\u3001\u957f\u671f\u7d2f\u79ef\u3001\u641c\u7d22\u7b97\u529b\u6210\u672c\u3002\u53ea\u6709\u591a\u6837\u6027\u6da8\u4e86\u3001\u80fd\u529b\u6ca1\u6da8&#xff0c;\u4e0d\u80fd\u7b97\u79cd\u5b50\u5b9e\u73b0\u4e86\u81ea\u6211\u6210\u957f\u3002\u8fd9\u6761\u6807\u51c6\u5f88\u591a\u6f14\u5316\u8ba1\u7b97\u7684\u8bba\u6587\u5176\u5b9e\u662f\u6ca1\u8fc7\u7684&#xff0c;\u53ea\u662f\u6ca1\u88ab\u8ffd\u95ee\u3002<\/p>\n<h4>4.9 \u4e0d\u8be5\u6f0f\u6389\u7684\u51e0\u4e2a\u5206\u652f<\/h4>\n<p>\u6709\u4e9b\u8def\u7ebf\u7ed9\u4e0d\u51fa\u5b8c\u6574\u6210\u957f\u95ed\u73af&#xff0c;\u4f46\u53ef\u80fd\u662f\u5173\u952e\u7ec4\u4ef6\u3002<\/p>\n<p>\u7ecf\u5178\u7b26\u53f7\u4e3b\u4e49\u4e0e\u8ba4\u77e5\u67b6\u6784\u3002 Soar\u3001ACT-R\u3001NARS \u4ee3\u8868\u57fa\u4e8e\u89c4\u5219\u3001\u5de5\u4f5c\u8bb0\u5fc6\u3001\u76ee\u6807\u7ed3\u6784\u548c\u8ba4\u77e5\u5faa\u73af\u7684\u957f\u671f\u79ef\u7d2f&#xff0c;\u9002\u5408\u7814\u7a76\u6e05\u6670\u7684\u5185\u90e8\u72b6\u6001\u3001\u6709\u9650\u8d44\u6e90\u63a8\u7406\u548c\u7b26\u53f7\u5c42\u9762\u7684\u77e5\u8bc6\u66f4\u65b0\u3002\u4e0d\u80fd\u56e0\u4e3a LLM \u706b\u5c31\u628a\u5b83\u4eec\u5212\u6389\u3002<\/p>\n<p>\u5143\u5b66\u4e60\u4e0e\u6d4b\u8bd5\u65f6\u8bad\u7ec3\u3002 \u4ece MAML \u5230\u53c2\u6570\u9ad8\u6548\u5feb\u901f\u9002\u914d&#xff0c;\u6838\u5fc3\u662f\u8ba9\u7cfb\u7edf\u5b66\u4f1a\u600e\u4e48\u66f4\u5feb\u5730\u5b66\u30022026 \u5e74 PrimeTTT 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\u7269\u7406\u73af\u5883\u91cc\u7684\u53cd\u9988\u6765\u81ea\u771f\u5b9e\u4e16\u754c&#xff0c;\u4e0d\u53ea\u662f\u8bed\u8a00\u8bc4\u5ba1\u3002\u89c6\u89c9\u8bed\u8a00\u52a8\u4f5c\u6a21\u578b&#xff08;VLA&#xff09;\u3001\u673a\u5668\u4eba\u5f3a\u5316\u5b66\u4e60\u3001\u6a21\u4eff\u5b66\u4e60\u7ed9\u79cd\u5b50\u63d0\u4f9b\u4e86\u83b7\u5f97\u5177\u4f53\u884c\u52a8\u6280\u80fd\u7684\u57fa\u7840&#xff0c;\u4ee3\u4ef7\u662f\u5b89\u5168\u548c\u8bd5\u9a8c\u6210\u672c\u4e0a\u5347\u3002\u8fd9\u5757\u6211\u81ea\u5df1\u7684\u672c\u884c&#xff0c;\u611f\u89e6\u6bd4\u8f83\u6df1&#xff1a;\u771f\u5b9e\u4e16\u754c\u7684\u53cd\u9988\u4fe1\u566a\u6bd4\u9ad8&#xff0c;\u4f46\u6bcf\u4e00\u6b21\u8bd5\u9519\u90fd\u82b1\u94b1\u82b1\u65f6\u95f4&#xff0c;\u91c7\u6837\u6548\u7387\u662f\u786c\u7ea6\u675f\u3002<\/p>\n<p>\u591a\u667a\u80fd\u4f53\u4e0e\u793e\u4f1a\u5b66\u4e60\u3002 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\/>\n<h3>\u53c2\u8003\u8d44\u6599<\/h3>\n<table>\n<tr>\u4e3b\u9898\u6587\u732e<\/tr>\n<tbody>\n<tr>\n<td>\u6301\u7eed\u5b66\u4e60\u7efc\u8ff0<\/td>\n<td>Continual Learning: A Systematic Literature Review (2026)<\/td>\n<\/tr>\n<tr>\n<td>LLM \u6301\u7eed\u5b66\u4e60<\/td>\n<td>Continual Learning of Large Language Models<\/td>\n<\/tr>\n<tr>\n<td>\u81ea\u8fdb\u5316\u667a\u80fd\u4f53<\/td>\n<td>A Survey of Self-Evolving Agents<\/td>\n<\/tr>\n<tr>\n<td>\u81ea\u6211\u4fee\u6539<\/td>\n<td>Darwin G\u00f6del Machine<\/td>\n<\/tr>\n<tr>\n<td>\u5143\u81ea\u6211\u4fee\u6539<\/td>\n<td>Hyperagents (2026)<\/td>\n<\/tr>\n<tr>\n<td>\u4e16\u754c\u6a21\u578b<\/td>\n<td>Mastering Diverse Control Tasks Through World Models (Nature)<\/td>\n<\/tr>\n<tr>\n<td>\u957f\u671f\u8bb0\u5fc6<\/td>\n<td>LongMemEval (ICLR 2025)<\/td>\n<\/tr>\n<tr>\n<td>\u771f\u5b9e\u8fde\u7eed\u5b66\u4e60<\/td>\n<td>Continual Learning Bench (2026)<\/td>\n<\/tr>\n<tr>\n<td>\u7a0b\u5e8f\u6280\u80fd\u5b66\u4e60<\/td>\n<td>SkillLearnBench 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