{"id":3287,"date":"2026-03-31T15:00:22","date_gmt":"2026-03-31T07:00:22","guid":{"rendered":"https:\/\/1ow.top\/index.php\/2026\/03\/31\/meta%e5%8d%8e%e4%ba%ba%e5%ae%9e%e4%b9%a0%e7%94%9f%e6%90%9e%e5%87%ba%e8%b6%85%e7%ba%a7%e6%99%ba%e8%83%bd%e4%bd%93%ef%bc%81%e8%87%aa%e5%b7%b1%e5%86%99%e4%bb%a3%e7%a0%81%e5%ae%9e%e7%8e%b0%e8%87%aa\/"},"modified":"2026-03-31T15:00:22","modified_gmt":"2026-03-31T07:00:22","slug":"meta%e5%8d%8e%e4%ba%ba%e5%ae%9e%e4%b9%a0%e7%94%9f%e6%90%9e%e5%87%ba%e8%b6%85%e7%ba%a7%e6%99%ba%e8%83%bd%e4%bd%93%ef%bc%81%e8%87%aa%e5%b7%b1%e5%86%99%e4%bb%a3%e7%a0%81%e5%ae%9e%e7%8e%b0%e8%87%aa","status":"publish","type":"post","link":"https:\/\/1ow.top\/index.php\/2026\/03\/31\/meta%e5%8d%8e%e4%ba%ba%e5%ae%9e%e4%b9%a0%e7%94%9f%e6%90%9e%e5%87%ba%e8%b6%85%e7%ba%a7%e6%99%ba%e8%83%bd%e4%bd%93%ef%bc%81%e8%87%aa%e5%b7%b1%e5%86%99%e4%bb%a3%e7%a0%81%e5%ae%9e%e7%8e%b0%e8%87%aa\/","title":{"rendered":"Meta\u534e\u4eba\u5b9e\u4e60\u751f\u641e\u51fa\u8d85\u7ea7\u667a\u80fd\u4f53\uff01\u81ea\u5df1\u5199\u4ee3\u7801\u5b9e\u73b0\u81ea\u6211\u8fdb\u5316"},"content":{"rendered":"
\"Meta\u534e\u4eba\u5b9e\u4e60\u751f\u641e\u51fa\u8d85\u7ea7\u667a\u80fd\u4f53\uff01\u81ea\u5df1\u5199\u4ee3\u7801\u5b9e\u73b0\u81ea\u6211\u8fdb\u5316\"\/<\/div><\/figure>\n
\"Meta\u534e\u4eba\u5b9e\u4e60\u751f\u641e\u51fa\u8d85\u7ea7\u667a\u80fd\u4f53\uff01\u81ea\u5df1\u5199\u4ee3\u7801\u5b9e\u73b0\u81ea\u6211\u8fdb\u5316\"\/<\/div><\/figure>\n
\"Meta\u534e\u4eba\u5b9e\u4e60\u751f\u641e\u51fa\u8d85\u7ea7\u667a\u80fd\u4f53\uff01\u81ea\u5df1\u5199\u4ee3\u7801\u5b9e\u73b0\u81ea\u6211\u8fdb\u5316\"\/<\/div><\/figure>\n
\"Meta\u534e\u4eba\u5b9e\u4e60\u751f\u641e\u51fa\u8d85\u7ea7\u667a\u80fd\u4f53\uff01\u81ea\u5df1\u5199\u4ee3\u7801\u5b9e\u73b0\u81ea\u6211\u8fdb\u5316\"\/<\/div><\/figure>\n

henry \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

\u80fd\u65e0\u9650\u8fdb\u6b65\u7684\u300c\u8d85\u7ea7\u667a\u80fd\u4f53\u300d\u6765\u4e86\uff01<\/p>\n

\u6700\u8fd1\uff0cMeta\u7814\u7a76\u56e2\u961f\u7684\u4e00\u7bc7\u9898\u4e3aHYPERAGENTS\uff08\u8d85\u7ea7\u667a\u80fd\u4f53\uff09\u7684\u8bba\u6587\u8fc5\u901f\u5237\u5c4f\u3002<\/p>\n

\u8fd9\u7bc7\u8bba\u6587\u5c06LSTM\u4e4b\u7236J\u00fcrgen Schmidhuber\u4e8c\u5341\u5e74\u524d\u63d0\u51fa\u7684\u54e5\u5fb7\u5c14\u673a\uff08G\u00f6del Machine\uff09\u601d\u60f3\uff0c\u4e0e\u8fbe\u5c14\u6587\u5f00\u653e\u7b97\u6cd5\u76f8\u7ed3\u5408\uff0c\u63d0\u51fa\u4e86\u80fd\u6301\u7eed\u81ea\u6211\u8fed\u4ee3\u7684\u8fbe\u5c14\u6587\u54e5\u5fb7\u5c14\u673a\u3002<\/p>\n

\u57fa\u4e8e\u6b64\u8fd9\u4e00\u601d\u60f3\uff0cAgent\u4e0d\u4ec5\u80fd\u66f4\u597d\u5730\u5b8c\u6210\u5177\u4f53\u4efb\u52a1\u3001\u6301\u7eed\u63d0\u9ad8\u81ea\u8eab\u8868\u73b0\u3002<\/p>\n

\u66f4\u5173\u952e\u7684\u662f\uff0c\u5b83\u53ef\u4ee5\u4e0d\u65ad\u4f18\u5316\u201c\u6539\u8fdb\u81ea\u8eab\u201d\u7684\u5e95\u5c42\u903b\u8f91\uff0c\u5b9e\u73b0\u201c\u5143\u5b66\u4e60\uff08Meta-learning\uff09\u201d<\/p>\n

\u8fd9\uff0c\u4fbf\u662f\u8bba\u6587\u5b9a\u4e49\u7684\u65b0\u4e00\u4ee3\u8d85\u7ea7\u667a\u80fd\u4f53\u2014\u2014Hyperagents\u3002<\/p>\n

\u8bba\u6587\u66f4\u8fdb\u4e00\u6b65\u63d0\u51fa\uff1a\u672a\u6765AI\u6709\u671b\u901a\u8fc7\u6301\u7eed\u81ea\u6211\u8fed\u4ee3\uff0c\u6700\u7ec8\u7a81\u7834\u4eba\u7c7b\u9884\u8bbe\u7684\u521d\u59cb\u7b97\u6cd5\u8fb9\u754c\uff0c\u4e5f\u6b63\u56e0\u5982\u6b64\uff0cAI\u5b89\u5168\u5fc5\u987b\u88ab\u6446\u5728\u6838\u5fc3\u4f4d\u7f6e\u3002<\/p>\n

\u4e0d\u5c11\u7f51\u53cb\u4e5f\u611f\u6168\u9053\uff1a<\/p>\n

\u5143\u5b66\u4e60\u771f\u6b63\u8ba9\u4eba\u65e2\u5bb3\u6015\u53c8\u5174\u594b\u7684\uff0c\u662f\u5143\u5c42\u9762\u7684\u6539\u8fdb\u80fd\u591f\u8de8\u9886\u57df\u8fc1\u79fb\u3002\u8fd9\u4e0d\u662f\u5728\u67d0\u4e00\u4ef6\u4e8b\u4e0a\u53d8\u5f97\u66f4\u5389\u5bb3\uff0c\u800c\u662f\u5b66\u4f1a\u4e86\u5728\u4e00\u5207\u4e8b\u60c5\u4e0a\u53d8\u5f97\u66f4\u5389\u5bb3\u3002<\/p>\n

\u76ee\u524d\uff0c\u8fd9\u7bc7\u8bba\u6587\u5df2\u88abICLR 2026\u63a5\u6536\u3002<\/p>\n

\u8981\u7406\u89e3\u8d85\u7ea7\u667a\u80fd\u4f53Hyperagents\uff0c\u5fc5\u987b\u5148\u4e86\u89e3\u5b83\u7684\u57fa\u77f3\u2014\u2014<\/p>\n

\u54e5\u5fb7\u5c14\u673a\uff08G\u00f6del Machine\uff09\u3002<\/p>\n

\u54e5\u5fb7\u5c14\u673a\u662f\u4e00\u79cd\u5047\u8bbe\u6027\u7684\u81ea\u6211\u5b8c\u5584\u578bAI\u3002\u5b83\u5728\u6570\u5b66\u4e0a\u5bfb\u6c42\u8bc1\u660e\uff1a<\/p>\n

\u5982\u679c\u5b58\u5728\u67d0\u79cd\u66f4\u597d\u7684\u7b56\u7565\uff0c\u5b83\u4f1a\u901a\u8fc7\u9012\u5f52\u91cd\u5199\u81ea\u8eab\u4ee3\u7801\u6765\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n

\u800c\u8fd9\u4e00\u5047\u8bbe\uff0c\u6700\u65e9\u7531\u5c24\u5c14\u6839\u00b7\u65bd\u5bc6\u5fb7\u80e1\u4f2f\uff08J\u00fcrgen Schmidhuber\uff09\u5728\u4e8c\u5341\u591a\u5e74\u524d\u63d0\u51fa\u3002<\/p>\n

\u5728\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u4e2d\uff0cAI\u7684\u201c\u5b66\u4e60\u65b9\u6cd5\u201d\u662f\u4eba\u7c7b\u9884\u8bbe\u7684\u786c\u7f16\u7801\uff0c\u5b83\u53ea\u80fd\u901a\u8fc7\u8c03\u6574\u5185\u90e8\u53c2\u6570\u6765\u903c\u8fd1\u76ee\u6807\uff1b<\/p>\n

\u800c\u54e5\u5fb7\u5c14\u673a\u5219\u6253\u7834\u4e86\u8fd9\u4e00\u9650\u5236\uff0c\u5b83\u80fd\u591f\u5c06\u7b97\u6cd5\u6846\u67b6\u672c\u8eab\u89c6\u4e3a\u53ef\u7f16\u8f91\u7684\u4ee3\u7801\uff0c\u901a\u8fc7\u81ea\u4e3b\u91cd\u5199\u7a0b\u5e8f\u6765\u5b9e\u73b0\u5b66\u4e60\u80fd\u529b\u7684\u81ea\u6211\u6f14\u8fdb\u3002<\/p>\n

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\u4e5f\u5c31\u662f\u8bf4\uff0c\u6539\u4ee3\u7801\u82b1\u6389\u7684\u7b97\u529b\u6210\u672c\uff0c\u672a\u6765\u80fd\u4e0d\u80fd\u901a\u8fc7\u66f4\u5f3a\u7684\u6027\u80fd\u8d5a\u56de\u6765\uff1f<\/p>\n

\u4e0d\u5e78\u7684\u662f\uff0c\u8fd9\u79cd\u8ba1\u7b97\u5728\u73b0\u5b9e\u4e2d\u7684\u590d\u6742\u4efb\u52a1\u4e2d\u51e0\u4e4e\u662f\u65e0\u6cd5\u5b9e\u73b0\u7684\u3002<\/p>\n

\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0cMeta\u56e2\u961f\u63d0\u51fa\u8fbe\u5c14\u6587\u54e5\u5fb7\u5c14\u673a\uff08DGM\uff09\uff0c\u5b83\u5229\u7528\u5f00\u653e\u5f0f\u7b97\u6cd5\uff08Open-ended algorithms\uff09\uff0c\u901a\u8fc7\u5728\u5927\u6a21\u578b\u63d0\u8bae\u7684\u4ee3\u7801\u6539\u8fdb\u65b9\u6848\u4e2d\u8fdb\u884c\u641c\u7d22\uff0c\u83b7\u53d6\u80fd\u4ece\u7ecf\u9a8c\u4e0a\u63d0\u5347\u6027\u80fd\u7684\u65b9\u6848\u3002<\/p>\n

\u6362\u53e5\u8bdd\u8bf4\uff0cDGM\u5229\u7528\u57fa\u7840\u6a21\u578b\u6765\u63d0\u8bae\u4ee3\u7801\u6539\u8fdb\u65b9\u6848\uff0c\u5e76\u5229\u7528\u5f00\u653e\u5f0f\u7b97\u6cd5\u7684\u6700\u65b0\u521b\u65b0\u6210\u679c\uff0c\u6765\u641c\u7d22\u5e76\u6784\u5efa\u4e00\u4e2a\u4e0d\u65ad\u589e\u957f\u7684\u3001\u591a\u6837\u5316\u4e14\u9ad8\u8d28\u91cf\u7684AI\u667a\u80fd\u4f53\u5e93\u3002<\/p>\n

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\u8fd9\u662f\u56e0\u4e3aDGM\u4f9d\u8d56\u4e00\u4e2a\u5173\u952e\u5047\u8bbe\u2014\u2014\u8bc4\u4f30\u4efb\u52a1\u4e0e\u81ea\u6211\u4fee\u6539\u4efb\u52a1\u5fc5\u987b\u201c\u5bf9\u9f50\u201d\u3002<\/p>\n

\u5728\u7f16\u7a0b\u9886\u57df\uff0c\u8fd9\u79cd\u5bf9\u9f50\u662f\u5929\u7136\u7684\uff1a\u63d0\u5347\u4e86\u7f16\u7a0b\u80fd\u529b\uff0c\u81ea\u7136\u4e5f\u5c31\u63d0\u5347\u4e86\u4fee\u6539\u81ea\u8eab\u4ee3\u7801\u7684\u80fd\u529b\u3002<\/p>\n

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\u5728\u8fd9\u79cd\u7f3a\u4e4f\u201c\u81ea\u6307\u6027\uff08Self-referentiality\uff09\u201d\u7684\u4efb\u52a1\u4e2d\uff0cDGM\u7684\u9012\u5f52\u8fdb\u5316\u94fe\u6761\u5c31\u4f1a\u65ad\u88c2\uff0c\u9677\u5165\u505c\u6ede\u3002<\/p>\n

\u57fa\u4e8e\u6b64\uff0c\u6587\u7ae0\u63d0\u51fa\u8d85\u7ea7\u667a\u80fd\u4f53\u2014\u2014<\/p>\n

\u5b83\u4eec\u65e2\u80fd\u4fee\u6539\u81ea\u5df1\u7684\u4efb\u52a1\u6267\u884c\u884c\u4e3a\uff0c\u4e5f\u80fd\u4fee\u6539\u751f\u6210\u672a\u6765\u6539\u8fdb\u5efa\u8bae\u7684\u8fc7\u7a0b\u3002<\/p>\n

\u8fd9\u5b9e\u73b0\u4e86\u6240\u8c13\u7684\u5143\u8ba4\u77e5\u81ea\u6211\u4fee\u6539\uff08metacognitive self-modification\uff09\uff1a\u4e0d\u4ec5\u5b66\u4e60\u5982\u4f55\u505a\u5f97\u66f4\u597d\uff0c\u8fd8\u5b66\u4e60\u5982\u4f55\u66f4\u6709\u6548\u5730\u8fdb\u884c\u6539\u8fdb\u3002<\/p>\n

\u8fdb\u4e00\u6b65\uff0c\u8bba\u6587\u5c06\u8d85\u7ea7\u667a\u80fd\u4f53\u5b9e\u4f8b\u5316\u4e3aDGM-Hyperagents (DGM-H)\u3002<\/p>\n

DGM-H\u662f\u5bf9DGM\u7684\u6269\u5c55\uff0c\u5176\u4e2d\u4efb\u52a1\u89e3\u51b3\u884c\u4e3a\u548c\u81ea\u6211\u6539\u8fdb\u7a0b\u5e8f\u90fd\u662f\u53ef\u7f16\u8f91\u4e14\u53ef\u8fdb\u5316\u7684\uff0c\u5176\u6846\u67b6\u5982\u4e0b\uff1a<\/p>\n

\u6253\u4e2a\u6bd4\u65b9\uff0c\u5728Hyperagents\u4e2d\uff0c\u8fd0\u52a8\u5458\u4e0d\u4ec5\u5728\u8bad\u7ec3\uff0c\u6559\u7ec3\u4e5f\u5728\u5b66\u4e60\u5982\u4f55\u66f4\u597d\u5730\u6267\u6559\u3002\u7531\u6b64\uff0c\u8fd0\u52a8\u5458\u7684\u8868\u73b0\u548c\u6559\u7ec3\u7684\u6267\u6559\u6c34\u5e73\u4e0d\u65ad\u87ba\u65cb\u4e0a\u5347\u3002<\/p>\n

\u6b64\u5916\uff0cDGM-H\u8fd8\u6539\u8fdb\u4e86\u751f\u6210\u65b0\u667a\u80fd\u4f53\u7684\u8fc7\u7a0b\uff08\u4f8b\u5982\u5f15\u5165\u6301\u4e45\u5316\u8bb0\u5fc6\u3001\u6027\u80fd\u8ffd\u8e2a\u7b49\uff09\uff0c\u4e14\u8fd9\u4e9b\u5143\u7ea7\u6539\u8fdb\u5177\u6709\u8de8\u9886\u57df\u8fc1\u79fb\u548c\u8de8\u8fd0\u884c\u7d2f\u79ef\u7684\u7279\u6027\u3002<\/p>\n

\u5b9e\u9a8c\u8bc1\u660e\uff0c\u8fbe\u5c14\u6587\u54e5\u5fb7\u5c14\u673a\uff08Darwin G\u00f6del Machine\uff09\u80fd\u591f\u901a\u8fc7\u4fee\u6539\u81ea\u8eab\u4ee3\u7801\u5e93\u5b9e\u73b0\u6301\u7eed\u7684\u81ea\u6211\u63d0\u5347\u3002<\/p>\n

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\u6b64\u5916\uff0cDGM\u7684\u6539\u8fdb\u5177\u6709\u5e7f\u6cdb\u7684\u8fc1\u79fb\u6027\uff1a<\/p>\n

\u6700\u540e\uff0c\u8ba9\u6211\u4eec\u6765\u4ecb\u7ecd\u4e00\u4e0b\u8fd9\u7bc7\u8bba\u6587\u7684\u4f5c\u8005\u4eec\u3002<\/p>\n

\u8fd9\u7bc7\u8bba\u6587\u7684\u7b2c\u4e00\u4f5c\u8005\u662f\u6765\u81eaUBC\u7684Jenny Zhang\uff0c\u5979\u5e08\u4eceJeff Clune\u6559\u6388\u3002<\/p>\n

\u5979\u672c\u79d1\u5c31\u8bfb\u4e8e\u5e1d\u56fd\u7406\u5de5\uff0c\u8fd9\u7bc7\u8bba\u6587\u662f\u5979\u5728Meta\u5b9e\u4e60\u671f\u95f4\u5b8c\u6210\u7684\u3002\u5979\u7684\u7814\u7a76\u65b9\u5411\u4e13\u6ce8\u4e8e\u5f3a\u5316\u5b66\u4e60\u3001\u81ea\u6539\u8fdbAI\u4e0eOpen-Ended AI\u3002<\/p>\n

Bingchen Zhao\u662f\u6765\u81ea\u7231\u4e01\u5821\u5927\u5b66\u7684\u535a\u58eb\u751f\uff0c\uff0c\u5e08\u4eceOisin Mac Aodha\u6559\u6388<\/p>\n

\u4ed6\u672c\u79d1\u6bd5\u4e1a\u4e8e\u540c\u6d4e\u5927\u5b66\uff0c\u4ed6\u6b64\u524d\u5728Meta FAIR\u56e2\u961f\uff0c\u81f4\u529b\u4e8e\u6784\u5efa\u81ea\u6211\u6539\u8fdb\u7684AI\u7cfb\u7edf\u3002<\/p>\n

Wannan Yang\u5728\u7ebd\u7ea6\u5927\u5b66\u653b\u8bfb\u535a\u58eb\uff0c\u76ee\u524d\u5728Meta\u8d85\u7ea7\u667a\u80fd\u5b9e\u9a8c\u5ba4\u5b9e\u4e60\uff0c\u5979\u672c\u79d1\u6bd5\u4e1a\u4e8e\u7231\u4e01\u5821\u5927\u5b66\u3002<\/p>\n

\u8bba\u6587\u7684\u5176\u4ed6\u4f5c\u8005\u8fd8\u5305\u62ecJeff Clune\u3001\u4ee5\u53ca\u6765\u81eaMeta\u7684\u7814\u7a76\u5458Minqi Jiang\uff08\u5df2\u79bb\u804c\uff09\u3001Sam Devlin\u548cTatiana Shavrina\u3002<\/p>\n

\u53c2\u8003\u94fe\u63a5[1]https:\/\/arxiv.org\/pdf\/2603.19461[2]https:\/\/sakana.ai\/dgm\/[3]https:\/\/x.com\/jennyzhangzt<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

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henry \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

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