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\u56e0\u679c\u667a\u80fd\u7684\u53e6\u4e00\u4e2a\u957f\u5904\u5728\u4e8e\u63a8\u7406\u6df1\u5ea6\uff0c\u5927\u7ea6\u4e8c\u5341\u5e74\u524d\uff0c\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6Judea Pearl\u901a\u8fc7\u53d1\u73b0\u548c\u7cfb\u7edf\u5730\u7814\u7a76\u300c\u56e0\u679c\u9636\u68af\u300d\uff08Ladder of Causation\uff09\uff0c\u5728\u7406\u89e3\u56e0\u679c\u5173\u7cfb\u65b9\u9762\u53d6\u5f97\u4e86\u7a81\u7834\uff0c\u8be5\u6846\u67b6\u7740\u91cd\u8bf4\u660e\u4e86\u89c2\u5bdf\u3001\u505a\u4e8b\u548c\u60f3\u8c61\u7684\u72ec\u7279\u4f5c\u7528\u3002\u5b83\u7684\u8ba4\u77e5\u80fd\u529b\u5206\u4e09\u4e2a\u5c42\u6b21\uff1a\u7b2c\u4e00\u5c42\u662f\u89c2\u5bdf\u5c42\u9762\u7684\u9884\u6d4b\uff0c\u8fd9\u4e5f\u662f\u5f53\u524dAI\u666e\u904d\u6240\u5904\u7684\u5c42\u6b21\uff1b\u7b2c\u4e8c\u5c42\u662f\u5e72\u9884——“\u5982\u679c\u6211\u505a\u4e86A\uff0c\u7ed3\u679c\u4f1a\u53d8\u6210\u4ec0\u4e48”\uff1b\u7b2c\u4e09\u5c42\u662f\u53cd\u4e8b\u5b9e\u63a8\u7406——“\u5982\u679c\u6211\u5f53\u521d\u505a\u4e86B\u800c\u4e0d\u662fA\uff0c\u7ed3\u679c\u4f1a\u4e0d\u4f1a\u66f4\u597d”\u3002\u7b2c\u4e09\u5c42\u6b63\u662f\u4eba\u8111\u5728\u505a\u51b3\u7b56\u524d\u80fd\u5728\u610f\u8bc6\u91cc\u9884\u5148\u6f14\u7ec3\u3001\u505a\u51fa\u9884\u5224\u7684\u6838\u5fc3\u673a\u5236\u3002<\/p>\n

\u843d\u5230\u673a\u5668\u4eba\u8eab\u4e0a\uff0c\u5c31\u610f\u5473\u7740\u5b83\u80fd\u5728\u6267\u884c\u6293\u53d6\u4e4b\u524d\uff0c\u5148\u5728“\u601d\u7ef4”\u4e2d\u6a21\u62df\u7269\u4f53\u7684\u8fd0\u52a8\u8f68\u8ff9\uff0c\u518d\u9009\u62e9\u6700\u4f18\u64cd\u4f5c\u8def\u5f84\u3002\u9ec4\u78a7\u8587\u628a\u8fd9\u79f0\u4e3a\u4e00\u79cd“\u7269\u7406\u76f4\u89c9”\u3002<\/p>\n

\u56e0\u679c\u5982\u4f55\u4ece\u6982\u5ff5\u53d8\u6210\u53ef\u8bad\u7ec3\u7684\u7cfb\u7edf<\/strong><\/h2>\n

\u56e0\u679c\u4e16\u754c\u6a21\u578b\u7684\u60f3\u8c61\u529b\uff0c\u51dd\u7ed3\u5728\u4e00\u5957\u56db\u5c42\u67b6\u6784\u4e4b\u4e2d\u3002<\/p>\n

\u9ec4\u78a7\u8587\u5f3a\u8c03\uff0c\u533a\u522b\u4e8e\u5e02\u9762\u96f6\u6563\u5916\u6302\u7684\u56e0\u679c\u6a21\u5757\uff0c\u4ee5\u53ca\u57fa\u4e8e\u73b0\u6709\u5927\u6a21\u578b\u5fae\u8c03\u7684\u6539\u826f\u65b9\u6848\uff0cAether AI\u56e0\u679c\u4e16\u754c\u6a21\u578b\u7684\u8bbe\u8ba1\u76ee\u6807\u4ece\u4e00\u5f00\u59cb\u5c31\u5f88\u660e\u786e\uff1a\u628a\u56e0\u679c\u8ba4\u77e5\u4ece\u7406\u8bba\u6784\u60f3\u4e00\u6b65\u6b65\u843d\u5730\u4e3a\u53ef\u6269\u5c55\u3001\u53ef\u8bad\u7ec3\u7684\u5de5\u7a0b\u5316AI\u8303\u5f0f\u3002<\/p>\n

“\u56db\u5c42\u67b6\u6784\u5e76\u975e\u72ec\u7acb\u7684\u6a21\u5757\uff0c\u5b83\u4eec\u662f\u5f7c\u6b64\u652f\u6491\u3001\u5c42\u5c42\u9012\u8fdb\u7684\u6280\u672f\u6808\uff0c\u6700\u7ec8\u76ee\u6807\u662f\u5f7b\u5e95\u6539\u53d8\u5e95\u5c42AI\u7b97\u6cd5\u7684\u8ba4\u77e5\u903b\u8f91\u3002”<\/p>\n

\u7b2c\u4e00\u5c42\u662f\u56e0\u679c\u9a71\u52a8\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\u3002\u5f53\u524d\u4e3b\u6d41\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\uff0c\u8fd0\u4f5c\u903b\u8f91\u672c\u8d28\u4e0a\u8fd8\u662f“\u65e5\u5fd7\u8bb0\u5f55\u52a0\u7b80\u5355\u56de\u653e”——\u628a\u6d4f\u89c8\u8bb0\u5f55\u3001\u5de5\u4f5c\u65e5\u5fd7\u548c\u4e0a\u4e0b\u6587\u4fe1\u606f\u5e73\u94fa\u76f4\u53d9\u5730\u5b58\u4e0b\u6765\uff0c\u76f4\u63a5\u7528\u4e8e\u540e\u7eed\u4efb\u52a1\u3002\u4e00\u53f0\u673a\u5668\u5728\u67d0\u4e2a\u5e73\u53f0\u4e0a\u5b66\u4f1a\u7684\u8ba2\u7968\u6280\u80fd\uff0c\u6362\u4e00\u4e2a\u5e73\u53f0\u5c31\u5b8c\u5168\u5931\u6548\uff0c\u800c\u4e14Token\u6d88\u8017\u60ca\u4eba\u3002<\/p>\n

\u56e0\u679c\u9a71\u52a8\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\u5219\u4e0d\u540c\uff0c\u5b83\u4ece\u6d77\u91cf\u4fe1\u606f\u4e2d\u63d0\u53d6\u5e95\u5c42\u7ed3\u6784\u5316\u77e5\u8bc6\u3002“\u771f\u6b63\u7684\u8ba4\u77e5\u6e90\u4e8e\u7ed3\u6784\u5316\uff0c\u800c\u975e\u7b80\u5355\u7684\u6570\u636e\u5806\u780c\u3002”\u9ec4\u78a7\u8587\u8bf4\u3002\u7ed3\u6784\u4e00\u65e6\u88ab\u63d0\u53d6\u51fa\u6765\uff0c\u8de8\u5e73\u53f0\u3001\u8de8\u573a\u666f\u65f6\u7684\u7a33\u5b9a\u6027\u4f1a\u5927\u5e45\u63d0\u5347\u3002<\/p>\n

\u7b2c\u4e8c\u5c42\u662f\u56e0\u679c\u4e16\u754c\u6a21\u578b\u3002\u8fd9\u662f\u6574\u5957\u67b6\u6784\u7684\u6838\u5fc3\u3002\u4f5c\u4e3a\u7cfb\u7edf\u7684\u8ba4\u77e5\u6838\u5fc3\uff0c\u8fd9\u4e00\u5c42\u8d1f\u8d23\u7406\u89e3\u7269\u7406\u4e16\u754c\u7684\u8fd0\u884c\u89c4\u5f8b\u3002\u5b83\u63a5\u6536\u4e0a\u5c42\u4f20\u6765\u7684\u5b50\u4efb\u52a1\uff0c\u5728\u5185\u90e8\u6a21\u62df“\u5982\u679c\u8fd9\u6837\u505a\uff0c\u4e16\u754c\u4f1a\u600e\u6837\u53d8\u5316”\uff0c\u7136\u540e\u751f\u6210\u7cbe\u786e\u7684\u4efb\u52a1\u6307\u4ee4\uff0c\u9a71\u52a8\u4e0a\u5c42\u7684\u667a\u80fd\u4f53\u7cfb\u7edf\u3002\u9ec4\u78a7\u8587\u8ba4\u4e3a\uff0c\u5f53\u524d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u548cVLA\u6a21\u578b\uff0c\u505c\u7559\u5728\u975e\u5e38\u8868\u5c42\u7684\u7b26\u53f7\u5904\u7406\u4e0a——\u5b83\u4eec\u80fd\u8bfb\u61c2“\u56e0\u4e3a……\u6240\u4ee5……”\u8fd9\u7c7b\u8fde\u63a5\u8bcd\uff0c\u5374\u65e0\u6cd5\u7406\u89e3\u8fd9\u4e9b\u8bcd\u8bed\u80cc\u540e\u771f\u6b63\u7684\u7269\u7406\u673a\u5236\u3002<\/p>\n

\u56e0\u679c\u4e16\u754c\u6a21\u578b\u7684\u76ee\u6807\uff0c\u5c31\u662f\u4ece\u50cf\u7d20\u5c42\u9762\u8d2f\u901a\u5230\u7269\u7406\u5c42\u9762\uff0c\u8ba9\u6a21\u578b\u771f\u6b63“\u7406\u89e3”\u52a8\u4f5c\u7684\u56e0\u679c\u94fe\u3002<\/p>\n

\u7b2c\u4e09\u5c42\u662f\u6a21\u5757\u5316\u67b6\u6784\u5c42\uff0c\u89e6\u53ca\u795e\u7ecf\u7f51\u7edc\u672c\u8eab\u7684\u67b6\u6784\u8bbe\u8ba1\uff0c\u76ee\u6807\u662f\u6784\u5efa\u4e00\u4e2a\u771f\u6b63\u6a21\u5757\u5316\u7684\u795e\u7ecf\u67b6\u6784——\u4e0d\u540c\u533a\u57df\u4e3b\u7ba1\u4e0d\u540c\u529f\u80fd\uff0c\u533a\u57df\u4e4b\u95f4\u65e2\u89e3\u8026\u53c8\u534f\u540c\uff0c\u5171\u540c\u5b8c\u6210\u590d\u6742\u4efb\u52a1\u3002<\/p>\n

\u9ec4\u78a7\u8587\u6307\u51fa\u4e86\uff0c\u5f53\u524d\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\u90fd\u5b58\u5728\u4e00\u4e2a\u666e\u904d\u95ee\u9898\uff0c\u5c31\u662f\u4e13\u5bb6\u6a21\u578b\u4e4b\u95f4\u529f\u80fd\u7684\u9ad8\u5ea6\u91cd\u53e0\u3002\u4e00\u4e2a10\u4e2a\u4e13\u5bb6\u7684MoE\u6a21\u578b\uff0c\u5e38\u5e38\u53ea\u6709\u4e00\u4e24\u4e2a\u4e13\u5bb6\u627f\u62c5\u51e0\u4e4e\u6240\u6709\u5de5\u4f5c\u3002\u56e0\u679c\u4e16\u754c\u6a21\u578b\u8ffd\u6c42\u7684\u662f\u771f\u6b63\u7684\u529f\u80fd\u6027\u5206\u533a\uff0c\u5404\u6a21\u5757\u5404\u53f8\u5176\u804c\u53c8\u76f8\u4e92\u914d\u5408\uff0c\u5728\u4fdd\u6301\u6548\u7387\u7684\u540c\u65f6\u91ca\u653e\u66f4\u5f3a\u7684\u590d\u6742\u8ba4\u77e5\u80fd\u529b\u3002<\/p>\n

\u7b2c\u56db\u5c42\u662f\u5e95\u5c42\u57fa\u7840\u5c42\uff0c\u8be5\u5c42\u57fa\u7840\u67b6\u6784\u4ecd\u4ee5Transformer\u4e3a\u4e3b\u3002\u9ec4\u78a7\u8587\u7684\u89e3\u91ca\u5f88\u52a1\u5b9e\uff1aTransformer\u7b80\u6d01\u7684\u53ef\u6269\u5c55\u6027\u5df2\u7ecf\u7ecf\u53d7\u8fc7\u5343\u4ebf\u7ea7\u53c2\u6570\u7684\u5de5\u7a0b\u8003\u9a8c\uff0c\u6ca1\u5fc5\u8981\u63a8\u5012\u91cd\u6765\u3002<\/p>\n

\u56e0\u679cAI\u7684\u7a81\u7834\u65b9\u5f0f\u662f\u5728\u73b0\u6709Transformer\u6838\u5fc3\u67b6\u6784\u4e2d\u5f15\u5165\u56e0\u679c\u6027\u7684\u523b\u753b\u7ef4\u5ea6\u3002\u901a\u8fc7Causation Transformer\uff08\u56e0\u679c\u53d8\u6362\u5668\uff09\uff0c\u5728\u4fdd\u6301\u5176\u53ef\u6269\u5c55\u6027\u7684\u524d\u63d0\u4e0b\uff0c\u540c\u65f6\u8003\u8651\u65f6\u95f4\u5ef6\u8fdf\u5173\u7cfb\u3001\u77ac\u65f6\u5f71\u54cd\u548c\u9690\u56e0\u5b50\u7684\u52a8\u6001\u4f5c\u7528\uff0c\u628a\u6a21\u578b\u7684\u5b66\u4e60\u80fd\u529b\u4ece“\u8868\u5c42\u8bcd\u5143\u76f8\u5173\u6027”\u63d0\u5347\u5230“\u8bcd\u5143\u7ea7\u56e0\u679c\u6027”\u3002<\/p>\n

\u5728\u63a8\u8fdb\u8282\u594f\u4e0a\uff0c\u9ec4\u78a7\u8587\u544a\u8bc9\u7b14\u8005\uff0c\u77ed\u671f\u5185\u4f18\u5148\u96c6\u4e2d\u653b\u514b\u7b2c\u4e00\u5c42\u667a\u80fd\u4f53\u7cfb\u7edf\u548c\u7b2c\u4e8c\u5c42\u56e0\u679c\u4e16\u754c\u6a21\u578b\uff0c\u9884\u8ba1\u672a\u6765\u51e0\u4e2a\u6708\u5185\u4f1a\u516c\u5f00\u6210\u679c\uff1b\u7b2c\u4e09\u5c42\u548c\u7b2c\u56db\u5c42\u7684\u67b6\u6784\u53ca\u57fa\u7840\u8bbe\u65bd\u6539\u9020\u5b89\u6392\u5728\u660e\u5e74\u3002“\u5728\u7b2c\u4e00\u5c42\u548c\u7b2c\u4e8c\u5c42\u7684\u63a8\u8fdb\u4e2d\uff0c\u53ef\u4ee5\u76f4\u63a5\u5229\u7528\u73b0\u6709\u6a21\u578b\u4f5c\u4e3a\u51fd\u6570\u8fd1\u4f3c\u5668\u8fdb\u884c\u4f18\u5316\u8fed\u4ee3\u3002”\u8fd9\u610f\u5473\u7740\u56e0\u679cAI\u5e76\u4e0d\u662f\u4e00\u573a\u63a8\u5012\u91cd\u6765\u7684\u5de5\u7a0b\u91cd\u5efa\uff0c\u800c\u662f\u4e00\u6761\u4ece\u76f8\u5173\u6027\u8303\u5f0f\u5411\u56e0\u679c\u8303\u5f0f\u5e73\u6ed1\u8fc7\u6e21\u7684\u6e10\u8fdb\u8def\u5f84\u3002<\/p>\n

\u5177\u4f53\u5230\u6570\u636e\u7b56\u7565<\/a>\uff0c\u56e2\u961f\u91c7\u7528\u6a21\u62df\u6570\u636e\uff08\u7ea650%—60%\uff09\u3001\u7b2c\u4e00\u4eba\u79f0\u89c6\u89d2\u6570\u636e\uff08\u7ea630%\uff09\u548c\u9065\u64cd\u4f5c\u6570\u636e\uff08\u7ea610%—15%\uff09\u7684\u6df7\u5408\u914d\u6bd4\uff0c\u540c\u65f6\u8bbe\u8ba1\u4e86\u4e00\u5957“\u6570\u636e\u98de\u8f6e”\u673a\u5236——\u6a21\u578b\u672c\u8eab\u53ef\u4ee5\u4f5c\u4e3a\u89c6\u9891\u751f\u6210\u5668\uff0c\u4ea7\u51fa\u957f\u5c3e\u548c\u8fb9\u7f18\u573a\u666f\u7684\u6570\u636e\uff0c\u53cd\u54fa\u81ea\u6211\u8fdb\u5316\u3002<\/p>\n

Aether AI\u7684\u6280\u672f\u8def\u7ebf\u9009\u62e9\uff0c\u653e\u5728\u66f4\u5927\u7684\u884c\u4e1a\u80cc\u666f\u4e0b\u770b\u4f1a\u66f4\u6709\u610f\u601d\u3002<\/p>\n

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\n

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