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\"\u534e\u4e3a\u5177\u8eab\u5927\u8111\u4e00\u53f7\u4f4d\u521b\u4e1a\uff0c\u7528\u8ba4\u77e5\u79d1\u5b66\u9020\u4e16\u754c\u6a21\u578b\uff0c\u83b7\u4ebf\u5143\u7ea7\u878d\u8d44\"\/<\/div><\/figure>\n
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\u53ef\u95ee\u9898\u5728\u4e8e\uff0c\u753b\u9762\u903c\u771f\u5e76\u4e0d\u7b49\u4e8e\u56e0\u679c\u53ef\u9760\u3002\u4e00\u4e2a\u89c6\u9891\u53ef\u4ee5\u975e\u5e38\u50cf\u771f\u5b9e\u4e16\u754c\uff0c\u4f46\u91cc\u9762\u7684\u7269\u7406\u903b\u8f91\u672a\u5fc5\u7a33\u5b9a\u3002<\/p>\n

\u7b2c\u4e09\u5c42\uff0c\u662f\u4ea4\u4e92\u771f\u5b9e\u3002<\/p>\n

\u8fd9\u4e00\u5c42\u66f4\u63a5\u8fd1\u4eff\u771f\u3001\u5f3a\u5316\u5b66\u4e60\u548c\u673a\u5668\u4eba\u8bd5\u9519\u3002<\/p>\n

\u5b83\u5f3a\u8c03\u667a\u80fd\u4f53\u901a\u8fc7\u201c\u884c\u52a8\u2014\u53cd\u9988\u201d\u79ef\u7d2f\u7ecf\u9a8c\uff0cDeepMind\u3001\u82f1\u4f1f\u8fbe\u7b49\u516c\u53f8\u90fd\u5728\u8fd9\u4e00\u65b9\u5411\u6301\u7eed\u6295\u5165\u3002<\/p>\n

\u7b2c\u56db\u5c42\uff0c\u662f\u62bd\u8c61\u8868\u5f81\u3002<\/p>\n

\u8fd9\u662fYann LeCun\u7684JEPA\u67b6\u6784\u7684\u9886\u5730\u3002\u5b83\u8ba9\u6a21\u578b\u5728\u9690\u7a7a\u95f4\u91cc\u5b66\u4e60\u72b6\u6001\u5982\u4f55\u53d8\u5316\uff0c\u51cf\u5c11\u5bf9\u50cf\u7d20\u7ea7\u91cd\u5efa\u548ctoken\u7ea7\u9884\u6d4b\u7684\u4f9d\u8d56\u3002<\/p>\n

\u4e3e\u4e2a\u4f8b\u5b50\uff0c\u6a21\u578b\u65e0\u9700\u9010\u5e27\u9884\u6d4b\u4e00\u4e2a\u676f\u5b50\u672a\u6765\u6bcf\u4e2a\u50cf\u7d20\u4f1a\u53d8\u6210\u4ec0\u4e48\u6837\uff0c\u800c\u662f\u5b66\u4e60\u201c\u676f\u5b50\u88ab\u63a8\u4e86\u4e00\u4e0b\uff0c\u5927\u6982\u7387\u4f1a\u5f80\u54ea\u4e2a\u65b9\u5411\u79fb\u52a8\uff0c\u662f\u5426\u4f1a\u5012\u4e0b\u201d\u3002<\/p>\n

\u7b2c\u4e94\u5c42\uff1a\u4e3b\u52a8\u63a8\u7406\u3002<\/p>\n

\u8fd9\u662f\u5177\u8111\u78d0\u77f3\u6700\u770b\u91cd\u7684\u4e00\u5c42\u3002\u5b83\u6765\u81ea\u8ba4\u77e5\u795e\u7ecf\u79d1\u5b66\uff0c\u80cc\u540e\u5305\u62ec\u81ea\u7531\u80fd\u6700\u5c0f\u5316\u3001\u9884\u6d4b\u7f16\u7801\u3001\u8d1d\u53f6\u65af\u5927\u8111\u7b49\u7406\u8bba\uff0c\u662f\u76ee\u524d\u6700\u63a5\u8fd1\u4eba\u7c7b\u667a\u80fd\u672c\u8d28\u7684\u7406\u8bba\u6846\u67b6\u3002<\/p>\n

\u7ffb\u8bd1\u6210\u4eba\u8bdd\u662f\uff1a\u667a\u80fd\u4f53\u4f1a\u4e3b\u52a8\u5f62\u6210\u5047\u8bbe\uff0c\u9884\u6d4b\u7ed3\u679c\uff0c\u6267\u884c\u52a8\u4f5c\uff0c\u518d\u6839\u636e\u73af\u5883\u53cd\u9988\u4fee\u6b63\u81ea\u5df1\u7684\u5185\u90e8\u6a21\u578b\u3002<\/p>\n

\u4e5f\u5c31\u662f\uff0c\u8fb9\u60f3\u8fb9\u505a\uff0c\u8fb9\u505a\u8fb9\u5b66\u3002<\/p>\n

\u5728\u5177\u8111\u78d0\u77f3\u770b\u6765\uff0c\u524d\u4e09\u5c42\u66f4\u591a\u89e3\u51b3\u201c\u770b\u89c1\u4e16\u754c\u3001\u6a21\u62df\u4e16\u754c\u3001\u8bad\u7ec3\u4e16\u754c\u201d\u7684\u95ee\u9898\uff1b\u7b2c\u56db\u5c42\u5f00\u59cb\u8fdb\u5165\u62bd\u8c61\u8868\u5f81\uff1b\u7b2c\u4e94\u5c42\u5219\u771f\u6b63\u89e6\u53ca\u673a\u5668\u4eba\u8ba4\u77e5\u80fd\u529b\u7684\u4e0a\u9650\u3002<\/p>\n

\u4e5f\u6b63\u56e0\u6b64\uff0c\u5177\u8111\u78d0\u77f3\u628a\u81ea\u5df1\u5b9a\u4f4d\u4e3a\u7c7b\u8111\u667a\u80fd\u9a71\u52a8\u7684\u5177\u8eab\u667a\u80fd2.0\u516c\u53f8\u3002<\/p>\n

\u8fd9\u4e2a\u5224\u65ad\u5e26\u6709\u660e\u786e\u7684\u6280\u672f\u7acb\u573a\uff1a\u673a\u5668\u4eba\u4e0b\u4e00\u9636\u6bb5\u7684\u7ade\u4e89\uff0c\u4e0d\u4f1a\u53ea\u505c\u7559\u5728\u52a8\u4f5c\u751f\u6210\u548c\u9065\u64cd\u4f5c\u6570\u636e\u89c4\u6a21\u4e0a\uff0c\u800c\u4f1a\u8fdb\u5165\u8ba4\u77e5\u4e16\u754c\u6a21\u578b\u3001\u4e3b\u52a8\u63a8\u7406\u3001\u957f\u671f\u8bb0\u5fc6\u548c\u6301\u7eed\u5b66\u4e60\u7684\u6574\u5408\u7ade\u4e89\u3002<\/p>\n

\u5177\u8111\u78d0\u77f3\u7684\u6280\u672f\u8def\u7ebf\uff0c\u4e0eYann LeCun\u63a8\u52a8\u7684JEPA\u6709\u7740\u660e\u663e\u5173\u8054\u3002<\/p>\n

JEPA\uff0c\u5168\u79f0Joint Embedding Predictive Architecture\uff0c\u8054\u5408\u5d4c\u5165\u9884\u6d4b\u67b6\u6784\u3002<\/p>\n

\u5b83\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u662f\u8ba9\u6a21\u578b\u5728\u62bd\u8c61\u8868\u5f81\u7a7a\u95f4\u91cc\u5b66\u4e60\u4e16\u754c\u72b6\u6001\u7684\u53d8\u5316\u3002\u76f8\u6bd4\u9010\u50cf\u7d20\u9884\u6d4b\u3001\u9010token\u62df\u5408\uff0c\u8fd9\u79cd\u65b9\u6cd5\u66f4\u63a5\u8fd1\u4eba\u7c7b\u5bf9\u4e16\u754c\u7684\u7406\u89e3\u65b9\u5f0f\uff0c\u4e5f\u66f4\u9002\u5408\u5904\u7406\u590d\u6742\u73af\u5883\u4e2d\u7684\u6cdb\u5316\u95ee\u9898\u3002<\/p>\n

\u4f46\u5bf9\u673a\u5668\u4eba\u6765\u8bf4\uff0c\u53ea\u6709\u201c\u8868\u5f81\u2014\u9884\u6d4b\u201d\u8fd8\u4e0d\u591f\u3002<\/p>\n

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\u56e0\u6b64\uff0c\u5177\u8111\u78d0\u77f3\u63d0\u51fa\u7684\u8ba4\u77e5\u4e16\u754c\u6a21\u578b\uff0c\u66f4\u50cf\u662f\u4e00\u4e2a\u9762\u5411\u5177\u8eab\u843d\u5730\u7684JEPA\u589e\u5f3a\u7248\u3002<\/p>\n

\u5b83\u8981\u628aJEPA\u7684\u4e16\u754c\u8868\u5f81\u80fd\u529b\uff0c\u63a8\u8fdb\u5230\u4e00\u6761\u5b8c\u6574\u94fe\u8def\u91cc\uff1a\u611f\u77e5\uff0c\u8ba4\u77e5\uff0c\u9884\u6d4b\uff0c\u89c4\u5212\uff0c\u884c\u52a8\uff0c\u53cd\u9988\uff0c\u5b66\u4e60\u3002<\/p>\n

\u8fd9\u4e5f\u8ba9\u5177\u8111\u78d0\u77f3\u4e0e\u201c\u4e16\u754c\u6a21\u62df\u5668\u201d\u8def\u7ebf\u62c9\u5f00\u5dee\u5f02\u3002<\/p>\n

\u5177\u8111\u78d0\u77f3\u8ffd\u6c42\u7684\u91cd\u70b9\uff0c\u4e0d\u662f\u751f\u6210\u4e00\u4e2a\u770b\u8d77\u6765\u8db3\u591f\u771f\u5b9e\u7684\u89c6\u9891\u4e16\u754c\uff0c\u800c\u662f\u4e3a\u673a\u5668\u4eba\u63d0\u4f9b\u4e00\u4e2a\u53ef\u4ee5\u53c2\u4e0e\u771f\u5b9e\u4efb\u52a1\u95ed\u73af\u7684\u8ba4\u77e5\u8ba1\u7b97\u63a8\u7406\u5f15\u64ce\u3002<\/p>\n

\u56f4\u7ed5\u8fd9\u5957\u76ee\u6807\uff0c\u5177\u8111\u78d0\u77f3\u628a\u6280\u672f\u653b\u5173\u62c6\u6210\u56db\u4e2a\u65b9\u5411\u3002<\/p>\n

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\u7b2c\u4e8c\uff0c\u8ba4\u77e5\u52a8\u6001\u9884\u6d4b\u673a\u5236\u3002\u8fd9\u5bf9\u5e94\u7269\u4f53\u4ea4\u4e92\u3001\u7a7a\u95f4\u53d8\u5316\u3001\u91cd\u529b\u3001\u78b0\u649e\u7b49\u7269\u7406\u89c4\u5f8b\u7684\u7406\u89e3\uff0c\u8ba9\u673a\u5668\u4eba\u5177\u5907\u63a8\u6f14\u884c\u52a8\u540e\u679c\u7684\u80fd\u529b\u3002<\/p>\n

\u7b2c\u4e09\uff0c\u7ec8\u8eab\u5b66\u4e60\u8bb0\u5fc6\u673a\u5236\u3002\u8fd9\u5bf9\u5e94\u7ecf\u9a8c\u6c89\u6dc0\u548c\u6301\u7eed\u5b66\u4e60\uff0c\u8ba9\u673a\u5668\u4eba\u51cf\u5c11\u201c\u5b66\u65b0\u5fd8\u65e7\u201d\uff0c\u9010\u6b65\u5f62\u6210\u53ef\u8fc1\u79fb\u7684\u4efb\u52a1\u7ecf\u9a8c\u3002<\/p>\n

\u7b2c\u56db\uff0c\u4f4e\u529f\u8017\u7a00\u758f\u8ba1\u7b97\u67b6\u6784\u3002\u8fd9\u5bf9\u5e94\u672a\u6765\u673a\u5668\u4eba\u7aef\u4fa7\u90e8\u7f72\u9700\u6c42\u3002\u771f\u6b63\u8fdb\u5165\u5bb6\u5ead\u3001\u5de5\u5382\u3001\u95e8\u5e97\u7684\u673a\u5668\u4eba\uff0c\u4e0d\u80fd\u957f\u671f\u4f9d\u8d56\u9ad8\u529f\u8017\u4e91\u7aef\u63a8\u7406\u3002<\/p>\n

\u8fd9\u56db\u4e2a\u65b9\u5411\u6700\u7ec8\u6307\u5411\u56db\u4e2a\u7ed3\u679c\uff1a\u4f4e\u6570\u636e\u3001\u9ad8\u6cdb\u5316\u3001\u7ec8\u8eab\u5b66\u4e60\u3001\u4f4e\u529f\u8017\u3002<\/p>\n

\u8fd9\u4e5f\u662f\u5177\u8eab\u667a\u80fd\u843d\u5730\u6700\u96be\u7ed5\u5f00\u7684\u56db\u9053\u5173\uff1a\u6570\u636e\u6210\u672c\u3001\u8de8\u573a\u666f\u9002\u5e94\u3001\u957f\u671f\u8fd0\u884c\u548c\u7b97\u529b\u7ea6\u675f\u3002<\/p>\n

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\u878d\u8d44\u843d\u5730\u540e\uff0c\u5177\u8111\u78d0\u77f3\u4e5f\u8fdb\u5165\u4e86\u4e00\u4e2a\u66f4\u5177\u4f53\u7684\u9636\u6bb5\u3002<\/p>\n

\u5177\u8111\u78d0\u77f3\uff0c\u8fd9\u5bb6\u6210\u7acb\u4e8e2025\u5e74\u7684\u7c7b\u8111\u4e16\u754c\u6a21\u578b\u516c\u53f8\uff0c\u8fd1\u65e5\u5b8c\u6210\u4e86\u65b0\u4e00\u8f6e\u4ebf\u5143\u7ea7\u878d\u8d44\uff0c\u672c\u8f6e\u878d\u8d44\u7531\u5177\u5907\u6df1\u539a\u7c7b\u8111\u4e0e\u5177\u8eab\u4ea7\u4e1a\u80cc\u666f\u7684\u9876\u5c16\u4ea7\u4e1a\u8d44\u672c\u9886\u6295\uff0c\u8001\u80a1\u4e1c\u53ca\u591a\u5bb6\u9876\u5c16\u57fa\u91d1\u590d\u6295\u548c\u8ddf\u6295\u3002<\/p>\n

\u540c\u65f6\uff0c\u66f4\u65b0\u4e00\u8f6e\u878d\u8d44\u4e5f\u5728\u540c\u6b65\u4ea4\u5272\u4e2d\u3002\u591a\u7ef4\u8d44\u672c\u62c5\u4efb\u72ec\u5bb6\u8d22\u52a1\u987e\u95ee\u3002<\/p>\n

\u672c\u8f6e\u878d\u8d44\u540e\uff0c\u5177\u8111\u78d0\u77f3\u5c06\u7ee7\u7eed\u6295\u5165\u6838\u5fc3\u6280\u672f\u7814\u53d1\u3001\u56e2\u961f\u6269\u5145\u4e0e\u5168\u7403\u5e02\u573a\u62d3\u5c55\uff0c\u91cd\u70b9\u63a8\u8fdbCognitive World Model\u7684\u7814\u53d1\u3001\u5de5\u7a0b\u5316\u843d\u5730\u548c\u771f\u5b9e\u573a\u666f\u9a8c\u8bc1\u3002<\/p>\n

\u6295\u8d44\u4eba\u613f\u610f\u4e0b\u6ce8\u5177\u8111\u78d0\u77f3\uff0c\u9664\u4e86\u4e16\u754c\u6a21\u578b\u8fd9\u4e2a\u65b9\u5411\u8db3\u591f\u70ed\uff0c\u4e5f\u56e0\u4e3a\u8fd9\u652f\u56e2\u961f\u7684\u914d\u7f6e\u76f8\u5bf9\u5c11\u89c1\u3002<\/p>\n

\u6709\u6295\u8d44\u4eba\u5c06\u5176\u8bc4\u4ef7\u4e3a\u201c\u56fd\u5185\u552f\u4e00\u517c\u5177AI\u00d7\u8111\u79d1\u5b66\u4ea4\u53c9\u6df1\u5ea6\u4e0e\u4ea7\u4e1a\u843d\u5730\u5e7f\u5ea6\u7684\u7ec4\u5408\u201d\u3002<\/p>\n

\u521b\u59cb\u4eba\u6731\u68ee\u534e\u662f\u5bbe\u5915\u6cd5\u5c3c\u4e9a\u5927\u5b66\u8ba4\u77e5\u795e\u7ecf\u79d1\u5b66\u535a\u58eb\u3001\u4e2d\u79d1\u9662\u535a\u58eb\u540e\uff0c\u957f\u671f\u4ece\u4e8bAI\u4e0e\u8111\u8ba4\u77e5\u4ea4\u53c9\u7814\u7a76\u3002<\/p>\n

\u8fdb\u5165\u534e\u4e3a\u540e\uff0c\u4ed6\u66fe\u4efb\u534e\u4e3a\u4e91AI\u7b97\u6cd5\u521b\u65b0Lab\u4e3b\u4efb\uff0c\u4e3b\u5bfc\u8fc7AI\u8111\u79d1\u5b66\u4e91\u5e73\u53f0\u3001\u76d8\u53e4\u5177\u8eab\u5927\u6a21\u578b\u3001\u5168\u7403\u5177\u8eab\u667a\u80fd\u4ea7\u4e1a\u521b\u65b0\u4e2d\u5fc3\u7b49\u9879\u76ee\uff0c\u4e5f\u66fe\u62c5\u4efb\u534e\u4e3a\u201c\u5929\u624d\u5c11\u5e74\u201d\u9762\u8bd5\u5b98\u3002<\/p>\n

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\n

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2026\u5e74\uff0c\u4e16\u754c\u6a21\u578b\u6210\u4e86AI\u5708\u6700\u786c\u901a\u7684\u201c\u793e\u4ea4\u8d27\u5e01\u201d\u3002<\/p>\n

Yann LeCun\u79bb\u5f00Meta\u540e\u521b\u529e\u7684AMI Labs\uff0c\u4e00\u4e3e\u62ff\u4e0b10.3\u4ebf\u7f8e\u5143\u878d\u8d44\uff0c\u6295\u524d\u4f30\u503c\u4e3a35\u4ebf\u7f8e\u5143\u3002<\/p>\n

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