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\"\u6311\u6218\u6269\u6563\u81ea\u56de\u5f52\u7edf\u6cbb\uff01\u5b57\u8282\u63d0\u51fa\u89c6\u89c9\u751f\u6210\u7b2c\u4e09\u79cd\u8def\u7ebf\uff0c\u8ba9\u6a21\u578b\u50cf\u4eba\u7c7b\u4e00\u6837\u8fb9\u753b\u8fb9\u6539\"\/<\/div><\/figure>\n
\"\u6311\u6218\u6269\u6563\u81ea\u56de\u5f52\u7edf\u6cbb\uff01\u5b57\u8282\u63d0\u51fa\u89c6\u89c9\u751f\u6210\u7b2c\u4e09\u79cd\u8def\u7ebf\uff0c\u8ba9\u6a21\u578b\u50cf\u4eba\u7c7b\u4e00\u6837\u8fb9\u753b\u8fb9\u6539\"\/<\/div><\/figure>\n
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\"\u6311\u6218\u6269\u6563\u81ea\u56de\u5f52\u7edf\u6cbb\uff01\u5b57\u8282\u63d0\u51fa\u89c6\u89c9\u751f\u6210\u7b2c\u4e09\u79cd\u8def\u7ebf\uff0c\u8ba9\u6a21\u578b\u50cf\u4eba\u7c7b\u4e00\u6837\u8fb9\u753b\u8fb9\u6539\"\/<\/div><\/figure>\n

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\u8fd9\u7bc7\u7814\u7a76\u8bba\u6587\uff0c\u63d0\u51fa\u4e86\u53e6\u4e00\u79cdAI\u89c6\u89c9\u751f\u6210\u6784\u60f3\uff1a<\/p>\n

\u8ba9AI\u50cf\u4eba\u7c7b\u4e00\u6837\u753b\u753b\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u8fb9\u753b\u8fb9\u6539\uff0c\u8fd8\u80fd\u590d\u6742\u591a\u753b\u3001\u7b80\u5355\u5c11\u753b\u3002\u4e5f\u5c31\u662f\u751f\u6210\u7cbe\u70bc\u7f51\u7edcGRN\uff08Generative Refinement Networks\uff09\u3002<\/p>\n

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GRN\u5219\u4ece\u6839\u672c\u4e0a\u89e3\u51b3\u4e86\u8fd9\u4e9b\u95ee\u9898\uff0c\u77e5\u9519\u5c31\u6539\uff0c\u53ef\u4ee5\u5728\u753b\u7684\u8fc7\u7a0b\u4e2d\u5c31\u4e0d\u65ad\u4fee\u6539\u7ec6\u5316\uff0c\u76f4\u5230\u6ee1\u610f\u4e3a\u6b62\u3002<\/p>\n

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\u518d\u6bd4\u5982\u8fd9\u4e9b\uff0call by GRN\u3002<\/p>\n

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\u76ee\u524dGRN T2I\u6a21\u578b\u76f4\u63a5\u5728HuggingFace\u5c31\u80fd\u4f53\u9a8c\uff08https:\/\/huggingface.co\/spaces\/hanjian\/GRN\uff09\u3002<\/p>\n

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\u5148\u6765\u751f\u6210\u4e00\u5f2080\u5e74\u4ee3\u5bb6\u5ead\u7167\u7247\u3002<\/p>\n

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Two men dressed in dark suits, red ties, and black hats. They are both wearing sunglasses and holding revolvers, pointing them directly at the viewer. The men have stern expressions on their faces. Their attire and demeanor suggest a sense of authority and menace\u2026\u4e24\u540d\u7537\u5b50\u8eab\u7740\u6df1\u8272\u897f\u88c5\u3001\u7cfb\u7ea2\u8272\u9886\u5e26\u3001\u5934\u6234\u9ed1\u8272\u793c\u5e3d\u3002\u4e8c\u4eba\u5747\u4f69\u6234\u58a8\u955c\uff0c\u624b\u6301\u5de6\u8f6e\u624b\u67aa\uff0c\u67aa\u53e3\u76f4\u6307\u89c2\u8005\u3002\u4e24\u4eba\u795e\u60c5\u51b7\u5cfb\uff0c\u7740\u88c5\u4e0e\u6c14\u573a\u900f\u7740\u5a01\u4e25\u611f\u4e0e\u5a01\u6151\u611f\u2026<\/p>\n

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\u6587\u751f\u89c6\u9891\u8fd9\u8fb9\uff0c\u4f5c\u8005\u5f00\u6e90\u4e862B\u6a21\u578b\uff0c\u540c\u65f6\u63d0\u4f9b\u4e86\u4e00\u4e2aDiscord\u7f51\u7ad9Demo\uff0c\u5927\u5bb6\u767b\u5f55Discord\u4e4b\u540e\uff0c\u70b9\u51fb\u4e0b\u9762\u8fd9\u4e2a\u94fe\u63a5\u5c31\u53ef\u4ee5\u4f53\u9a8c\uff1ahttp:\/\/opensource.bytedance.com\/discord\/invite\u3002<\/p>\n

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A man in an orange shirt and glasses stands before a red brick wall, holding and presenting a dark gray cylindrical object.\u4e00\u540d\u8eab\u7a7f\u6a59\u8272\u4e0a\u8863\u3001\u6234\u7740\u773c\u955c\u7684\u7537\u5b50\u7ad9\u5728\u7ea2\u7816\u5899\u524d\uff0c\u624b\u6301\u5e76\u5c55\u793a\u4e00\u4e2a\u6df1\u7070\u8272\u7684\u5706\u67f1\u5f62\u7269\u4f53\u3002<\/p>\n

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A K-pop group performs on stage with vibrant lighting and dynamic choreography, singing a song about preferring night meetings, as shown in a live broadcast.\u4e00\u573a\u76f4\u64ad\u753b\u9762\u4e2d\uff0c\u4e00\u652f\u97e9\u56fd\u6d41\u884c\u5076\u50cf\u56e2\u4f53\u5728\u7eda\u4e3d\u7684\u821e\u53f0\u706f\u5149\u4e0b\u767b\u53f0\u8868\u6f14\uff0c\u821e\u6b65\u7075\u52a8\u5bcc\u6709\u5f20\u529b\uff0c\u6f14\u5531\u7740\u4e00\u9996\u504f\u7231\u591c\u95f4\u76f8\u7ea6\u4e3b\u9898\u7684\u6b4c\u66f2\u3002<\/p>\n

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\u9996\u5148\u9488\u5bf9\u81ea\u56de\u5f52\u6a21\u578b\u7684\u79bb\u6563\u635f\u5931\uff0cHBQ\u91c7\u7528\u8fd1\u4e4e\u65e0\u635f\u7684\u79bb\u6563\u7f16\u7801\uff0c\u80fd\u591f\u907f\u514d\u5728\u538b\u7f29\u8fc7\u7a0b\u4e2d\u4e22\u5931\u4fe1\u606f\uff0c\u540c\u65f6\u5b9e\u73b0\u56fe\u50cf\u4e0e\u89c6\u9891\u7684\u7edf\u4e00\u5efa\u6a21\u3002<\/p>\n

\u5177\u4f53\u6765\u8bf4\uff0c\u5b83\u5c06VAE\u7f16\u7801\u540e\u7684\u8fde\u7eed\u7279\u5f81\u6620\u5c04\u5230[-1, +1]\u533a\u95f4\uff0c\u7136\u540e\u901a\u8fc7\u4e8c\u53c9\u6811\u7ed3\u6784\u8fdb\u884c\u591a\u8f6e\u4e8c\u8fdb\u5236\u91cf\u5316\u3002<\/p>\n

\u8fd9\u6837\u91cd\u5efa\u8bef\u5dee\u5c31\u4f1a\u968f\u7740\u91cf\u5316\u8f6e\u6570\u589e\u52a0\u9010\u6e10\u88ab\u5206\u914d\u5230\u66f4\u7cbe\u7ec6\u7684\u91cf\u5316\u533a\u95f4\uff0c\u91cf\u5316\u8bef\u5dee\u968f\u7740\u8f6e\u6570\u6307\u6570\u7ea7\u8870\u51cf\uff0c\u7406\u8bba\u4e0a\u53ef\u4ee5\u5b9e\u73b0\u5b8c\u5168\u65e0\u635f\u7684\u91cf\u5316\u3002<\/p>\n

\u6700\u7ec8\u5c06\u83b7\u5f97M\u4e2a\u4e8c\u8fdb\u5236\u6807\u7b7e\uff0c\u5206\u522b\u4ee3\u8868\u4ece\u7c97\u5230\u7ec6\u7684\u4fe1\u606f\u5c42\u6b21\u3002<\/p>\n

\u5176\u4e2d\uff0cGRN\u5305\u542b\u4e24\u79cd\u9884\u6d4b\u76ee\u6807\uff0cGRN_ind\u662f\u5c06\u901a\u9053\u7ef4\u5ea6\u7684M\u4f4d\u4e8c\u8fdb\u5236\u5408\u5e76\u6210\u4e00\u4e2a\u6574\u6570\u6807\u7b7e\u8fdb\u884c\u9884\u6d4b\uff0c\u66f4\u9002\u5408\u7b80\u5355\u91cf\u5316\u8f6e\u6570\u5c11\u7684\u60c5\u51b5\uff1bGRN_bit\u5219\u662f\u76f4\u63a5\u9010\u4f4d\u9884\u6d4b\u4e8c\u8fdb\u5236\u503c\uff0c\u66f4\u9002\u5408\u91cf\u5316\u8f6e\u6b21\u9ad8\u3001\u6a21\u578b\u5927\u3001\u4efb\u52a1\u590d\u6742\u7684\u60c5\u51b5\uff0c\u6bd4\u5982\u89c6\u9891\u751f\u6210\u3002<\/p>\n

\u53e6\u5916\uff0c\u4e8c\u8005\u5747\u91c7\u7528\u591atoken\u5e76\u884c\u9884\u6d4b\uff0c\u4ee5\u63d0\u5347\u751f\u6210\u901f\u5ea6\u3002<\/p>\n

2\u3001\u5168\u5c40\u7cbe\u70bc\u7f51\u7edc\uff08GRN\uff09<\/p>\n

\u81f3\u4e8e\u89e3\u51b3\u8bef\u5dee\u79ef\u7d2f\u95ee\u9898\uff0cGRN\u5f15\u5165\u4e86\u5168\u5c40\u7cbe\u8c03\u8fc7\u7a0b\uff0c\u6a21\u62df\u4eba\u7c7b\u7ed8\u753b\u8fc7\u7a0b\uff0c\u4ece\u968f\u673atoken\u56fe\u5f00\u59cb\uff0c\u9010\u8f6e\u5f00\u59cb\u4fee\u6539\u8fed\u4ee3\u3002<\/p>\n

\u9996\u5148\u6bcf\u4e00\u6b65\u7684\u751f\u6210\u72b6\u6001\u90fd\u7531\u4e24\u90e8\u5206\u7ec4\u6210\uff1a<\/p>\n

\u7136\u540eTransformer\u5c31\u4f1a\u57fa\u4e8e\u5f53\u524d\u72b6\u6001\uff0c\u9884\u6d4b\u4e00\u4e2a\u66f4\u4f18\u7684token\u56fe\u3002<\/p>\n

\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0cGRN\u9700\u8981\u81ea\u5df1\u4ece\u5f53\u524d\u8f93\u5165\u5224\u65ad\u54ea\u4e9b\u662f\u753b\u597d\u7684[F] token\uff0c\u54ea\u4e9b\u662f\u968f\u673a\u7684[R] token\uff0c\u7136\u540e\u5bf9\u6240\u6709token\u90fd\u8f93\u51fa\u4e00\u4e2arefine\u540e\u7684\u7ed3\u679c\u3002<\/p>\n

\u5f53\u7136\uff0c\u5982\u679cGRN\u5224\u65ad\u662f\u753b\u597d\u7684[F] token\uff0c\u503e\u5411\u4e8e\u590d\u5236\u8f93\u51fa\u3002\u5bf9\u4e8e[R] token\uff0c\u9700\u8981\u6839\u636e\u5168\u5c40\u4e0a\u4e0b\u6587\u7684token\u63a8\u65ad\u5e94\u8be5\u753b\u4e0a\u4ec0\u4e48\u3002<\/p>\n

\u53e6\u5916\uff0c\u5c31\u7b97\u67d0\u4e9btoken\u88ab\u591a\u6b21\u9009\u4e2d\uff0c\u968f\u7740\u6a21\u578b\u770b\u5230\u7684\u4fe1\u606f\u8d8a\u6765\u8d8a\u591a\uff0c\u8fd9\u4e9btoken\u4e5f\u4e0d\u4f1a\u4e00\u6210\u4e0d\u53d8\uff0c\u800c\u662f\u4f1a\u88ab\u6a21\u578b\u66f4\u4f18\u7684\u9884\u6d4b\u7ed3\u679c\u4ee3\u66ff\uff0c\u7814\u7a76\u4eba\u5458\u628a\u8fd9\u79cd\u673a\u5236\u53eb\u505a\u201ctoken\u7cbe\u8c03\u201d\u3002<\/p>\n

\u901a\u8fc7\u8fd9\u4e2a\u5168\u5c40refine\u7684\u66f4\u65b0\u673a\u5236\uff0c\u786e\u5b9a\u7684token\u4e0d\u65ad\u589e\u591a\uff0c\u4e0d\u786e\u5b9a\u7684token\u53cd\u590d\u6539\u5199\uff0c\u5c31\u50cf\u4e00\u4e2a\u753b\u5bb6\u4e00\u6837\uff0c\u771f\u6b63\u505a\u5230\u4e86\u8fb9\u753b\u8fb9\u6539\uff0c\u751f\u6210\u6548\u679c\u4e5f\u8d8a\u6765\u8d8a\u597d\uff0c\u5f7b\u5e95\u89e3\u51b3\u4e86\u81ea\u56de\u5f52\u6a21\u578b\u9519\u8bef\u7d2f\u8ba1\u3001\u9519\u8bef\u4f20\u64ad\u7684\u8001\u5927\u96be\u95ee\u9898\uff01<\/p>\n

3\u3001\u590d\u6742\u5ea6\u611f\u77e5\u91c7\u6837<\/p>\n

\u4e3a\u4e86\u907f\u514d\u6269\u6563\u6a21\u578b\u4e00\u5200\u5207\u7684\u8ba1\u7b97\u5206\u914d\u65b9\u5f0f\uff0cGRN\u91c7\u7528\u71b5\u6765\u8861\u91cf\u753b\u9762\u590d\u6742\u5ea6\u3002<\/p>\n

\u8ba1\u7b97\u6bcf\u4e00\u6b65\u9884\u6d4b\u7684\u5e73\u5747\u71b5\uff0c\u71b5\u4f4e\u610f\u5473\u7740\u6837\u672c\u7b80\u5355\uff0c\u53ef\u4ee5\u5206\u914d\u8f83\u5c11\u7684\u63a8\u7406\u6b65\u6570\uff0c\u71b5\u9ad8\u5219\u610f\u5473\u7740\u6837\u672c\u590d\u6742\uff0c\u9700\u8981\u5206\u914d\u66f4\u591a\u7684\u7cbe\u70bc\u6b65\u6570\u3002<\/p>\n

\u5e94\u7528\u590d\u6742\u5ea6\u611f\u77e5\u91c7\u6837\u540e\uff0c\u5728\u5bf9\u6b65\u6570\u6700\u654f\u611f\u3001\u53c2\u6570\u91cf\u6700\u5c0f\u7684130M\u6a21\u578b\u4e0a\uff0c\u63a8\u7406\u6b65\u6570\u80fd\u591f\u4ece\u603b\u517150\u6b65\u53d8\u6210\u4e8620~40\u6b65\uff0c\u5e73\u574724\u6b65\uff0c\u800cgFID\u4ec5\u4ec5\u4ece3.56\u7565\u5fae\u4e0a\u5347\u52303.79\uff08gFID\u6570\u503c\u8d8a\u5c0f\u8d8a\u597d\uff09\uff0c\u771f\u6b63\u505a\u5230\u4e86\u7b80\u5355\u5c11\u753b\u3001\u590d\u6742\u591a\u753b\uff01<\/p>\n

\u5e76\u4e14\uff0c\u7b80\u5355\u7684\u6837\u672c20\u6b65\u5c31\u80fd\u641e\u5b9a\uff0c\u590d\u6742\u7684\u6837\u672cGRN\u4e5f\u53ea\u5206\u914d\u4e8640\u6b65\u3002<\/p>\n

\u57fa\u4e8e\u6b64\uff0c\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0cGRN\u5728\u591a\u9879\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5747\u5237\u65b0\u4e86SOTA\u8bb0\u5f55\u3002<\/p>\n

\u9996\u5148\u5728ImageNet 256\u00d7256\u7684\u56fe\u50cf\u91cd\u5efa\u4e0a\uff0cHBQ\u8fbe\u5230\u4e860.56 rFID\uff0c\u8fdc\u8d85SD-VAE (0.87)\u3001RAE (0.62)\u3001VAR\uff080.85)\u3001Open-MAGVIT2\uff081.17)\u3002<\/p>\n

\u5728\u89c6\u9891\u91cd\u5efa\u65f6\uff0c8\u8f6eHBQ\u6548\u679c\u4e0e\u8fde\u7eedVAE\u57fa\u7ebf\u6807\u51c6\u76f8\u5f53\uff0c\u8bf4\u660eHBQ\u65e0\u9700\u589e\u52a0\u9690\u5c42\u901a\u9053\u6570\uff0c\u5c31\u80fd\u5728\u66f4\u9ad8\u7684\u538b\u7f29\u7387\u4e0b\u903c\u8fd1\u8fde\u7eed\u7f16\u7801\u8d28\u91cf\u3002<\/p>\n

\u800c\u5c06\u9690\u5c42\u901a\u9053\u4ece16\u63d0\u5347\u81f364\uff0cPSNR\u5c31\u4f1a\u4ece30.40\u8dc3\u5347\u81f333.97\uff0c\u6027\u80fd\u5ab2\u7f8e\u5f53\u524d\u6700\u4f18\u7684Wan 2.1\uff0c\u4f46\u6bd4\u7279\u6570\u51cf\u5c11\u4e864\u500d\u3002<\/p>\n

\u5728\u7c7b\u522b-\u56fe\u50cf\u751f\u6210\uff08C2I\uff09\u4efb\u52a1\u4e2d\uff0cGRN\u2011G\uff082B\uff09\u7684FID\u503c\u4e3a1.81\uff0cIS\u503c\u4e3a299.0\uff0c\u8d85\u8d8a\u4e86DiT\u2011XL\/2\u3001SiT\u2011XL\/2\u3001VAR\u2011d30\u3001LlamaGen\u2011XXL\u3001JiT-G\u4e3b\u6d41\u751f\u6210\u6a21\u578b\u3002<\/p>\n

\u53e6\u5916\uff0c\u76f8\u6bd4\u4e8eMaskGIT\uff08227M\uff09\uff0cGRN\u2011B\uff08130M\uff09\u53c2\u6570\u91cf\u4ec5\u4e3a\u524d\u8005\u7684\u4e00\u534a\uff0c\u4f46\u6027\u80fd\u5b9e\u73b0\u53cd\u8d85\uff0cFID\u4ece6.18\u964d\u81f33.56\u3002<\/p>\n

\u8fd9\u4e5f\u5c31\u610f\u5473\u7740\uff0cGRN\u7684\u5168\u5c40\u7cbe\u8c03\u4e0d\u4ec5\u5f7b\u5e95\u89e3\u51b3\u4e86AR\u8bef\u5dee\u79ef\u7d2f\u95ee\u9898\uff0c\u751f\u6210\u8d28\u91cf\u540c\u65f6\u8fd8\u8d85\u8d8a\u4e3b\u6d41\u6269\u6563\u6a21\u578b\u3002<\/p>\n

\u5728\u6587\u751f\u56fe\uff08T2I\uff09\u4efb\u52a1\u4e2d\uff0cGRN_bit 2B\u5728GenEval\u4e0a\u5f97\u52060.76\uff0c\u8d85\u8fc7\u540c\u4e3a2B\u53c2\u6570\u7684SD3 Medium\u3001Infinity\uff0c\u56e0\u4e3a2B\u7684\u53c2\u6570\u91cf\u9650\u5236\uff0c\u843d\u540e\u4e8e\u5176\u4ed66B\uff5e20B\u7b49\u5927\u6a21\u578b\uff0c\u4e0d\u8fc7\u7814\u7a76\u4eba\u5458\u8868\u793a\uff0cGRN\u8fd9\u79cd\u7c7b\u4f3c\u8bed\u8a00\u6a21\u578b\u7684\u79bb\u6563token\u5efa\u6a21\uff0c\u6709\u5f88\u597d\u7684scaling\u7279\u6027\uff0c\u4ed6\u4eec\u4f1a\u5728\u672a\u6765\u63a8\u51fa\u66f4\u5927\u7684\u6a21\u578b\u3002<\/p>\n

\u5728\u6587\u751f\u89c6\u9891\uff08T2V\uff09\u4efb\u52a1\u4e2d\uff0c2B\u53c2\u6570\u7684GRN\u6700\u9ad8\u53ef\u652f\u6301480p\u30012~10\u79d2\u9ad8\u4fdd\u771f\u89c6\u9891\u751f\u6210\uff0c\u5728VBench\u6d4b\u8bd5\u4e2d\uff0c\u8d85\u8d8a5B\u7684CogVideoX\u300114B\u7684Wan 2.1\u7b49\u6a21\u578b\uff0c\u4ee5\u53ca\u6240\u6709\u540c\u89c4\u6a21\u7684AR\u548c\u6269\u6563\u6a21\u578b\u3002<\/p>\n

\u53e6\u5916\uff0c\u6d88\u878d\u5b9e\u9a8c\u4e5f\u8bc1\u660e\u4e86\u5168\u5c40\u7cbe\u8c03\u3001\u590d\u6742\u5ea6\u611f\u77e5\u6a21\u5757\u5728GRN\u4e2d\u7684\u5173\u952e\u4f5c\u7528\u3002<\/p>\n

\u603b\u7684\u6765\u8bf4\uff0c\u5728\u540c\u7b49\u53c2\u6570\u91cf\u4e0b\uff0cGRN\u5df2\u7ecf\u5b9e\u73b0\u4e86\u6bd4\u6269\u6563\u6a21\u578b\u4e0e\u4f20\u7edf\u81ea\u56de\u5f52\u6a21\u578b\u66f4\u806a\u660e\u7684\u751f\u6210\u3002<\/p>\n

\u5b83\u8bc1\u660e\uff0c\u5728\u6269\u6563\u548c\u81ea\u56de\u5f52\u8fd9\u4e24\u6761\u65e2\u5b9a\u8def\u5f84\u4e4b\u5916\uff0c\u89c6\u89c9\u751f\u6210\u8fd8\u6709\u65b0\u7684\u53ef\u80fd\u3002GRN\u540c\u65f6\u89e3\u51b3\u4e86\u91cf\u5316\u635f\u5931\u3001\u8bef\u5dee\u7d2f\u8ba1\u3001\u590d\u6742\u5ea6\u611f\u77e5\u751f\u6210\u7684\u4e09\u4e2a\u95ee\u9898\uff0c\u5728AR\u548cDiffusion\u4e2d\u95f4\u67b6\u8d77\u4e86\u4e00\u5ea7\u6865\u6881\u3002<\/p>\n

\u5982\u679c\u518d\u8111\u6d1e\u5927\u5f00\u4e00\u4e0b\uff0c\u73b0\u5728\u7684dLLM\u6216\u8bb8\u4e5f\u53ef\u4ee5\u501f\u9274GRN\u7684\u601d\u8def\u3002<\/p>\n

dLLM\u4e5f\u662f\u4e00\u6b21\u6027\u751f\u6210\uff0c\u4e00\u65e6\u65e9\u671ftoken\u51fa\u9519\uff0c\u540e\u9762\u5c31\u53ea\u80fd\u5c06\u9519\u5c31\u9519\uff0c\u5982\u679c\u50cfGRN\u4e00\u6837\uff0c\u5f15\u5165\u5168\u5c40\u7cbe\u8c03\uff0c\u4e5f\u8bb8\u6a21\u578b\u5728\u751f\u6210\u6587\u672c\u540e\uff0c\u8fd8\u6709\u673a\u4f1a\u63a8\u7ffb\u4e4b\u524d\u5199\u7684\u5185\u5bb9\u3002<\/p>\n

\u8fd9\u4e5f\u4e0d\u5931\u4e3a\u4e00\u4e2a\u597d\u7684\u7834\u5c40\u4e4b\u9053\u3002<\/p>\n

\u6b64\u5916\uff0cGRN\u8bc1\u660e\u4e86\u7eaf\u8840\u79bb\u6563token\u662f\u80fd\u591f\u505a\u597d\u56fe\u50cf\u548c\u89c6\u9891\u751f\u6210\u7684\u3002\u4ece\u957f\u8fdc\u6765\u770b\uff0c\u80fd\u591f\u66f4\u597d\u5730\u7edf\u4e00\u56fe\u50cf\u3001\u89c6\u9891\u3001\u6587\u672ctoken\uff0c\u663e\u8457\u63d0\u5347\u6a21\u578b\u7684\u591a\u6a21\u6001\u7406\u89e3\u4e0e\u751f\u6210\u80fd\u529b\u3002<\/p>\n

\u76f8\u6bd4\u81ea\u56de\u5f52\u6a21\u578b\uff0cGRN\u91cd\u5efa\u4e0a\u9650\u66f4\u9ad8\uff0c\u5bf9\u6297\u8bef\u5dee\u7d2f\u8ba1\u80fd\u529b\u66f4\u5f3a\uff1b\u76f8\u6bd4\u6269\u6563\u6a21\u578b\uff0cGRN\u80fd\u66f4\u806a\u660e\u5730\u5206\u914d\u8ba1\u7b97\u6b65\u6570\u3002GRN\u7528\u4f18\u96c5\u7684\u8bbe\u8ba1\u89e3\u51b3\u4e86\u4e00\u76f4\u4ee5\u6765\u56f0\u6270\u81ea\u56de\u5f52\u548c\u6269\u6563\u6a21\u578b\u7684\u96be\u9898\u3002<\/p>\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2604.13030\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/MGenAI\/GRNHuggingFace\u94fe\u63a5\uff1ahttps:\/\/huggingface.co\/spaces\/hanjian\/GRN\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/mgenai.github.io\/GRN\/<\/p>\n

\n

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