{"id":50752,"date":"2024-06-04T20:19:35","date_gmt":"2024-06-04T12:19:35","guid":{"rendered":"https:\/\/swarma.org\/?p=50752"},"modified":"2024-06-04T20:19:35","modified_gmt":"2024-06-04T12:19:35","slug":"%e4%b8%80%e6%96%87%e8%a7%a3%e6%9e%90%ef%bc%9a%e7%94%9f%e6%88%90%e6%8a%80%e6%9c%af%e5%9c%a8%e6%97%b6%e7%a9%ba%e6%95%b0%e6%8d%ae%e6%8c%96%e6%8e%98%e4%b8%ad%e7%9a%84%e5%ba%94%e7%94%a8","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=50752","title":{"rendered":"\u4e00\u6587\u89e3\u6790\uff1a\u751f\u6210\u6280\u672f\u5728\u65f6\u7a7a\u6570\u636e\u6316\u6398\u4e2d\u7684\u5e94\u7528"},"content":{"rendered":"
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 Qianru Zhang\uff08\u5f20\u5029\u8339\uff09, Haixin Wang\uff08\u6c6a\u6d77\u6615\uff09, Cheng Long\uff08\u9f99\u7a0b\uff09\u7b49<\/span><\/span> | \u4f5c\u8005<\/span><\/strong><\/section>\n

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\u6807\u9898\uff1aA Survey of Generative Techniques for Spatial-Temporal Data Mining<\/span><\/p>\n

\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2405.09592<\/span><\/section>\n
\u5355\u4f4d\uff1a\u9999\u6e2f\u5927\u5b66\u3001\u5317\u4eac\u5927\u5b66\u3001\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u3001\u6e05\u534e\u5927\u5b66\u3001\u897f\u6e56\u5927\u5b66\u3001\u6606\u58eb\u5170\u5927\u5b66\u3001\u534e\u4e3a\u4e91\u3001\u5965\u5c14\u5821\u5927\u5b66<\/span><\/section>\n
\u4f5c\u8005\uff1aQianru Zhang\uff08\u5f20\u5029\u8339\uff09, Haixin Wang\uff08\u6c6a\u6d77\u6615\uff09, Cheng Long\uff08\u9f99\u7a0b\uff09, Liangcai Su\uff08\u82cf\u826f\u624d\uff09, Xingwei He(\u8d3a\u661f\u4f1f), Jianlong Chang\uff08\u5e38\u5efa\u9f99\uff09, Tailin Wu\uff08\u5434\u6cf0\u9716\uff09, Hongzhi Yin\uff08\u5c39\u6d2a\u5fd7\uff09, Siu-Ming Yiu\uff08\u59da\u5146\u660e\uff09, Qi Tian\uff08\u7530\u5947\uff09, Christian S. Jensen<\/span><\/section>\n<\/blockquote>\n


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\u7136\u800c\uff0c\u968f\u7740\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b<\/span>\uff08LLMs\uff09<\/span>\u548c\u6269\u6563\u6a21\u578b<\/span>\uff08DMs\uff09<\/span>\u7b49\u751f\u6210\u6280\u672f\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u7684\u6210\u529f\uff0c\u7814\u7a76\u4eba\u5458\u5f00\u59cb\u63a2\u7d22\u8fd9\u4e9b\u6280\u672f\u5728\u65f6\u7a7a\u6570\u636e\u6316\u6398\u4e2d\u7684\u6f5c\u529b\u3002\u8fd9\u4e00\u65b0\u7814\u7a76\u65b9\u5411\u4e3a\u65f6\u7a7a\u6570\u636e\u6316\u6398\u5e26\u6765\u4e86\u65b0\u7684\u89c1\u89e3\uff0c\u5305\u62ec\u96f6\u6837\u672c\u9884\u6d4b\u548c\u8de8\u4efb\u52a1\u7684\u5f3a\u6cdb\u5316\u80fd\u529b\u3002\u751f\u6210\u6280\u672f\u5982LLMs\u3001DMs\u548c\u81ea\u76d1\u7763\u5b66\u4e60<\/span>\uff08SSL\uff09<\/span>\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u7684\u5353\u8d8a\u8868\u73b0\uff0c\u4e0d\u4ec5\u6fc0\u53d1\u4e86\u7814\u7a76\u4eba\u5458\u7684\u5174\u8da3\uff0c\u8fd8\u5bf9\u8be5\u9886\u57df\u4ea7\u751f\u4e86\u6df1\u8fdc\u5f71\u54cd\u3002\u8fd1\u671f\u7684\u7814\u7a76\u63d0\u4f9b\u4e86\u5c06\u751f\u6210\u6280\u672f\u6574\u5408\u5230\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b9\u6cd5\u4e2d\u7684\u6709\u5229\u8bc1\u636e\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u6027\u80fd\u3002\u8fd9\u4e9b\u53d1\u73b0\u6fc0\u53d1\u4e86\u7814\u7a76\u4eba\u5458\u5bf9\u751f\u6210\u6280\u672f\u5728\u65f6\u7a7a\u6570\u636e\u6316\u6398\u4e2d\u6f5c\u5728\u5e94\u7528\u7684\u6df1\u5165\u63a2\u7d22\uff0c\u4fc3\u4f7f\u8be5\u9886\u57df\u6d8c\u73b0\u51fa\u5927\u91cf\u57fa\u4e8e\u751f\u6210\u6280\u672f\u7684\u7814\u7a76\u6210\u679c\u3002<\/span><\/section>\n

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\u5c3d\u7ba1\u5df2\u6709\u8bb8\u591a\u7814\u7a76\u96c6\u4e2d\u4e8e\u5229\u7528\u751f\u6210\u6280\u672f\u8fdb\u884c\u65f6\u7a7a\u6570\u636e\u6316\u6398\uff0c\u4f46\u73b0\u6709\u7efc\u8ff0\u7f3a\u4e4f\u5bf9\u8fd9\u4e00\u9886\u57df\u7684\u5168\u9762\u5206\u6790\u548c\u4e13\u95e8\u6846\u67b6\u3002\u56e0\u6b64\uff0c\u672c\u6587\u65e8\u5728\u63d0\u4f9b\u57fa\u4e8e\u751f\u6210\u6280\u672f\u7684\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b9\u6cd5\u7684\u5168\u9762\u5206\u6790\uff0c\u5e76\u5f15\u5165\u4e00\u4e2a\u6807\u51c6\u5316\u7684\u6846\u67b6\u3002\u901a\u8fc7\u8be6\u7ec6\u7684\u7efc\u8ff0\u548c\u521b\u65b0\u7684\u5206\u7c7b\u65b9\u6cd5\uff0c\u672c\u6587\u5e2e\u52a9\u8bfb\u8005\u6df1\u5165\u7406\u89e3\u8be5\u9886\u57df\u4e2d\u4f7f\u7528\u7684\u5404\u79cd\u6280\u672f\u3002\u6b64\u5916\uff0c\u672c\u6587\u8fd8\u5f3a\u8c03\u4e86\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\uff0c\u9f13\u52b1\u7814\u7a76\u4eba\u5458\u8fdb\u4e00\u6b65\u63a2\u7d22\u672a\u5f00\u53d1\u7684\u673a\u4f1a\uff0c\u63a8\u52a8\u77e5\u8bc6\u8fb9\u754c\uff0c\u4ee5\u89e3\u9501\u65b0\u7684\u6d1e\u89c1\uff0c\u63d0\u5347\u65f6\u7a7a\u6570\u636e\u6316\u6398\u7684\u6548\u679c\u548c\u6548\u7387\u3002<\/span><\/section>\n

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<\/span><\/h3>\n

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<\/section>\n

<\/section>\n
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<\/svg><\/section>\n<\/section>\n<\/section>\n
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\u4e8c\u3001\u65f6\u7a7a\u6570\u636e\u6316\u6398\u7684\u6311\u6218\u4e0e\u673a\u9047<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

\u65f6\u7a7a\u6570\u636e\u5177\u6709\u4e24\u4e2a\u663e\u8457\u7684\u6311\u6218\uff0c\u8fd9\u4e9b\u6311\u6218\u540c\u65f6\u4e5f\u662f\u65f6\u7a7a\u6570\u636e\u6316\u6398\u7b97\u6cd5\u7684\u673a\u9047\u3002<\/span><\/section>\n


<\/strong><\/span><\/p>\n

1. \u76f8\u5173\u6027<\/strong>\uff1a\u65f6\u7a7a\u76f8\u5173\u6027\u6307\u7684\u662f\u6570\u636e\u96c6\u4e2d\u4e0d\u540c\u7a7a\u95f4\u548c\u65f6\u95f4\u65b9\u9762\u4e4b\u95f4\u7684\u76f8\u4e92\u4f9d\u8d56\u5173\u7cfb\u548c\u8054\u7cfb\u3002\u8fd9\u4e9b\u76f8\u5173\u6027\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u4f1a\u5f15\u53d1\u82e5\u5e72\u95ee\u9898\u548c\u590d\u6742\u6027\u3002\u9996\u5148\uff0c\u5728\u9884\u6d4b\u7cbe\u5ea6\u65b9\u9762\uff0c\u65f6\u7a7a\u76f8\u5173\u6027\u4f1a\u5728\u6570\u636e\u4e2d\u5f15\u5165\u590d\u6742\u7684\u6a21\u5f0f\u548c\u4f9d\u8d56\u5173\u7cfb\u3002\u5982\u679c\u672a\u80fd\u51c6\u786e\u6355\u6349\u548c\u5efa\u6a21\u8fd9\u4e9b\u76f8\u5173\u6027\uff0c\u4f1a\u5bfc\u81f4\u9884\u6d4b\u7cbe\u5ea6\u4e0b\u964d\uff0c\u4ece\u800c\u524a\u5f31\u9884\u6d4b\u6a21\u578b\u5728\u4ea4\u901a\u9884\u6d4b\u3001\u5929\u6c14\u9884\u62a5\u548c\u75be\u75c5\u7206\u53d1\u5206\u6790\u7b49\u9886\u57df\u7684\u6548\u679c\u3002\u5176\u6b21\uff0c\u5728\u6570\u636e\u9884\u5904\u7406\u548c\u878d\u5408\u65b9\u9762\uff0c\u65f6\u7a7a\u76f8\u5173\u6027\u5e38\u5e38\u9700\u8981\u5c06\u6765\u81ea\u591a\u4e2a\u6765\u6e90\u548c\u6a21\u5f0f\u7684\u6570\u636e\u8fdb\u884c\u6574\u5408\u548c\u878d\u5408\u3002\u5c06\u5f02\u6784\u6570\u636e\u7c7b\u578b\u5728\u65f6\u7a7a\u80cc\u666f\u4e0b\u8fdb\u884c\u5bf9\u9f50\u662f\u4e00\u9879\u6311\u6218\uff0c\u8981\u6c42\u7ec6\u81f4\u7684\u6570\u636e\u9884\u5904\u7406\u6b65\u9aa4\u548c\u878d\u5408\u6280\u672f\uff0c\u4ee5\u786e\u4fdd\u6570\u636e\u7684\u51c6\u786e\u6027\u548c\u4e00\u81f4\u6027\u3002<\/span><\/p>\n


<\/strong><\/span><\/p>\n

2. \u5f02\u8d28\u6027<\/strong>\uff1a\u65f6\u7a7a\u5f02\u8d28\u6027\u6307\u7684\u662f\u6570\u636e\u96c6\u4e2d\u7a7a\u95f4\u548c\u65f6\u95f4\u6a21\u5f0f\u7684\u56fa\u6709\u53d8\u5f02\u6027\u548c\u591a\u6837\u6027\u3002\u4e0d\u540c\u533a\u57df\u548c\u65f6\u95f4\u6bb5\u8868\u73b0\u51fa\u4e0d\u540c\u7684\u7279\u5f81\u3001\u8d8b\u52bf\u548c\u5173\u7cfb\uff0c\u8fd9\u79cd\u5f02\u8d28\u6027\u5728\u6570\u636e\u5206\u6790\u4e2d\u4f1a\u5f15\u53d1\u82e5\u5e72\u95ee\u9898\uff0c\u5e76\u5bf9\u65f6\u7a7a\u6570\u636e\u6316\u6398\u7b97\u6cd5\u63d0\u51fa\u6311\u6218\u3002\u4e3b\u8981\u95ee\u9898\u5305\u62ec\uff1a\u9996\u5148\uff0c\u6cdb\u5316\u6311\u6218\uff0c\u65f6\u7a7a\u5f02\u8d28\u6027\u4f7f\u5f97\u5f00\u53d1\u80fd\u591f\u6709\u6548\u6355\u6349\u548c\u8868\u793a\u4e0d\u540c\u533a\u57df\u548c\u65f6\u95f4\u6bb5\u7684\u591a\u6837\u5316\u6a21\u5f0f\u548c\u5173\u7cfb\u7684\u901a\u7528\u6a21\u578b\u548c\u7b97\u6cd5\u53d8\u5f97\u56f0\u96be\u3002\u5728\u4e00\u4e2a\u533a\u57df\u6216\u65f6\u95f4\u6bb5\u8bad\u7ec3\u7684\u6a21\u578b\u53ef\u80fd\u65e0\u6cd5\u5f88\u597d\u5730\u6cdb\u5316\u5230\u5176\u4ed6\u533a\u57df\u6216\u65f6\u95f4\u6bb5\u3002\u5176\u6b21\uff0c\u504f\u5dee\u548c\u4e0d\u5b8c\u6574\u6027\uff0c\u65f6\u7a7a\u5f02\u8d28\u6027\u53ef\u80fd\u5bfc\u81f4\u6570\u636e\u6536\u96c6\u548c\u8868\u793a\u4e2d\u7684\u504f\u5dee\u548c\u4e0d\u5b8c\u6574\u6027\u3002\u6570\u636e\u5728\u533a\u57df\u548c\u65f6\u95f4\u4e0a\u7684\u5206\u5e03\u53ef\u80fd\u4e0d\u5747\u8861\uff0c\u5bfc\u81f4\u6570\u636e\u96c6\u4e0d\u5e73\u8861\uff0c\u4ece\u800c\u5f15\u5165\u504f\u5dee\u5e76\u626d\u66f2\u65f6\u7a7a\u6570\u636e\u6316\u6398\u7b97\u6cd5\u7684\u5206\u6790\u548c\u7ed3\u679c\u3002<\/span><\/p>\n


<\/span><\/h3>\n


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<\/svg><\/section>\n<\/section>\n<\/section>\n
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\u4e09\u3001\u65f6\u7a7a\u6570\u636e\u7684\u7c7b\u578b\u4e0e\u5b9e\u4f8b<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

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<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

\u65f6\u7a7a\u6570\u636e\u7ed3\u5408\u4e86\u7a7a\u95f4\u548c\u65f6\u95f4\u7684\u5143\u7d20\uff0c\u53ef\u4ee5\u63ed\u793a\u8de8\u8d8a\u65f6\u7a7a\u73b0\u8c61\u7684\u89c1\u89e3\uff0c\u5e7f\u6cdb\u5e94\u7528\u4e8e\u73af\u5883\u76d1\u6d4b\u3001\u4ea4\u901a\u5206\u6790\u3001\u6d41\u884c\u75c5\u5b66\u3001\u793e\u4f1a\u79d1\u5b66\u548c\u57ce\u5e02\u89c4\u5212\u7b49\u9886\u57df\u3002\u8fd9\u4e9b\u6570\u636e\u901a\u8fc7\u5730\u7406\u5750\u6807\u548c\u65f6\u95f4\u6233\u8868\u793a\uff0c\u4fbf\u4e8e\u5206\u6790\u6a21\u5f0f\u3001\u8d8b\u52bf\u548c\u5173\u7cfb\u3002\u65f6\u7a7a\u6570\u636e\u53ef\u4ee5\u5206\u4e3a\u4e8b\u4ef6\u6570\u636e\u3001\u8f68\u8ff9\u6570\u636e\u3001\u70b9\u6570\u636e\u548c\u6805\u683c\u6570\u636e\u56db\u7c7b\u3002<\/span><\/section>\n

<\/span><\/section>\n

1. \u4e8b\u4ef6\u6570\u636e<\/strong>\uff1a\u4e8b\u4ef6\u6570\u636e\u6307\u7684\u662f\u5728\u7279\u5b9a\u4f4d\u7f6e\u548c\u65f6\u95f4\u53d1\u751f\u7684\u5177\u4f53\u4e8b\u4ef6\uff0c\u4f8b\u5982\u72af\u7f6a\u6570\u636e\u6216\u6295\u7968\u6570\u636e\u3002\u8fd9\u4e9b\u6570\u636e\u901a\u5e38\u4f7f\u7528\u6b27\u51e0\u91cc\u5f97\u5750\u6807\u7cfb\u8868\u793a\uff0c\u4f46\u5728\u9053\u8def\u7f51\u7edc\u4e2d\u7684\u4e8b\u4ef6<\/span>\uff08\u5982\u4e8b\u6545\uff09<\/span>\uff0c\u4e8b\u4ef6\u4e4b\u95f4\u7684\u8ddd\u79bb\u5219\u7531\u6cbf\u8def\u6bb5\u7684\u6700\u77ed\u8def\u5f84\u51b3\u5b9a\u3002\u4e8b\u4ef6\u6570\u636e\u8fd8\u53ef\u4ee5\u5305\u62ec\u9644\u52a0\u53d8\u91cf\uff0c\u5982\u72af\u7f6a\u7c7b\u578b\u6216\u6295\u7968\u7684\u653f\u515a\u3002<\/span><\/p>\n


<\/span><\/p>\n

2. \u8f68\u8ff9\u6570\u636e<\/strong>\uff1a\u8f68\u8ff9\u6570\u636e\u8bb0\u5f55\u4e86\u7269\u4f53\u968f\u65f6\u95f4\u79fb\u52a8\u7684\u7a7a\u95f4\u8def\u5f84\uff0c\u4f8b\u5982\u98de\u884c\u6570\u636e\u548c\u51fa\u79df\u8f66\u6570\u636e\u3002\u8f68\u8ff9\u6570\u636e\u901a\u5e38\u901a\u8fc7\u5728\u79fb\u52a8\u7269\u4f53\u4e0a\u5b89\u88c5\u4f20\u611f\u5668\u6765\u6536\u96c6\uff0c\u8fd9\u4e9b\u4f20\u611f\u5668\u5728\u4e0d\u540c\u65f6\u95f4\u95f4\u9694\u8bb0\u5f55GPS\u4f4d\u7f6e\u3002\u65f6\u95f4\u95f4\u9694\u8d8a\u5c0f\uff0c\u8f68\u8ff9\u7684\u7cbe\u5ea6\u8d8a\u9ad8\u3002<\/span><\/p>\n


<\/span><\/p>\n

<\/p>\n

\u4e8b\u4ef6\u6570\u636e\u548c\u8f68\u8ff9\u6570\u636e\u793a\u610f\u56fe<\/span><\/section>\n

3. \u70b9\u6570\u636e<\/strong>\uff1a\u70b9\u6570\u636e\u662f\u6307\u4ece\u4e00\u7ec4\u79fb\u52a8\u53c2\u8003\u70b9\u6536\u96c6\u7684\u6570\u636e\uff0c\u4f8b\u5982\u6c14\u8c61\u6c14\u7403\u5728\u5927\u6c14\u4e2d\u6536\u96c6\u7684\u6570\u636e\u6216\u4f20\u611f\u5668\u6d4b\u91cf\u6c34\u4f53\u8868\u9762\u6e29\u5ea6\u7684\u6570\u636e\u3002\u6bcf\u4e2a\u6c14\u8c61\u7ad9\u4ee3\u8868\u4e00\u4e2a\u7279\u5b9a\u7684\u4f4d\u7f6e\uff0c\u5b9a\u671f\u8bb0\u5f55\u6e29\u5ea6\u8bfb\u6570\u3002\u70b9\u6570\u636e\u53ef\u4ee5\u7528\u4e8e\u91cd\u5efa\u4efb\u610f\u4f4d\u7f6e\u548c\u65f6\u95f4\u7684\u65f6\u7a7a\u573a\u3002<\/span><\/section>\n

<\/section>\n
<\/span><\/section>\n
\u4e0d\u540c\u65f6\u95f4\u6b65\u70b9\u6570\u636e\u793a\u610f\u56fe<\/span><\/section>\n

<\/strong><\/span><\/section>\n
4. \u6805\u683c\u6570\u636e<\/strong>\uff1a\u6805\u683c\u6570\u636e\u4e2d\u7684\u53c2\u8003\u70b9\u662f\u9759\u6001\u7684\uff0c\u53ef\u4ee5\u5728\u7a7a\u95f4\u4e0a\u89c4\u5219\u6216\u4e0d\u89c4\u5219\u5730\u5206\u5e03\u3002\u6805\u683c\u6570\u636e\u7684\u89c2\u6d4b\u503c\u5728\u56fa\u5b9a\u65f6\u95f4\u95f4\u9694\u8bb0\u5f55\uff0c\u5e38\u89c1\u7684\u7c7b\u578b\u5305\u62ec\u536b\u661f\u56fe\u50cf\uff0c\u6bcf\u4e2a\u50cf\u7d20\u5bf9\u5e94\u6805\u683c\u7f51\u683c\u4e2d\u7684\u4e00\u4e2a\u5355\u5143\uff0c\u5305\u542b\u5149\u8c31\u7279\u5f81\u4fe1\u606f\uff1b\u6570\u5b57\u9ad8\u7a0b\u6a21\u578b<\/span>\uff08DEM\uff09<\/span>\uff0c\u8868\u793a\u6d77\u62d4\u6216\u5730\u5f62\uff1b\u6c14\u5019\u53d8\u91cf\uff0c\u8868\u793a\u6e29\u5ea6\u3001\u964d\u6c34\u548c\u98ce\u901f\uff1b\u4ee5\u53ca\u571f\u5730\u8986\u76d6\u6216\u571f\u5730\u4f7f\u7528\u4fe1\u606f\uff0c\u6bcf\u4e2a\u5355\u5143\u8868\u793a\u7279\u5b9a\u4f4d\u7f6e\u7684\u571f\u5730\u8986\u76d6\u7c7b\u578b\uff0c\u5982\u68ee\u6797\u3001\u57ce\u5e02\u533a\u57df\u3001\u6c34\u4f53\u6216\u519c\u4e1a\u7528\u5730\u3002<\/span><\/section>\n

<\/span><\/section>\n
<\/section>\n
\u5728\u56fa\u5b9a\u65f6\u95f4\u548c\u5730\u70b9\u4ee5\u53ca\u4e0d\u56fa\u5b9a\u65f6\u95f4\u548c\u7a7a\u95f4\u7684\u6805\u683c\u6570\u636e\u793a\u610f\u56fe<\/span><\/section>\n

<\/strong><\/span><\/section>\n

<\/section>\n

\n
\n
\n
\n
\n

<\/section>\n

<\/section>\n
\n
<\/svg><\/section>\n<\/section>\n<\/section>\n
\n

\u56db\u3001\u751f\u6210\u6280\u672f\u5728\u65f6\u7a7a\u6570\u636e\u6316\u6398\u4e2d\u7684\u5e94\u7528<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

1. \u5927\u8bed\u8a00\u6a21\u578b<\/span>\uff08LLMs\uff09<\/span><\/section>\n
\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u8868\u73b0\u51fa\u8272\u3002\u4f8b\u5982\uff0cST-LLM\u6a21\u578b\u901a\u8fc7\u5c06\u65f6\u95f4\u6b65\u9aa4\u4f5c\u4e3atoken\u5904\u7406\uff0c\u4ece\u5168\u5c40\u89c6\u89d2\u5efa\u6a21\u65f6\u7a7a\u4f9d\u8d56\u5173\u7cfb\uff0c\u663e\u8457\u63d0\u5347\u4e86\u4ea4\u901a\u6d41\u91cf\u9884\u6d4b\u7684\u51c6\u786e\u6027\u3002<\/span><\/section>\n

<\/span><\/section>\n
2. \u81ea\u76d1\u7763\u5b66\u4e60<\/span>\uff08SSL\uff09<\/span><\/section>\n
\u81ea\u76d1\u7763\u5b66\u4e60<\/span>\uff08SSL\uff09<\/span>\u901a\u8fc7\u672a\u6807\u8bb0\u6570\u636e\u4e2d\u7684\u66ff\u4ee3\u4efb\u52a1\u6765\u5b66\u4e60\u6709\u7528\u7684\u8868\u793a\u3002\u4f8b\u5982\uff0cTrajRCL\u6a21\u578b\u5229\u7528\u5bf9\u6bd4\u5b66\u4e60\u6280\u672f\uff0c\u663e\u8457\u63d0\u5347\u4e86\u8f68\u8ff9\u6570\u636e\u7684\u8868\u793a\u5b66\u4e60\u6548\u679c\u3002<\/span><\/section>\n

<\/section>\n
3. \u6269\u6563\u6a21\u578b<\/span>\uff08Diffusion Models\uff09<\/span><\/section>\n
\u6269\u6563\u6a21\u578b\u5229\u7528\u6b63\u5411\u548c\u9006\u5411\u8fc7\u7a0b\uff0c\u6a21\u62df\u65f6\u7a7a\u6570\u636e\u7684\u751f\u6210\u8fc7\u7a0b\u3002\u4f8b\u5982\uff0cDiffSTG\u6a21\u578b\u5c06\u65f6\u7a7a\u56fe\u795e\u7ecf\u7f51\u7edc\u4e0e\u4e0d\u786e\u5b9a\u6027\u91cf\u5316\u7279\u6027\u76f8\u7ed3\u5408\uff0c\u63d0\u9ad8\u4e86\u9884\u6d4b\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u3002<\/span><\/section>\n

<\/span><\/section>\n
4. \u5e8f\u5217\u5230\u5e8f\u5217\u6a21\u578b<\/span>\uff08Seq2Seq\uff09<\/span><\/section>\n
\u5e8f\u5217\u5230\u5e8f\u5217\u6a21\u578b<\/span>\uff08Seq2Seq\uff09<\/span>\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5904\u7406\u5e8f\u5217\u6570\u636e\u7684\u4efb\u52a1\uff0c\u5982\u673a\u5668\u7ffb\u8bd1\u548c\u6587\u672c\u6458\u8981\u3002\u57fa\u4e8eSeq2Seq\u7684\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b9\u6cd5\uff0c\u5982Trafformer\uff0c\u901a\u8fc7\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff0c\u663e\u8457\u63d0\u9ad8\u4e86\u4ea4\u901a\u6d41\u91cf\u9884\u6d4b\u7684\u7cbe\u5ea6\u3002<\/span><\/section>\n

<\/strong><\/span><\/section>\n

<\/strong><\/span><\/section>\n

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<\/section>\n

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<\/svg><\/section>\n<\/section>\n<\/section>\n
\n

\u4e94\u3001\u65f6\u7a7a\u6570\u636e\u6316\u6398\u7684\u6807\u51c6\u6846\u67b6 <\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u5229\u7528\u751f\u6210\u6280\u672f\u89e3\u51b3\u65f6\u7a7a\u6570\u636e\u6316\u6398\u6311\u6218\u7684\u65b9\u6cd5\u3002\u9996\u5148\u8ba8\u8bba\u6570\u636e\u9884\u5904\u7406\uff0c\u7136\u540e\u4ecb\u7ecd\u751f\u6210\u6280\u672f\u7684\u9002\u5e94\u6027\u3002\u6211\u4eec\u8fd8\u4e13\u95e8\u8bbe\u7f6e\u4e86\u4e00\u4e2a\u5c0f\u8282\u6765\u89e3\u51b3\u7279\u5b9a\u7684\u65f6\u7a7a\u6570\u636e\u6316\u6398\u95ee\u9898\u3002\u4e3a\u63d0\u4f9b\u7ed3\u6784\u5316\u6982\u8ff0\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u4e00\u4e2a\u6982\u8ff0\u6d41\u7a0b\u7684\u6846\u67b6\u3002<\/span><\/section>\n

<\/span><\/section>\n
<\/section>\n
\u6846\u67b6\u793a\u610f\u56fe<\/span><\/section>\n

<\/span><\/section>\n
\u56fe\u4e2d\u5c55\u793a\u4e86\u5229\u7528\u751f\u6210\u6280\u672f\u8fdb\u884c\u65f6\u7a7a\u6570\u636e\u6316\u6398\u7684\u4e00\u822c\u6d41\u7a0b\u3002\u8be5\u6d41\u7a0b\u6d89\u53ca\u5904\u7406\u4ece\u5404\u79cd\u4f4d\u7f6e\u4f20\u611f\u5668\u6536\u96c6\u7684\u539f\u59cb\u65f6\u7a7a\u6570\u636e\uff0c\u5305\u62ec\u4e8b\u4ef6\u6570\u636e\u3001\u8f68\u8ff9\u6570\u636e\u3001\u70b9\u53c2\u8003\u6570\u636e\u548c\u6805\u683c\u6570\u636e\u3002\u9996\u5148\uff0c\u521b\u5efa\u6570\u636e\u5b9e\u4f8b\u6765\u5b58\u50a8\u65f6\u7a7a\u6570\u636e\uff0c\u8fd9\u4e9b\u5b9e\u4f8b\u53ef\u4ee5\u662f\u70b9\u3001\u65f6\u95f4\u5e8f\u5217\u3001\u7a7a\u95f4\u5730\u56fe\u3001\u8f68\u8ff9\u6216\u65f6\u7a7a\u6805\u683c\u3002\u4e3a\u4e86\u5728\u4e0d\u540c\u7684\u6316\u6398\u4efb\u52a1\u4e2d\u5e94\u7528\u751f\u6210\u6280\u672f\uff0c\u65f6\u7a7a\u6570\u636e\u5b9e\u4f8b\u9700\u8981\u8f6c\u6362\u4e3a\u7279\u5b9a\u7684\u6570\u636e\u683c\u5f0f\uff0c\u5177\u4f53\u53d6\u51b3\u4e8e\u6240\u9009\u62e9\u7684\u6570\u636e\u8868\u793a\u65b9\u5f0f\u3002\u8fd9\u4e9b\u65f6\u7a7a\u6570\u636e\u5b9e\u4f8b\u53ef\u4ee5\u8868\u793a\u4e3a\u5e8f\u5217\u6570\u636e\u3001\u77e9\u9635\u3001\u5f20\u91cf\u6216\u56fe\u3002\u6700\u540e\uff0c\u9009\u62e9\u5408\u9002\u7684\u751f\u6210\u6280\u672f\u6765\u5904\u7406\u5404\u79cd\u65f6\u7a7a\u6570\u636e\u6316\u6398\u4efb\u52a1\uff0c\u5982\u9884\u6d4b\u3001\u5206\u7c7b\u548c\u8868\u793a\u5b66\u4e60\u7b49\u3002\u8fd9\u4e9b\u6a21\u578b\u5229\u7528\u751f\u6210\u6280\u672f\u7684\u72ec\u7279\u80fd\u529b\uff0c\u4ece\u65f6\u7a7a\u6570\u636e\u4e2d\u63d0\u53d6\u6709\u4ef7\u503c\u7684\u89c1\u89e3\uff0c\u5e76\u89e3\u51b3\u590d\u6742\u7684\u65f6\u7a7a\u6570\u636e\u6316\u6398\u6311\u6218\u3002<\/span><\/section>\n

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<\/strong><\/span><\/section>\n

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<\/section>\n
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<\/svg><\/section>\n<\/section>\n<\/section>\n
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\u516d\u3001\u751f\u6210\u6280\u672f\u5728\u65f6\u7a7a\u6316\u6398\u4efb\u52a1\u4e2d\u7684\u5e94\u7528<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

\u6211\u4eec\u5c55\u793a\u4e86\u4e00\u79cd\u5168\u9762\u7684\u5206\u7c7b\u6cd5\uff0c\u5c06\u73b0\u6709\u7814\u7a76\u57fa\u4e8e\u751f\u6210\u6280\u672f\u5206\u4e3a\u56db\u5927\u7c7b\uff1a\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b<\/span>\uff08LLMs\uff09<\/span>\u3001\u81ea\u76d1\u7763\u5b66\u4e60<\/span>\uff08SSL\uff09<\/span>\u3001\u6269\u6563\u6a21\u578b<\/span>\uff08Diffusion\uff09<\/span>\u548c\u5e8f\u5217\u5230\u5e8f\u5217\u6a21\u578b<\/span>\uff08Seq2Seq\uff09<\/span>\u3002\u6bcf\u7c7b\u6280\u672f\u63d0\u4f9b\u4e86\u72ec\u7279\u7684\u65b9\u6cd5\u6765\u89e3\u51b3\u65f6\u7a7a\u5206\u6790\u4e2d\u7684\u6311\u6218\u3002\u5728\u6bcf\u4e00\u7c7b\u4e2d\uff0c\u5177\u4f53\u7814\u7a76\u9488\u5bf9\u4e0d\u540c\u7684\u65f6\u7a7a\u4efb\u52a1\uff0c\u91c7\u7528\u7279\u5b9a\u7684\u751f\u6210\u6280\u672f\u8fdb\u884c\u7814\u7a76\u3002\u8fd9\u4e00\u5206\u7c7b\u6cd5\u4e3a\u7406\u89e3\u548c\u7ec4\u7ec7\u65f6\u7a7a\u5206\u6790\u9886\u57df\u7684\u591a\u6837\u7814\u7a76\u63d0\u4f9b\u4e86\u6709\u4ef7\u503c\u7684\u6846\u67b6\uff0c\u4fc3\u8fdb\u4e86\u77e5\u8bc6\u4f20\u64ad\u548c\u9886\u57df\u7684\u8fdb\u4e00\u6b65\u53d1\u5c55\u3002\u76f8\u5173\u7814\u7a76\u7684\u5e94\u7528\u4efb\u52a1\u5927\u81f4\u53ef\u5206\u4e3a\u65f6\u7a7a\u8868\u793a\u5b66\u4e60<\/strong>\u3001\u65f6\u7a7a\u9884\u6d4b<\/strong>\u548c\u65f6\u7a7a\u63a8\u8350<\/strong>\uff0c\u5982\u8868\u6240\u793a\u3002\u6bcf\u4e2a\u9886\u57df\u90fd\u6709\u4f17\u591a\u7814\u7a76\u4e13\u6ce8\u4e8e\u53d1\u5c55\u4e13\u95e8\u7684\u65b9\u6cd5\u548c\u6280\u672f\uff0c\u4ee5\u5e94\u5bf9\u5404\u81ea\u7684\u6311\u6218\u548c\u9700\u6c42\u3002\u901a\u8fc7\u63a2\u7d22\u8fd9\u4e9b\u9886\u57df\u4e2d\u7684\u7814\u7a76\u5e7f\u5ea6\u548c\u6df1\u5ea6\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u6df1\u5165\u4e86\u89e3\u7528\u4e8e\u89e3\u51b3\u5404\u79cd\u65f6\u7a7a\u5206\u6790\u4efb\u52a1\u7684\u591a\u6837\u5316\u65b9\u6cd5\u548c\u521b\u65b0\u6280\u672f\uff0c\u4ece\u800c\u63a8\u52a8\u6574\u4e2a\u9886\u57df\u7684\u53d1\u5c55\u3002<\/span><\/section>\n

<\/section>\n
<\/section>\n

<\/span><\/section>\n
\u57fa\u4e8e\u751f\u6210\u6280\u672f\u7684\u73b0\u6709\u7814\u7a76\u5206\u7c7b\uff0c\u7531\u56db\u79cd\u6280\u672f\u7ec4\u6210\uff0c\u5305\u62ec\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b<\/span>\uff08LLMs\uff09<\/span>\u3001\u81ea\u76d1\u7763\u5b66\u4e60<\/span>\uff08SSL\uff09<\/span>\u3001\u6269\u6563\u6a21\u578b<\/span>\uff08Diffusion\uff09<\/span>\u548c\u5e8f\u5217\u5230\u5e8f\u5217<\/span>\uff08Seq2Seq\uff09<\/span>\u6a21\u578b\u3002\u8fd9\u4e9b\u6280\u672f\u6db5\u76d6\u56db\u79cd\u65f6\u7a7a\u4efb\u52a1\uff0c\u6bcf\u79cd\u4efb\u52a1\u90fd\u6709\u57fa\u4e8e\u7279\u5b9a\u751f\u6210\u6280\u672f\u7684\u5177\u4f53\u7814\u7a76\u3002<\/span><\/section>\n

<\/span><\/section>\n
<\/section>\n
 <\/span><\/section>\n
\u5728\u4e0d\u540c\u5e94\u7528\u4efb\u52a1\u4e2d\u7684\u76f8\u5173\u5de5\u4f5c\uff0c\u5305\u62ec\u65f6\u7a7a\u8868\u793a\u5b66\u4e60\u3001\u65f6\u7a7a\u9884\u6d4b\u548c\u65f6\u7a7a\u63a8\u8350\u3002\u6211\u4eec\u63d0\u4f9b\u4e86\u8be6\u7ec6\u4fe1\u606f\uff0c\u5305\u62ec\u671f\u520a\/\u4f1a\u8bae\u540d\u79f0\u3001\u4f7f\u7528\u7684\u5177\u4f53\u751f\u6210\u6280\u672f\u3001\u6d89\u53ca\u7684\u7279\u5b9a\u5e94\u7528\u5b50\u4efb\u52a1\u4ee5\u53ca\u7528\u4e8e\u8bc4\u4f30\u7684\u6570\u636e\u96c6\u3002<\/span><\/section>\n

<\/section>\n


<\/span><\/h3>\n

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<\/section>\n

<\/section>\n
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<\/svg><\/section>\n<\/section>\n<\/section>\n
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\u4e03\u3001\u672a\u6765\u7814\u7a76\u65b9\u5411<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

\n

<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


<\/p>\n

\u6b64\u5916\uff0c\u6211\u4eec\u63a2\u8ba8\u4e86\u65f6\u7a7a\u6570\u636e\u6316\u6398\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\u3002\u6211\u4eec\u63d0\u51fa\u4e86\u56db\u4e2a\u6f5c\u5728\u65b9\u5411\uff0c\u5e76\u8fdb\u884c\u4e86\u8be6\u7ec6\u63cf\u8ff0\uff1a\u57fa\u51c6\u6570\u636e\u96c6\u7684\u504f\u659c\u5206\u5e03\u3001\u5927\u89c4\u6a21\u57fa\u7840\u6a21\u578b\u3001\u65f6\u7a7a\u65b9\u6cd5\u7684\u6cdb\u5316\u80fd\u529b\u4ee5\u53ca\u4e0e\u5916\u90e8\u77e5\u8bc6\u7684\u7ed3\u5408\u3002<\/span><\/section>\n


<\/strong><\/span><\/p>\n

1. \u57fa\u51c6\u6570\u636e\u96c6\u7684\u504f\u659c\u5206\u5e03<\/strong>\uff1a\u57fa\u51c6\u65f6\u7a7a\u6570\u636e\u96c6\u4e2d\u7684\u504f\u659c\u5206\u5e03\u6307\u6570\u636e\u70b9\u5728\u7a7a\u95f4\u548c\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u7684\u4e0d\u5747\u8861\u5206\u5e03\u3002\u8fd9\u610f\u5473\u7740\u67d0\u4e9b\u533a\u57df\u6216\u65f6\u95f4\u6bb5\u7684\u6570\u636e\u70b9\u6570\u91cf\u663e\u8457\u591a\u4e8e\u6216\u5c11\u4e8e\u5176\u4ed6\u533a\u57df\u6216\u65f6\u95f4\u6bb5\u3002\u8fd9\u79cd\u4e0d\u5747\u8861\u53ef\u80fd\u5bfc\u81f4\u6570\u636e\u96c6\u5bf9\u7279\u5b9a\u4f4d\u7f6e\u6216\u65f6\u95f4\u6bb5\u4ea7\u751f\u504f\u5411\uff0c\u8fdb\u800c\u5f71\u54cd\u5206\u6790\u6216\u9884\u6d4b\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u3002\u672a\u6765\u7684\u7814\u7a76\u5e94\u81f4\u529b\u4e8e\u89e3\u51b3\u8fd9\u79cd\u5206\u5e03\u504f\u5dee\u95ee\u9898\uff0c\u4ee5\u786e\u4fdd\u5206\u6790\u548c\u6a21\u578b\u7684\u516c\u5e73\u6027\u548c\u51c6\u786e\u6027\u3002<\/span><\/p>\n


<\/strong><\/span><\/p>\n

2. \u5927\u89c4\u6a21\u57fa\u7840\u6a21\u578b<\/strong>\uff1a\u76ee\u524d\uff0c\u7f3a\u4e4f\u5e7f\u6cdb\u7684\u9ad8\u8d28\u91cf\u591a\u6a21\u6001\u6570\u636e\u96c6\u9650\u5236\u4e86\u5927\u89c4\u6a21\u57fa\u7840\u6a21\u578b\u7684\u63a2\u7d22\u548c\u53d1\u5c55\u3002\u56e0\u6b64\uff0c\u8feb\u5207\u9700\u8981\u6df1\u5165\u7814\u7a76\u8fd9\u4e9b\u6a21\u578b\uff0c\u4ee5\u63d0\u5347\u5176\u5728\u4e0b\u6e38\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\uff0c\u7279\u522b\u662f\u5728\u65f6\u7a7a\u9884\u6d4b\u9886\u57df\u3002\u901a\u8fc7\u586b\u8865\u8fd9\u4e00\u7814\u7a76\u7a7a\u767d\uff0c\u5f00\u53d1\u548c\u5229\u7528\u5927\u89c4\u6a21\u57fa\u7840\u6a21\u578b\uff0c\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u5404\u79cd\u65f6\u7a7a\u9884\u6d4b\u5e94\u7528\u7684\u51c6\u786e\u6027\u548c\u6709\u6548\u6027\u3002<\/span><\/p>\n


<\/strong><\/span><\/p>\n

3. \u65f6\u7a7a\u65b9\u6cd5\u7684\u6cdb\u5316\u80fd\u529b<\/strong>\uff1a\u73b0\u6709\u7684\u65f6\u7a7a\u5206\u6790\u65b9\u6cd5\u5728\u9002\u5e94\u4e0d\u540c\u4efb\u52a1\u65b9\u9762\u9762\u4e34\u6311\u6218\uff0c\u4e3b\u8981\u662f\u7531\u4e8e\u5176\u6709\u9650\u7684\u6cdb\u5316\u80fd\u529b\u3002\u8fd9\u4e00\u9650\u5236\u59a8\u788d\u4e86\u8fd9\u4e9b\u65b9\u6cd5\u5728\u5404\u4e2a\u9886\u57df\u548c\u573a\u666f\u4e2d\u7684\u6709\u6548\u5e94\u7528\uff0c\u56e0\u4e3a\u5b83\u4eec\u96be\u4ee5\u6355\u6349\u4e0d\u540c\u4efb\u52a1\u4e2d\u7684\u590d\u6742\u6027\u548c\u7ec6\u5fae\u5dee\u522b\u3002\u56e0\u6b64\uff0c\u5fc5\u987b\u63a2\u7d22\u5177\u6709\u66f4\u5f3a\u6cdb\u5316\u80fd\u529b\u7684\u65b0\u65b9\u6cd5\uff0c\u4ee5\u5b9e\u73b0\u5bf9\u5404\u79cd\u65f6\u7a7a\u5206\u6790\u4efb\u52a1\u7684\u65e0\u7f1d\u9002\u5e94\u548c\u6539\u8fdb\u8868\u73b0\u3002\u901a\u8fc7\u89e3\u51b3\u8fd9\u4e00\u9650\u5236\u6211\u4eec\u53ef\u4ee5\u91ca\u653e\u65f6\u7a7a\u65b9\u6cd5\u7684\u5168\u90e8\u6f5c\u529b\uff0c\u4f7f\u7814\u7a76\u4eba\u5458\u548c\u4ece\u4e1a\u8005\u80fd\u591f\u4ee5\u66f4\u7075\u6d3b\u548c\u7a33\u5065\u7684\u65b9\u5f0f\u5e94\u5bf9\u591a\u6837\u5316\u7684\u6311\u6218\u3002<\/span><\/p>\n


<\/strong><\/span><\/p>\n

4. \u4e0e\u5916\u90e8\u77e5\u8bc6\u7684\u7ed3\u5408<\/strong>\uff1a\u968f\u7740\u77e5\u8bc6\u56fe\u8c31\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u63a2\u7d22\u5c06\u8fd9\u4e9b\u56fe\u8c31\u4e2d\u884d\u751f\u7684\u5916\u90e8\u77e5\u8bc6\u6574\u5408\u5230\u65f6\u7a7a\u65b9\u6cd5\u4e2d\u53d8\u5f97\u8d8a\u6765\u8d8a\u91cd\u8981\u3002\u5916\u90e8\u77e5\u8bc6\u7684\u5f15\u5165\u6709\u671b\u589e\u5f3a\u65f6\u7a7a\u65b9\u6cd5\u7684\u5206\u6790\u80fd\u529b\uff0c\u4f7f\u5176\u80fd\u591f\u5229\u7528\u66f4\u5e7f\u6cdb\u7684\u80cc\u666f\u4fe1\u606f\u548c\u9886\u57df\u4e13\u4e1a\u77e5\u8bc6\u3002\u901a\u8fc7\u6709\u6548\u5229\u7528\u8fd9\u4e9b\u56fe\u8c31\u4e2d\u7684\u4e30\u5bcc\u77e5\u8bc6\uff0c\u7814\u7a76\u4eba\u5458\u548c\u4ece\u4e1a\u8005\u53ef\u4ee5\u5f00\u8f9f\u65b0\u7684\u9014\u5f84\uff0c\u63d0\u9ad8\u65f6\u7a7a\u65b9\u6cd5\u5728\u4e0d\u540c\u5e94\u7528\u548c\u9886\u57df\u4e2d\u7684\u51c6\u786e\u6027\u3001\u7a33\u5065\u6027\u548c\u6574\u4f53\u8868\u73b0\u3002\u56e0\u6b64\uff0c\u63a2\u7d22\u4fc3\u8fdb\u5916\u90e8\u77e5\u8bc6\u4e0e\u65f6\u7a7a\u65b9\u6cd5\u65e0\u7f1d\u96c6\u6210\u7684\u65b9\u6cd5\uff0c\u5bf9\u4e8e\u63a8\u8fdb\u65f6\u7a7a\u5206\u6790\u9886\u57df\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/span><\/p>\n


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<\/span><\/h3>\n

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<\/section>\n

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\u516b\u3001\u603b\u7ed3<\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

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<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n

<\/span><\/section>\n
\u672c\u6587\u8be6\u5c3d\u5730\u4ecb\u7ecd\u4e86\u751f\u6210\u6280\u672f\u5728\u65f6\u7a7a\u6570\u636e\u6316\u6398\u4e2d\u7684\u5e94\u7528\uff0c\u63d0\u51fa\u4e86\u4e00\u4e2a\u6807\u51c6\u7684\u65f6\u7a7a\u6570\u636e\u6316\u6398\u6846\u67b6\uff0c\u5e76\u63a2\u8ba8\u4e86\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\u3002\u901a\u8fc7\u7ed3\u5408\u751f\u6210\u6280\u672f\u548c\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b9\u6cd5\uff0c\u6211\u4eec\u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u548c\u5229\u7528\u65f6\u7a7a\u6570\u636e\uff0c\u63d0\u5347\u6570\u636e\u6316\u6398\u7684\u6548\u679c\u548c\u6548\u7387\u3002\u5e0c\u671b\u8fd9\u7bc7\u4ecb\u7ecd\u80fd\u591f\u4e3a\u4ece\u4e8b\u65f6\u7a7a\u6570\u636e\u7814\u7a76\u7684\u5b66\u8005\u548c\u5de5\u7a0b\u5e08\u63d0\u4f9b\u6709\u4ef7\u503c\u7684\u53c2\u8003\uff0c\u63a8\u52a8\u8fd9\u4e00\u9886\u57df\u7684\u6301\u7eed\u521b\u65b0\u4e0e\u53d1\u5c55\u3002<\/span><\/section>\n

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<\/span><\/strong><\/span><\/p>\n

\n
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\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u8bfb\u4e66\u4f1a\u542f\u52a8<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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<\/p>\n<\/section>\n

\u73b0\u4ee3\u751f\u6d3b\u4ea7\u751f\u4e86\u5927\u91cf\u7684\u65f6\u5e8f\u6570\u636e\u548c\u65f6\u7a7a\u6570\u636e\uff0c\u5206\u6790\u8fd9\u4e9b\u6570\u636e\u5bf9\u4e8e\u6df1\u5165\u7406\u89e3\u73b0\u5b9e\u4e16\u754c\u7cfb\u7edf\u7684\u590d\u6742\u6027\u548c\u6f14\u5316\u89c4\u5f8b\u81f3\u5173\u91cd\u8981\u3002\u8fd1\u671f\uff0c\u53d7\u5230\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5728\u901a\u7528\u667a\u80fd\u9886\u57df\u7684\u542f\u53d1\uff0c”\u5927\u6a21\u578b+\u65f6\u5e8f\/\u65f6\u7a7a\u6570\u636e\u201d\u8fd9\u4e2a\u65b0\u65b9\u5411\u8ff8\u53d1\u51fa\u4e86\u8bb8\u591a\u76f8\u5173\u8fdb\u5c55\u3002\u5f53\u524d\u7684LLM\u6709\u6f5c\u529b\u5f7b\u5e95\u6539\u53d8\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b9\u5f0f\uff0c\u4ece\u800c\u4fc3\u8fdb\u57ce\u5e02\u3001\u4ea4\u901a\u3001\u9065\u611f\u7b49\u5178\u578b\u590d\u6742\u7cfb\u7edf\u7684\u51b3\u7b56\u9ad8\u6548\u5236\u5b9a\uff0c\u5e76\u671d\u7740\u66f4\u666e\u904d\u7684\u65f6\u7a7a\u5206\u6790\u667a\u80fd\u5f62\u5f0f\u8fc8\u8fdb\u3002<\/span><\/section>\n

<\/span><\/section>\n
\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u7f8e\u56fd\u4f50\u6cbb\u4e9a\u7406\u5de5\u5b66\u9662\u535a\u58eb&\u677e\u9f20AI\u9996\u5e2d\u79d1\u5b66\u5bb6\u6587\u9752\u677e\u3001\u9999\u6e2f\u79d1\u6280\u5927\u5b66\uff08\u5e7f\u5dde\uff09\u52a9\u7406\u6559\u6388\u6881\u5b87\u8f69\u3001\u4e2d\u56fd\u79d1\u5b66\u9662\u8ba1\u7b97\u6280\u672f\u7814\u7a76\u6240\u526f\u7814\u7a76\u5458\u59da\u8fea\u3001\u6fb3\u5927\u5229\u4e9a\u65b0\u5357\u5a01\u5c14\u58eb\u5927\u5b66\u8bb2\u5e08\u859b\u660a\u3001\u83ab\u7eb3\u4ec0\u5927\u5b66\u535a\u58eb\u751f\u91d1\u660e\u7b49\u4e94\u4f4d\u53d1\u8d77\u4eba\uff0c\u5171\u540c\u53d1\u8d77\u4ee5\u201c\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u201d\u4e3a\u4e3b\u9898\u7684\u7cfb\u5217\u8bfb\u4e66\u4f1a<\/a>\uff0c\u9f13\u52b1\u7814\u7a76\u4eba\u5458\u548c\u5b9e\u8df5\u8005\u8ba4\u8bc6\u5230LLM\u5728\u63a8\u8fdb\u65f6\u5e8f\u53ca\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b9\u9762\u7684\u6f5c\u529b\uff0c\u5171\u5b66\u5171\u7814\u76f8\u5173\u6587\u732e\u3002\u8bfb\u4e66\u4f1a\u4ece5\u67088\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u4e0919:00-21:00\uff08\u5317\u4eac\u65f6\u95f4\uff09\u8fdb\u884c\uff0c\u9884\u8ba1\u6301\u7eed10-12\u5468\u3002<\/span><\/section>\n

<\/span><\/section>\n
<\/span><\/a><\/span><\/section>\n

<\/span><\/section>\n
\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/section>\n
\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u8bfb\u4e66\u4f1a\u542f\u52a8\uff1a\u5927\u6a21\u578b\u5f00\u542f\u65f6\u5e8f\u65f6\u7a7a\u6570\u636e\u6316\u6398\u65b0\u89c6\u89d2<\/a>
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<\/p>\n<\/section>\n<\/section>\n<\/section>\n


<\/p>\n

\n
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\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n

1. <\/strong>\u65f6\u5e8f\u65f6\u7a7a\u5927\u6a21\u578b\u524d\u6cbf\u7efc\u8ff0\uff1a\u9762\u5411\u65f6\u95f4\u5e8f\u5217\u548c\u65f6\u7a7a\u6570\u636e\u7684\u5927\u6a21\u578b<\/a><\/strong><\/span><\/section>\n
2. \u590d\u6742\u7cfb\u7edf\u7684\u9006\u5411\u5de5\u7a0b\u2014\u2014\u901a\u8fc7\u65f6\u95f4\u5e8f\u5217\u91cd\u6784\u590d\u6742\u7f51\u7edc\u548c\u52a8\u529b\u5b66<\/a><\/span><\/strong><\/section>\n
3. <\/strong>Nat. Commun.\u524d\u6cbf\uff1a\u6570\u636e\u9a71\u52a8\u7684\u590d\u6742\u7cfb\u7edf\u9884\u6d4b<\/a><\/strong><\/span><\/strong><\/strong><\/section>\n
4. <\/strong><\/span>\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/strong><\/strong><\/span><\/section>\n
<\/strong><\/strong>5.<\/strong> \u9f99\u5e74\u5927\u8fd0\u8d77\uff0c\u5b66\u4e60\u6b63\u5f53\u65f6\uff01\u89e3\u9501\u96c6\u667a\u5168\u7ad9\u5185\u5bb9\uff0c\u5f00\u542f\u65b0\u5e74\u5b66\u4e60\u8ba1\u5212<\/a><\/strong><\/strong><\/strong><\/span><\/section>\n
6. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n


<\/p>\n


<\/p>\n<\/section>\n

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<\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

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