{"id":1167584,"date":"2026-04-07T00:01:08","date_gmt":"2026-04-07T07:01:08","guid":{"rendered":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/?post_type=msr-blog-post&p=1167584"},"modified":"2026-04-07T01:46:53","modified_gmt":"2026-04-07T08:46:53","slug":"mira%ef%bc%9a%e8%ae%a9ai%e7%9c%9f%e6%ad%a3%e8%af%bb%e6%87%82%e7%94%9f%e5%91%bd%e4%bd%93%e5%be%81%e7%9a%84%e4%b8%8d%e8%a7%84%e5%88%99%e5%be%8b%e5%8a%a8","status":"publish","type":"msr-blog-post","link":"https:\/\/cm-edgetun.pages.dev\/en-us\/research\/articles\/mira%ef%bc%9a%e8%ae%a9ai%e7%9c%9f%e6%ad%a3%e8%af%bb%e6%87%82%e7%94%9f%e5%91%bd%e4%bd%93%e5%be%81%e7%9a%84%e4%b8%8d%e8%a7%84%e5%88%99%e5%be%8b%e5%8a%a8\/","title":{"rendered":"MIRA\uff1a\u8ba9AI\u771f\u6b63\u8bfb\u61c2\u751f\u547d\u4f53\u5f81\u7684”\u4e0d\u89c4\u5219\u5f8b\u52a8”"},"content":{"rendered":"\n

\u7f16\u8005\u6309\uff1a\u533b\u7597AI\u5728\u5f71\u50cf\u8bca\u65ad\u4e0e\u75c5\u5386\u7406\u89e3\u9886\u57df\u5df2\u5c55\u73b0\u51fa\u60ca\u4eba\u7684\u6f5c\u529b\uff0c\u4f46\u4e00\u4e2a\u66f4\u6839\u672c\u7684\u6311\u6218\u6b63\u6d6e\u51fa\u6c34\u9762\uff1a\u6a21\u578b\u80fd\u591f\u8bfb\u61c2\u9759\u6001\u7684”\u5feb\u7167”\uff0c\u5374\u96be\u4ee5\u6355\u6349\u751f\u547d\u7684”\u52a8\u6001\u6d41\u8f6c”\u3002\u73b0\u6709\u65b9\u6cd5\u591a\u4f9d\u8d56\u89c4\u5219\u91c7\u6837\u4e0e\u63d2\u503c\u9884\u5904\u7406\u6765\u5f3a\u884c\u5bf9\u9f50\u6570\u636e\uff0c\u9762\u4e34\u7740\u4fe1\u606f\u5931\u771f\u3001\u566a\u58f0\u5f15\u5165\u3001\u4e34\u5e8a\u9002\u5e94\u6027\u5dee\u7b49\u5c40\u9650\uff0c\u66f4\u5f15\u53d1\u6df1\u5c42\u8d28\u7591\u2014\u2014\u82e5\u6a21\u578b\u59cb\u7ec8\u9700\u8981\u4eba\u5de5\u89c4\u6574\u624d\u80fd\u7406\u89e3\u65f6\u95f4\uff0c\u90a3\u5b83\u662f\u5426\u771f\u6b63\u201c\u9886\u609f\u201d\u4e86\u751f\u7406\u6f14\u53d8\u7684\u5185\u5728\u89c4\u5f8b\uff1f<\/p>\n\n\n\n

\u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51faMIRA\uff08Medical Irregular Time Series Foundation Model\uff09\uff0c\u5b9e\u73b0\u4e86\u533b\u7597\u65f6\u5e8f\u611f\u77e5\u7684\u5b8c\u5168\u8fde\u7eed\u6027\u3002\u8be5\u7814\u7a76\u4e0d\u518d\u4f9d\u8d56\u9884\u5904\u7406\u9636\u6bb5\u7684\u7c97\u66b4\u5bf9\u9f50\uff0c\u800c\u662f\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u5c31\u6559\u4f1a\u6a21\u578b”\u987a\u7740\u65f6\u95f4\u7684\u81ea\u7136\u8282\u594f\u53bb\u7406\u89e3”\uff0c\u4e3a\u533b\u7597AI\u8fc8\u5411”\u901a\u7528\u57fa\u5ea7”\u65f6\u4ee3\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/p>\n\n\n\n

\n\n\n\n

\u5728\u5927\u6a21\u578b\uff08LLMs\uff09\u4e0e\u8ba1\u7b97\u673a\u89c6\u89c9\uff08CV\uff09\u4e89\u76f8\u91cd\u5851\u533b\u7597\u884c\u4e1a\u7684\u4eca\u5929\uff0c\u6211\u4eec\u4f3c\u4e4e\u5df2\u7ecf\u62e5\u6709\u4e86\u201c\u65e0\u6240\u4e0d\u80fd\u201d\u7684\u6570\u5b57\u52a9\u624b\u3002\u5b83\u4eec\u80fd\u591f\u7cbe\u51c6\u89e3\u8bfbCT\u5f71\u50cf\uff0c\u4e5f\u80fd\u8f85\u52a9\u64b0\u5199\u75c5\u5386\u6458\u8981\u3002<\/p>\n\n\n\n

\u4f46\u533b\u7597AI\u4e16\u754c\u4e2d\uff0c\u4ecd\u6709\u4e00\u5757\u5173\u952e\u62fc\u56fe\u7f3a\u5931\u2014\u2014\u90a3\u5c31\u662f\u7406\u89e3\u201c\u751f\u547d\u52a8\u6001\u6f14\u53d8\u201d\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n

\u6b63\u5982\u56fe1\u6240\u793a\uff0c\u5982\u679c\u5c06\u60a3\u8005\u7684\u751f\u547d\u5386\u7a0b\u6bd4\u4f5c\u4e00\u90e8\u7535\u5f71\uff0c\u73b0\u6709\u7684AI\u5f80\u5f80\u53ea\u80fd\u6355\u6349\u5230\u96f6\u6563\u7684\u5e27\u753b\u3002<\/p>\n\n\n\n

\"Diagram\"<\/figure>\n\n\n\n

\u56fe1\uff1aAI\u201c\u6355\u6349\u201d\u6587\u672c\u548c\u65f6\u95f4\u5e8f\u5217\u5bf9\u6bd4<\/p>\n\n\n\n

\u5f71\u50cf\uff08Image\uff09\u662f\u201c\u5feb\u7167\u201d\uff0c\u5b9a\u683c\u7684\u4ec5\u4ec5\u662f\u67d0\u4e00\u77ac\u95f4\u7684\u89e3\u5256\u7ed3\u6784\u3002\u6587\u672c\uff08Text\uff09\u662f\u201c\u53d9\u8ff0\u201d\uff0c\u5f80\u5f80\u53ea\u662f\u5bf9\u65e2\u5f80\u75c5\u60c5\u7684\u4e3b\u89c2\u56de\u987e\u3002\u552f\u6709\u65f6\u95f4\u5e8f\u5217\uff08Time Series\uff09\uff0c\u5fe0\u5b9e\u8bb0\u5f55\u4e86\u751f\u547d\u4f53\u5f81\u7684\u8fde\u7eed\u8f68\u8ff9\u3002<\/p>\n\n\n\n

\u7136\u800c\uff0c\u8bfb\u61c2\u8fd9\u6761\u201c\u66f2\u7ebf\u201d\u8fdc\u6bd4\u5904\u7406\u9759\u6001\u56fe\u50cf\u590d\u6742\u3002<\/p>\n\n\n\n

\u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u4e86\u4e13\u4e3a\u533b\u7597\u65f6\u5e8f\u6570\u636e\u8bbe<\/strong>\u8ba1\u7684\u901a\u7528\u57fa\u5ea7\u6a21\u578bMIRA<\/strong>\uff08Medical Irregular Time Series Foundation Model\uff09\u3002\u8be5\u6a21\u578b\u57fa\u4e8e4540\u4ebf\u4e2a\u533b\u7597\u6570\u636e\u70b9\u8fdb\u884c\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\uff0c\u901a\u8fc7\u4e24\u5927\u6838\u5fc3\u6280\u672f\u7a81\u7834\u4e86\u4f20\u7edf\u6a21\u578b\u5bf9\u89c4\u5219\u91c7\u6837\u7684\u4f9d\u8d56\uff0c\u65e8\u5728\u89e3\u51b3\u771f\u5b9e\u4e16\u754c\u533b\u7597\u6570\u636e\u201c\u4e0d\u89c4\u5219\u3001\u5f02\u6784\u6027\u201d\u7684\u96be\u9898\u3002\u5b9e\u9a8c\u8868\u660e\uff0cMIRA\u5728\u5173\u952e\u9884\u6d4b\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u8d85\u8d8a\u4e86\u73b0\u6709SOTA\u6a21\u578b\uff0c\u5e76\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u96f6\u6837\u672c\uff08Zero-shot\uff09\u8fc1\u79fb\u80fd\u529b\u3002<\/p>\n\n\n\n

MIRA \u8bba\u6587\u94fe\u63a5\uff1a<\/strong>https:\/\/arxiv.org\/abs\/2506.07584 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

MIRA \u9879\u76ee\u94fe\u63a5\uff1a<\/strong>https:\/\/github.com\/microsoft\/MIRA (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

\u771f\u5b9e\u533b\u7597\u6570\u636e\uff1a\u5927\u6a21\u578b\u7684\u201c\u5669\u68a6\u201d<\/h2>\n\n\n\n

\u957f\u671f\u4ee5\u6765\uff0c\u533b\u7597\u65f6\u5e8f\u6a21\u578b\u7684\u901a\u7528\u5316\u8fdb\u7a0b\u9762\u4e34\u8bf8\u591a\u6311\u6218\uff0c\u5176\u6838\u5fc3\u95ee\u9898\u5728\u4e8e\u201c\u7406\u60f3\u5047\u8bbe\u201d\u4e0e\u201c\u73b0\u5b9e\u6570\u636e\u201d\u7684\u9519\u4f4d\u3002<\/p>\n\n\n\n

\u901a\u7528\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u901a\u5e38\u57fa\u4e8e\u201c\u89c4\u5219\u91c7\u6837\u201d\u7684\u7406\u60f3\u5316\u5047\u8bbe\uff0c\u5373\u6570\u636e\u662f\u6574\u9f50\u5212\u4e00\u3001\u5747\u5300\u5206\u5e03\u7684\u3002\u7136\u800c\uff0c\u5728\u771f\u5b9e\u533b\u7597\u573a\u666f\u4e2d\uff0c\u5c24\u5176\u662f\u91cd\u75c7\u76d1\u62a4\u5ba4\uff08ICU\uff09\uff0c\u751f\u547d\u4f53\u5f81\u7684\u8bb0\u5f55\u5f80\u5f80\u5448\u73b0\u51fa\u201c\u65f6\u758f\u65f6\u5bc6\u201d\u7684\u7279\u70b9\uff1a\u5fc3\u8df3\u4ee5\u79d2\u4e3a\u5355\u4f4d\u6ce2\u52a8\uff0c\u8840\u538b\u53ef\u80fd\u4ee5\u5c0f\u65f6\u4e3a\u5355\u4f4d\u8bb0\u5f55\uff0c\u800c\u8840\u6db2\u68c0\u6d4b\u6307\u6807\u53ef\u80fd\u9700\u8981\u4e00\u5929\u751a\u81f3\u66f4\u957f\u65f6\u95f4\u624d\u80fd\u66f4\u65b0\u4e00\u6b21\u3002<\/p>\n\n\n\n

\u8fd9\u79cd\u591a\u65f6\u95f4\u5c3a\u5ea6\u4ea4\u7ec7\u3001\u91c7\u6837\u9891\u7387\u4e0d\u89c4\u5219\u7684\u7279\u6027\uff0c\u6784\u6210\u4e86\u533b\u7597\u65f6\u5e8f\u6570\u636e\u6700\u663e\u8457\u7684\u6311\u6218\uff0c\u4e5f\u662f\u5927\u6a21\u578b\u5728\u533b\u7597\u9886\u57df\u843d\u5730\u5e94\u7528\u7684\u6838\u5fc3\u969c\u788d\u3002<\/p>\n\n\n\n

\u56fe2\u533b\u5b66\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5177\u6709\u4ee5\u4e0b\u7279\u70b9\uff1a\u65f6\u95f4\u95f4\u9694\u4e0d\u89c4\u5219\uff1b\u91c7\u6837\u7387\u5f02\u8d28\uff1b\u7531\u4e8e\u4e34\u5e8a\u5de5\u4f5c\u6d41\u7a0b\u4e0d\u6807\u51c6\u6216\u4eea\u5668\u5b89\u88c5\u4e0d\u5230\u4f4d\u9020\u6210\u7684\u6570\u636e\u7f3a\u5931\u3002<\/p>\n\n\n\n

\"Diagram\"<\/figure>\n\n\n\n

\u56fe2\uff1a\u533b\u7597\u65f6\u95f4\u5e8f\u5217<\/p>\n\n\n\n

\u4f20\u7edf\u65b9\u6cd5\u4e3a\u4e86\u8ba9\u6a21\u578b\u5904\u7406\u8fd9\u4e9b\u6570\u636e\uff0c\u5f80\u5f80\u4e0d\u5f97\u4e0d\u91c7\u7528\u63d2\u503c\uff08Imputation\uff09\u7b49\u624b\u6bb5\u5f3a\u884c\u5bf9\u9f50\u3002\u8fd9\u79cd\u505a\u6cd5\u4e0d\u4ec5\u5bb9\u6613\u5f15\u5165\u4eba\u4e3a\u7684\u201c\u566a\u58f0\u201d\uff0c\u8fd8\u53ef\u80fd\u4e22\u5931\u539f\u672c\u7684\u65f6\u95f4\u52a8\u529b\u5b66\u4fe1\u606f\uff0c\u5c5e\u4e8e\u5178\u578b\u7684\u201c\u524a\u8db3\u9002\u5c65\u201d\u3002<\/p>\n\n\n\n

\u800cMIRA\u7684\u63d0\u51fa\uff0c\u6b63\u662f\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u96be\u9898\u3002\u5b83\u4e0d\u518d\u5c40\u9650\u4e8e\u5355\u4e00\u573a\u666f\u8bad\u7ec3\uff0c\u800c\u662f\u4ece\u6d77\u91cf\u533b\u7597\u6570\u636e\u4e2d\u5b66\u4e60\u8de8\u573a\u666f\u3001\u8de8\u6a21\u6001\u7684\u751f\u7406\u52a8\u6001\u6a21\u5f0f\uff0c\u6210\u4e3a\u4e00\u4e2a\u5177\u5907\u5353\u8d8a\u8fc1\u79fb\u80fd\u529b\u7684\u901a\u7528\u533b\u7597\u57fa\u5ea7\u6a21\u578b\u3002<\/p>\n\n\n\n

\u4e24\u5927\u6838\u5fc3\u6280\u672f\uff1a\u8bfb\u61c2\u4e0d\u89c4\u5219\u5f8b\u52a8<\/h2>\n\n\n\n

\u9762\u5bf9\u533b\u7597\u6570\u636e\u201c\u6742\u4e71\u65e0\u7ae0\u201d\u7684\u7279\u6027\uff0cMIRA\u8bbe\u8ba1\u4e86\u4e24\u5927\u6838\u5fc3\u6280\u672f\u6a21\u5757\uff0c\u5206\u522b\u89e3\u51b3\u4e86\u201c\u5386\u53f2\u201d\u4e0e\u201c\u672a\u6765\u201d\u7684\u5efa\u6a21\u96be\u9898\u3002<\/p>\n\n\n\n

\"Diagram\"<\/figure>\n\n\n\n

\u56fe3\uff1aMIRA\u67b6\u6784\u793a\u610f\u56fe<\/p>\n\n\n\n

MIRA\u7684\u67b6\u6784\u5982\u4e0b\uff1a\u63a5\u6536\u4e0d\u89c4\u5219\u65f6\u95f4\u5e8f\u5217\u548c\u65f6\u95f4\u6233\u4f5c\u4e3a\u8f93\u5165\uff0c\u5e76\u5e94\u7528CT-RoPE\u8fdb\u884c\u8fde\u7eed\u65f6\u95f4\u7f16\u7801\uff0c\u6df7\u5408\u4e13\u5bb6\u5c42\u6839\u636e\u9891\u7387\u8def\u7531\u5230\u4e0d\u540c\u7684\u4e13\u5bb6\uff1bNeural ODE\u6a21\u5757\u5c06\u6f5c\u5728\u72b6\u6001\u6f14\u5316\u5230\u4efb\u610f\u76ee\u6807\u65f6\u95f4\u6233\uff0c\u4ece\u800c\u5b9e\u73b0\u7075\u6d3b\u7684\u65f6\u95f4\u611f\u77e5\u9884\u6d4b\u3002<\/p>\n\n\n\n

CT-RoPE\uff1a\u7ed9\u201c\u5386\u53f2\u201d\u4e00\u628a\u5f39\u6027\u6807\u5c3a<\/strong><\/p>\n\n\n\n

\u4f20\u7edf\u6a21\u578b\u5904\u7406\u65f6\u95f4\u5e8f\u5217\u4e60\u60ef\u7528\u79bb\u6563\u7684\u6574\u6570\u7d22\u5f15\uff081\uff0c2\uff0c3\u2026\uff09\u6765\u6807\u8bb0\u987a\u5e8f\uff0c\u9ed8\u8ba4\u6bcf\u4e00\u6b65\u8ddd\u79bb\u76f8\u7b49\uff0c\u5ffd\u7565\u4e86\u533b\u7597\u6570\u636e\u4e2d\u201c\u65f6\u758f\u65f6\u5bc6\u201d\u7684\u771f\u5b9e\u95f4\u9694\u3002<\/p>\n\n\n\n

MIRA\u521b\u65b0\u6027\u5730\u63d0\u51fa\u4e86\u8fde\u7eed\u65f6\u95f4\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\uff08CT-RoPE\uff09\u3002\u5b83\u6452\u5f03\u4e86\u79bb\u6563\u7d22\u5f15\uff0c\u76f4\u63a5\u5c06\u771f\u5b9e\u7684\u8fde\u7eed\u65f6\u95f4\u6233\u4ee3\u5165\u65cb\u8f6c\u77e9\u9635\u8ba1\u7b97\u3002\u8fd9\u610f\u5473\u7740\uff0c\u6a21\u578b\u80fd\u591f\u7cbe\u51c6\u611f\u77e5\u5386\u53f2\u8bb0\u5f55\u4e2d\u4efb\u610f\u65f6\u95f4\u95f4\u9694\u7684\u53d8\u5316\uff0c\u800c\u4e0d\u662f\u673a\u68b0\u5730\u8bb0\u5f55\u91c7\u6837\u6b21\u6570\u3002<\/p>\n\n\n\n

Neural ODE\uff1a\u63cf\u7ed8\u201c\u672a\u6765\u201d\u7684\u8fde\u7eed\u66f2\u7ebf<\/strong><\/p>\n\n\n\n

\u4eba\u4f53\u72b6\u6001\u662f\u8fde\u7eed\u6d41\u52a8\u7684\uff0c\u800c\u975e\u79bb\u6563\u8df3\u53d8\u3002\u4e3a\u4e86\u7cbe\u51c6\u63a8\u6f14\u75c5\u60c5\u8d70\u5411\uff0cMIRA\u5f15\u5165\u4e86\u795e\u7ecf\u5e38\u5fae\u5206\u65b9\u7a0b\uff08Neural ODE\uff09\u6a21\u5757\u3002<\/p>\n\n\n\n

\u5982\u679c\u8bf4CT-RoPE\u662f\u4e3a\u4e86\u8bfb\u61c2\u8fc7\u53bb\u96f6\u6563\u7684\u70b9\uff0c\u90a3\u4e48Neural ODE\u5c31\u662f\u4e3a\u4e86\u753b\u51fa\u672a\u6765\u8fde\u7eed\u7684\u7ebf\u3002\u5b83\u6a21\u62df\u751f\u7269\u4f53\u5185\u90e8\u7684\u52a8\u529b\u5b66\u53d8\u5316\uff0c\u80fd\u57fa\u4e8e\u79bb\u6563\u6570\u636e\u63a8\u5bfc\u51fa\u8fde\u7eed\u65f6\u95f4\u4e0b\u7684\u6f5c\u5728\u72b6\u6001\u6f14\u5316\u8f68\u8ff9\u3002\u5373\u4f7f\u672a\u6765\u7684\u91c7\u6837\u65f6\u95f4\u70b9\u4e0d\u786e\u5b9a\uff0c\u6a21\u578b\u4e5f\u80fd\u4f9d\u5faa\u751f\u7406\u89c4\u5f8b\uff0c\u7ed9\u51fa\u7b26\u5408\u52a8\u529b\u5b66\u903b\u8f91\u7684\u5408\u7406\u9884\u6d4b\u3002<\/p>\n\n\n\n

\u5b9e\u9a8c\u9a8c\u8bc1\uff1a\u96f6\u6837\u672c\u4e0e\u9ad8\u9c81\u68d2\u6027<\/h2>\n\n\n\n

\u7814\u7a76\u56e2\u961f\u5728MIMIC-III\u3001MIMIC-IV\u7b49\u591a\u4e2a\u6743\u5a01\u6570\u636e\u96c6\u4e0a\u5bf9MIRA\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002<\/p>\n\n\n\n

1. \u96f6\u6837\u672c\uff08Zero-shot\uff09\u9884\u6d4b\u7a81\u7834<\/strong><\/p>\n\n\n\n

\u6700\u503c\u5f97\u5173\u6ce8\u7684\u662fMIRA\u7684\u8fc1\u79fb\u80fd\u529b\u3002\u5728\u672a\u7ecf\u8fc7\u4efb\u4f55\u7279\u5b9a\u76ee\u6807\u6570\u636e\u96c6\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\uff0cMIRA\u76f4\u63a5\u88ab\u90e8\u7f72\u5230\u5168\u65b0\u7684\u533b\u7597\u573a\u666f\u4e2d\u3002<\/p>\n\n\n\n

\u6570\u636e\u663e\u793a\uff0c\u5176\u5728\u5206\u5e03\u5916\uff08OOD\uff09\u6d4b\u8bd5\u96c6\u4e0a\u7684\u8868\u73b0\uff0c\u751a\u81f3\u8d85\u8d8a\u4e86\u90e8\u5206\u4e13\u95e8\u8bad\u7ec3\u7684\u5168\u76d1\u7763\u6a21\u578b\u3002\u8fd9\u8bf4\u660eMIRA\u5b66\u5230\u4e86\u751f\u7406\u4fe1\u53f7\u53d8\u5316\u7684\u201c\u901a\u7528\u89c4\u5f8b\u201d\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u62df\u5408\u4e86\u67d0\u5bb6\u533b\u9662\u7684\u6570\u636e\u5206\u5e03\u3002<\/p>\n\n\n\n

\"Diagram\"<\/figure>\n\n\n\n

\u56fe4\uff1a\u4e0d\u540c\u6a21\u578b\u5728OOD\u6d4b\u8bd5\u96c6\u4e0a\u8868\u73b0<\/p>\n\n\n\n

2.\u6781\u5ea6\u7a00\u758f\u6570\u636e\u7684\u201c\u9ad8\u9c81\u68d2\u6027\u201d<\/strong><\/p>\n\n\n\n

\u9762\u5bf9\u7f3a\u5931\u503c\uff0c\u4f20\u7edf\u6a21\u578b\u5f80\u5f80\u4f9d\u8d56\u63d2\u503c\u9884\u5904\u7406\u3002\u8fd9\u79cd\u505a\u6cd5\u4e0d\u4ec5\u4f1a\u5f15\u5165\u4eba\u4e3a\u566a\u58f0\uff0c\u8fd8\u53ef\u80fd\u7834\u574f\u6570\u636e\u7684\u539f\u59cb\u5206\u5e03\u7279\u6027\u3002<\/p>\n\n\n\n

\u800cMIRA\u5f97\u76ca\u4e8eNeural ODE\uff0c\u65e0\u9700\u4efb\u4f55\u63d2\u503c\u64cd\u4f5c\u5373\u53ef\u539f\u751f\u9002\u914d\u3002\u901a\u8fc7\u5efa\u6a21\u65f6\u95f4\u5e8f\u5217\u7684\u8fde\u7eed\u52a8\u529b\u5b66\u7279\u6027\uff0cMIRA\u80fd\u591f\u76f4\u63a5\u5904\u7406\u6570\u636e\u4e2d\u7684\u7f3a\u5931\u503c\uff0c\u65e0\u9700\u989d\u5916\u7684\u9884\u5904\u7406\u6b65\u9aa4\u3002<\/p>\n\n\n\n

\u5b9e\u9a8c\u8868\u660e\uff0c\u5373\u4fbf\u5728\u6570\u636e\u6781\u5ea6\u7a00\u758f\uff08\u4f8b\u5982\u4ec5\u4fdd\u755930%\u89c2\u6d4b\u70b9\uff09\u7684\u6761\u4ef6\u4e0b\uff0cMIRA\u7684\u6027\u80fd\u4f9d\u7136\u4fdd\u6301\u7a33\u5065\uff0c\u5e76\u672a\u50cf\u4f20\u7edf\u9884\u6d4b\u6a21\u578b\u90a3\u6837\u51fa\u73b0\u6027\u80fd\u7684\u663e\u8457\u4e0b\u6ed1\u3002\u8fd9\u79cd\u5bf9\u771f\u5b9e\u4e16\u754c\u201c\u810f\u6570\u636e\u201d\u7684\u9002\u5e94\u80fd\u529b\uff0c\u8bc1\u660e\u4e86\u5176\u5728\u590d\u6742\u4e34\u5e8a\u73af\u5883\u4e0b\u7684\u9ad8\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n

\"table\"<\/figure>\n\n\n\n

\u56fe5\uff1a\u5b9e\u9a8c\u7ed3\u679c<\/p>\n\n\n\n

\u5f00\u542f\u533b\u7597AI\u7684\u201c\u901a\u7528\u57fa\u5ea7\u201d\u65f6\u4ee3<\/h2>\n\n\n\n

MIRA\u7684\u63d0\u51fa\u53ef\u8c13\u662f\u533b\u7597\u65f6\u5e8f\u9884\u6d4b\u5411\u201c\u901a\u7528\u57fa\u5ea7\u201d\u65f6\u4ee3\u8fc8\u8fdb\u7684\u91cd\u8981\u63a2\u7d22\u3002\u901a\u8fc7\u89e3\u51b3\u4e0d\u89c4\u5219\u91c7\u6837\u548c\u5f02\u6784\u6570\u636e\u96be\u9898\uff0cMIRA\u4e3a\u533b\u7597AI\u6446\u8131\u201c\u70df\u56f1\u5f0f\u201d\u5f00\u53d1\u6a21\u5f0f\u63d0\u4f9b\u4e86\u53ef\u80fd\u3002<\/p>\n\n\n\n

\u672a\u6765\uff0c\u533b\u9662\u6216\u53ef\u5229\u7528MIRA\u4f5c\u4e3a\u5e95\u5ea7\uff0c\u914d\u5408\u5c11\u91cf\u672c\u5730\u6570\u636e\u5fae\u8c03\uff0c\u5feb\u901f\u83b7\u5f97\u9ad8\u7cbe\u5ea6\u7684\u5b9a\u5236\u5316\u6a21\u578b\u3002\u8fd9\u4e3a\u6784\u5efa\u66f4\u667a\u80fd\u7684ICU\u65e9\u671f\u9884\u8b66\u3001\u6162\u75c5\u7ba1\u7406\u4ee5\u53ca\u901a\u7528AI\u52a9\u624b\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/p>\n\n\n\n

\u672c\u6587\u9996\u53d1\u4e8e”\u91cf\u5b50\u4f4d”\u3002<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"

\u7f16\u8005\u6309\uff1a\u533b\u7597AI\u5728\u5f71\u50cf\u8bca\u65ad\u4e0e\u75c5\u5386\u7406\u89e3\u9886\u57df\u5df2\u5c55\u73b0\u51fa\u60ca\u4eba\u7684\u6f5c\u529b\uff0c\u4f46\u4e00\u4e2a\u66f4\u6839\u672c\u7684\u6311\u6218\u6b63\u6d6e\u51fa\u6c34\u9762\uff1a\u6a21\u578b\u80fd\u591f\u8bfb\u61c2\u9759\u6001\u7684”\u5feb\u7167”\uff0c\u5374\u96be\u4ee5\u6355\u6349\u751f\u547d\u7684”\u52a8\u6001\u6d41\u8f6c”\u3002\u73b0\u6709\u65b9\u6cd5\u591a\u4f9d\u8d56\u89c4\u5219\u91c7\u6837\u4e0e\u63d2\u503c\u9884\u5904\u7406\u6765\u5f3a\u884c\u5bf9\u9f50\u6570\u636e\uff0c\u9762\u4e34\u7740\u4fe1\u606f\u5931\u771f\u3001\u566a\u58f0\u5f15\u5165\u3001\u4e34\u5e8a\u9002\u5e94\u6027\u5dee\u7b49\u5c40\u9650\uff0c\u66f4\u5f15\u53d1\u6df1\u5c42\u8d28\u7591\u2014\u2014\u82e5\u6a21\u578b\u59cb\u7ec8\u9700\u8981\u4eba\u5de5\u89c4\u6574\u624d\u80fd\u7406\u89e3\u65f6\u95f4\uff0c\u90a3\u5b83\u662f\u5426\u771f\u6b63\u201c\u9886\u609f\u201d\u4e86\u751f\u7406\u6f14\u53d8\u7684\u5185\u5728\u89c4\u5f8b\uff1f \u5bf9\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51faMIRA\uff08Medical Irregular Time Series Foundation Model\uff09\uff0c\u5b9e\u73b0\u4e86\u533b\u7597\u65f6\u5e8f\u611f\u77e5\u7684\u5b8c\u5168\u8fde\u7eed\u6027\u3002\u8be5\u7814\u7a76\u4e0d\u518d\u4f9d\u8d56\u9884\u5904\u7406\u9636\u6bb5\u7684\u7c97\u66b4\u5bf9\u9f50\uff0c\u800c\u662f\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u5c31\u6559\u4f1a\u6a21\u578b”\u987a\u7740\u65f6\u95f4\u7684\u81ea\u7136\u8282\u594f\u53bb\u7406\u89e3”\uff0c\u4e3a\u533b\u7597AI\u8fc8\u5411”\u901a\u7528\u57fa\u5ea7”\u65f6\u4ee3\u5960\u5b9a\u4e86\u57fa\u7840\u3002 \u5728\u5927\u6a21\u578b\uff08LLMs\uff09\u4e0e\u8ba1\u7b97\u673a\u89c6\u89c9\uff08CV\uff09\u4e89\u76f8\u91cd\u5851\u533b\u7597\u884c\u4e1a\u7684\u4eca\u5929\uff0c\u6211\u4eec\u4f3c\u4e4e\u5df2\u7ecf\u62e5\u6709\u4e86\u201c\u65e0\u6240\u4e0d\u80fd\u201d\u7684\u6570\u5b57\u52a9\u624b\u3002\u5b83\u4eec\u80fd\u591f\u7cbe\u51c6\u89e3\u8bfbCT\u5f71\u50cf\uff0c\u4e5f\u80fd\u8f85\u52a9\u64b0\u5199\u75c5\u5386\u6458\u8981\u3002 \u4f46\u533b\u7597AI\u4e16\u754c\u4e2d\uff0c\u4ecd\u6709\u4e00\u5757\u5173\u952e\u62fc\u56fe\u7f3a\u5931\u2014\u2014\u90a3\u5c31\u662f\u7406\u89e3\u201c\u751f\u547d\u52a8\u6001\u6f14\u53d8\u201d\u7684\u80fd\u529b\u3002 \u6b63\u5982\u56fe1\u6240\u793a\uff0c\u5982\u679c\u5c06\u60a3\u8005\u7684\u751f\u547d\u5386\u7a0b\u6bd4\u4f5c\u4e00\u90e8\u7535\u5f71\uff0c\u73b0\u6709\u7684AI\u5f80\u5f80\u53ea\u80fd\u6355\u6349\u5230\u96f6\u6563\u7684\u5e27\u753b\u3002 \u56fe1\uff1aAI\u201c\u6355\u6349\u201d\u6587\u672c\u548c\u65f6\u95f4\u5e8f\u5217\u5bf9\u6bd4 \u5f71\u50cf\uff08Image\uff09\u662f\u201c\u5feb\u7167\u201d\uff0c\u5b9a\u683c\u7684\u4ec5\u4ec5\u662f\u67d0\u4e00\u77ac\u95f4\u7684\u89e3\u5256\u7ed3\u6784\u3002\u6587\u672c\uff08Text\uff09\u662f\u201c\u53d9\u8ff0\u201d\uff0c\u5f80\u5f80\u53ea\u662f\u5bf9\u65e2\u5f80\u75c5\u60c5\u7684\u4e3b\u89c2\u56de\u987e\u3002\u552f\u6709\u65f6\u95f4\u5e8f\u5217\uff08Time Series\uff09\uff0c\u5fe0\u5b9e\u8bb0\u5f55\u4e86\u751f\u547d\u4f53\u5f81\u7684\u8fde\u7eed\u8f68\u8ff9\u3002 \u7136\u800c\uff0c\u8bfb\u61c2\u8fd9\u6761\u201c\u66f2\u7ebf\u201d\u8fdc\u6bd4\u5904\u7406\u9759\u6001\u56fe\u50cf\u590d\u6742\u3002 \u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u4e86\u4e13\u4e3a\u533b\u7597\u65f6\u5e8f\u6570\u636e\u8bbe\u8ba1\u7684\u901a\u7528\u57fa\u5ea7\u6a21\u578bMIRA\uff08Medical Irregular Time Series Foundation Model\uff09\u3002\u8be5\u6a21\u578b\u57fa\u4e8e4540\u4ebf\u4e2a\u533b\u7597\u6570\u636e\u70b9\u8fdb\u884c\u5927\u89c4\u6a21\u9884\u8bad\u7ec3\uff0c\u901a\u8fc7\u4e24\u5927\u6838\u5fc3\u6280\u672f\u7a81\u7834\u4e86\u4f20\u7edf\u6a21\u578b\u5bf9\u89c4\u5219\u91c7\u6837\u7684\u4f9d\u8d56\uff0c\u65e8\u5728\u89e3\u51b3\u771f\u5b9e\u4e16\u754c\u533b\u7597\u6570\u636e\u201c\u4e0d\u89c4\u5219\u3001\u5f02\u6784\u6027\u201d\u7684\u96be\u9898\u3002\u5b9e\u9a8c\u8868\u660e\uff0cMIRA\u5728\u5173\u952e\u9884\u6d4b\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u8d85\u8d8a\u4e86\u73b0\u6709SOTA\u6a21\u578b\uff0c\u5e76\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u96f6\u6837\u672c\uff08Zero-shot\uff09\u8fc1\u79fb\u80fd\u529b\u3002 MIRA \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2506.07584 (opens in new tab) MIRA \u9879\u76ee\u94fe\u63a5\uff1ahttps:\/\/github.com\/microsoft\/MIRA (opens in new tab) \u957f\u671f\u4ee5\u6765\uff0c\u533b\u7597\u65f6\u5e8f\u6a21\u578b\u7684\u901a\u7528\u5316\u8fdb\u7a0b\u9762\u4e34\u8bf8\u591a\u6311\u6218\uff0c\u5176\u6838\u5fc3\u95ee\u9898\u5728\u4e8e\u201c\u7406\u60f3\u5047\u8bbe\u201d\u4e0e\u201c\u73b0\u5b9e\u6570\u636e\u201d\u7684\u9519\u4f4d\u3002 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