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\n\n\n\n

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1. \u4ece\u201c\u5355\u4e00\u89c6\u89d2\u201d\u5230\u201c\u591a\u6a21\u6001\u878d\u5408\u201d\uff1a\u63a8\u52a8\u963f\u5c14\u8328\u6d77\u9ed8\u75c5\u65e9\u671f\u8bca\u65ad\u8fc8\u51fa\u5173\u952e\u4e00\u6b65<\/em><\/strong><\/p>\n\n\n\n

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\"diagram,
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Joint Adaptation of Uni-modal Foundation Models for Multi-modal Alzheimer’s Disease Diagnosis \uff08\u5df2\u88ab ICLR 2026 \u63a5\u6536\uff09<\/strong><\/p>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/forum?id=gPTjQxC74G (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

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

2. \u8ba9\u836f\u7269\u771f\u6b63\u8fdb\u5165\u5927\u8111\uff1a\u201c\u4eba\u673a\u534f\u4f5c\u201d\u91cd\u6784\u8111\u9776\u5411\u836f\u7269\u7814\u53d1\u8def\u5f84<\/em><\/strong><\/p>\n\n\n\n

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\u4f20\u7edf\u7684\u836f\u7269\u7b5b\u9009\u65b9\u6cd5\u4e3b\u8981\u4f9d\u8d56\u53cd\u590d\u8bd5\u9519\uff0c\u901a\u8fc7\u5927\u91cf\u5b9e\u9a8c\u9010\u6b65\u7b5b\u9009\u5177\u6709\u6f5c\u5728\u7a7f\u900f\u80fd\u529b\u7684\u5019\u9009\u5206\u5b50\u3002\u8fd9\u79cd\u65b9\u5f0f\u4e0d\u4ec5\u5468\u671f\u6f2b\u957f\u3001\u6210\u672c\u9ad8\u6602\uff0c\u800c\u4e14\u6210\u529f\u7387\u6709\u9650\uff0c\u5f80\u5f80\u9700\u8981\u591a\u5e74\u65f6\u95f4\u624d\u80fd\u9a8c\u8bc1\u5c11\u6570\u53ef\u884c\u65b9\u6848\u3002<\/p>\n\n\n\n

\u4e3a\u6253\u7834\u8fd9\u4e00\u74f6\u9888\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff08\u4e0a\u6d77\uff09\u8054\u5408\u590d\u65e6\u5927\u5b66\u836f\u5b66\u9662\uff0c\u6784\u5efa\u4e86\u4e00\u5957\u5b9e\u9a8c\u5ba4\u95ed\u73af\uff08lab-in-the-loop\uff09\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff0c\u5c06\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u4e0e\u5b9e\u9a8c\u9a8c\u8bc1\u7d27\u5bc6\u7ed3\u5408\uff0c\u5f62\u6210\u6301\u7eed\u8fed\u4ee3\u7684\u95ed\u73af\u7cfb\u7edf\u3002<\/p>\n\n\n\n

\u7814\u7a76\u5458\u4eec\u9996\u5148\u4ece\u8de8\u8d8a\u534a\u4e2a\u4e16\u7eaa\u76849500\u7bc7\u76f8\u5173\u6587\u732e\u4e2d\u63d0\u53d6\u51fa17600\u4e2a\u7279\u5f81\uff0c\u7136\u540e\u8bad\u7ec3\u51fa\u80fd\u591f\u7cbe\u51c6\u9884\u6d4b\u7eb3\u7c73\u836f\u7269\u9012\u9001\u7cfb\u7edf\u7a7f\u900f\u6548\u7387\u7684\u4e13\u7528\u6a21\u578b\u3002\u6a21\u578b\u5b8c\u6210\u521d\u6b65\u7b5b\u9009\u540e\uff0cAI\u751f\u6210\u7684\u5019\u9009\u65b9\u6848\u4f1a\u8fdb\u5165\u5b9e\u9a8c\u73af\u8282\u8fdb\u884c\u9a8c\u8bc1\uff1b\u5b9e\u9a8c\u7ed3\u679c\u518d\u53cd\u9988\u81f3\u6a21\u578b\uff0c\u7528\u4e8e\u6301\u7eed\u4f18\u5316\u7b97\u6cd5\u3002\u901a\u8fc7\u201c\u9884\u6d4b-\u9a8c\u8bc1-\u518d\u5b66\u4e60\u201d\u7684\u5faa\u73af\u673a\u5236\uff0c\u6574\u4e2a\u7814\u7a76\u8fc7\u7a0b\u4ece\u4f20\u7edf\u8bd5\u9519\u6a21\u5f0f\uff0c\u8f6c\u5411\u66f4\u9ad8\u6548\u3001\u66f4\u7cbe\u51c6\u7684\u6570\u636e\u9a71\u52a8\u9884\u6d4b\u6a21\u5f0f\u3002<\/p>\n\n\n\n

\"diagram\"
\u56fe2\uff1a\u5b9e\u9a8c\u5ba4\u95ed\u73af\u6846\u67b6<\/figcaption><\/figure>\n\n\n\n

\u501f\u52a9\u8fd9\u4e00\u65b9\u6cd5\uff0c\u7814\u7a76\u5458\u4eec\u8bc6\u522b\u51fa\u7c92\u5f84\uff08Particle Size\uff09\u548c\u8868\u9762\u7535\u4f4d\uff08Zeta Potential\uff09\u7b49\u591a\u9879\u5f71\u54cd\u8111\u9776\u5411\u9012\u9001\u6548\u7387\u7684\u5173\u952e\u53c2\u6570\u3002\u5728\u5b9e\u9a8c\u9a8c\u8bc1\u4e2d\uff0c\u7531AI\u8bbe\u8ba1\u7684\u9012\u9001\u7cfb\u7edf\u5728\u8111\u90e8\u7684\u5bcc\u96c6\u6548\u7387\u63d0\u5347\u8fbe\u5341\u500d\u4e4b\u591a\u3002<\/strong>\u8fd9\u79cd\u201c\u4eba\u673a\u534f\u4f5c\u201d\u6a21\u5f0f\u4e0d\u4ec5\u4e3a\u8111\u9776\u5411\u836f\u7269\u8bbe\u8ba1\u63d0\u4f9b\u4e86\u65b0\u7684\u8def\u5f84\uff0c\u4e5f\u6709\u671b\u5728\u66f4\u591a\u590d\u6742\u836f\u7269\u7814\u53d1\u4efb\u52a1\u4e2d\u53d1\u6325\u4ef7\u503c\uff0c\u52a0\u901f\u65b0\u836f\u4ece\u5b9e\u9a8c\u5ba4\u8d70\u5411\u4e34\u5e8a\u7684\u8fdb\u7a0b\u3002<\/p>\n\n\n\n

Lab-in-the-loop machine learning for brain-targeting delivery system design \uff08\u5df2\u53d1\u8868\u5728Cell Biomaterials\u671f\u520a\uff09<\/strong><\/p>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.sciencedirect.com\/science\/article\/pii\/S3050562325001217 (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

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

3. \u8bfb\u61c2\u6bcf\u4f4d\u60a3\u8005\u7684\u201c\u75be\u75c5\u8f68\u8ff9\u201d\uff1a\u6784\u5efa\u5e15\u91d1\u68ee\u75c5\u4e2a\u6027\u5316\u9884\u6d4b\u6a21\u578b<\/em><\/strong><\/p>\n\n\n\n

\u5f53\u7cbe\u51c6\u8bca\u65ad\u4e0e\u9ad8\u6548\u836f\u7269\u9012\u9001\u5f62\u6210\u5408\u529b\uff0c\u795e\u7ecf\u75be\u75c5\u8bca\u7597\u4ecd\u9700\u8981\u4e00\u5957\u52a8\u6001\u7cfb\u7edf\u6765\u76d1\u6d4b\u6cbb\u7597\u6548\u679c\u3001\u63d0\u524d\u9884\u5224\u75c5\u60c5\u8d70\u52bf\u3002\u5373\u4fbf\u540c\u4e00\u79cd\u75be\u75c5\uff0c\u5728\u4e0d\u540c\u60a3\u8005\u8eab\u4e0a\u7684\u8fdb\u5c55\u8f68\u8ff9\u4e5f\u622a\u7136\u4e0d\u540c\u3002\u4ee5\u5e15\u91d1\u68ee\u75c5\u4e3a\u4f8b\uff0c\u4e0d\u540c\u60a3\u8005\u7684\u75c7\u72b6\u8fdb\u5c55\u901f\u5ea6\u3001\u5bf9\u836f\u7269\u7684\u53cd\u5e94\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002\u800c\u4f20\u7edf\u9884\u6d4b\u6a21\u578b\u4ec5\u80fd\u5b9e\u73b0\u7fa4\u4f53\u5c42\u9762\u7684\u8d8b\u52bf\u5224\u65ad\uff0c\u65e0\u6cd5\u4e3a\u4e2a\u4f53\u63d0\u4f9b\u7cbe\u51c6\u7684\u75c5\u7a0b\u9884\u5224\u3002<\/p>\n\n\n\n

\u4e3a\u66f4\u597d\u5730\u523b\u753b\u4e2a\u4f53\u5dee\u5f02\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff08\u4e0a\u6d77\uff09\u4e0e\u9999\u6e2f\u5927\u5b66\u5408\u4f5c\u4e8e2024\u5e74\u63d0\u51fa\u4e86AdaMedGraph\u56fe\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u3002\u5176\u6838\u5fc3\u601d\u8def\u662f\u5c06\u60a3\u8005\u95f4\u7684\u76f8\u4f3c\u5173\u7cfb\u8f6c\u5316\u4e3a\u56fe\u7ed3\u6784\u8868\u793a\uff0c\u501f\u52a9\u76f8\u4f3c\u60a3\u8005\u7684\u4fe1\u606f\u8f85\u52a9\u4e2a\u4f53\u9884\u6d4b\u3002\u5728\u8fd9\u4e00\u7f51\u7edc\u4e2d\uff0c\u6bcf\u4f4d\u60a3\u8005\u4e0d\u4ec5\u7531\u81ea\u8eab\u6570\u636e\u63cf\u8ff0\uff0c\u8fd8\u80fd\u901a\u8fc7\u4e0e\u5176\u4ed6\u60a3\u8005\u7684\u5173\u8054\u83b7\u5f97\u989d\u5916\u4fe1\u606f\u652f\u6301\uff0c\u4f7f\u6a21\u578b\u66f4\u5168\u9762\u5730\u7406\u89e3\u75be\u75c5\u7684\u6f14\u53d8\u8fc7\u7a0b\u3002<\/p>\n\n\n\n

\"Diagram\"
\u56fe3\uff1a AdaMedGraph\u793a\u610f\u56fe<\/figcaption><\/figure>\n\n\n\n

\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u8be5\u6a21\u578b\u80fd\u591f\u5bf9\u5e15\u91d1\u68ee\u75c5\u60a3\u8005\u5728\u672a\u676512\u300124\u548c36\u4e2a\u6708\u5185\u7684\u591a\u7ef4\u75c5\u7a0b\u8fdb\u5c55\u8fdb\u884c\u9884\u6d4b\u3002\u8fd9\u610f\u5473\u7740\u533b\u751f\u4e0d\u4ec5\u80fd\u638c\u63e1\u60a3\u8005\u5f53\u524d\u72b6\u6001\uff0c\u8fd8\u80fd\u9884\u5224\u5176\u672a\u6765\u7684\u75c5\u7a0b\u6f14\u53d8\u8d8b\u52bf\uff0c\u8fdb\u800c\u5236\u5b9a\u66f4\u79d1\u5b66\u3001\u66f4\u4e2a\u4f53\u5316\u7684\u6cbb\u7597\u4e0e\u7ba1\u7406\u65b9\u6848\u3002<\/p>\n\n\n\n

Personalized progression modelling and prediction in Parkinson\u2019s disease with a novel multi-modal graph approach \uff08\u5df2\u53d1\u8868\u5728Nature \u65d7\u4e0bnpj Parkinson’s Disease\u671f\u520a\uff09<\/strong><\/p>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.nature.com\/articles\/s41531-024-00832-w (opens in new tab)<\/span><\/a><\/p>\n\n\n\n

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

\u6784\u5efa\u8111\u5065\u5eb7AI\u5168\u6d41\u7a0b\u65b0\u4f53\u7cfb<\/h2>\n\n\n\n

\u201c\u4ece\u963f\u5c14\u8328\u6d77\u9ed8\u75c5\u7684\u65e9\u671f\u8bca\u65ad\u3001\u8111\u9776\u5411\u836f\u7269\u7684\u7b5b\u9009\uff0c\u5230\u5e15\u91d1\u68ee\u75c5\u7684\u75c5\u7a0b\u7ba1\u7406\uff0c\u8fd9\u4e9b\u7814\u7a76\u5e76\u975e\u5f7c\u6b64\u5b64\u7acb\uff0c\u800c\u662f\u5728\u5171\u540c\u6307\u5411\u4e00\u4e2a\u66f4\u5b8c\u6574\u7684\u76ee\u6807\u3002\u201d\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9996\u5e2d\u7814\u7a76\u5458\u674e\u4e1c\u80dc\u8868\u793a\uff0c\u201c\u6211\u4eec\u5e0c\u671b\u4ee5\u5168\u5468\u671f\u3001\u5168\u573a\u666f\u4e3a\u51fa\u53d1\u70b9\uff0c\u63a8\u52a8AI\u6df1\u5ea6\u878d\u5165\u795e\u7ecf\u75be\u75c5\u8bca\u7597\u7684\u5168\u8fc7\u7a0b\u3002\u201d<\/p>\n\n\n\n

\u8fd9\u4e00\u5224\u65ad\uff0c\u6e90\u4e8eAI\u5728\u795e\u7ecf\u75be\u75c5\u9886\u57df\u6240\u5c55\u73b0\u51fa\u7684\u5de8\u5927\u6f5c\u529b\u3002\u968f\u7740\u6570\u636e\u3001\u7b97\u6cd5\u4e0e\u7b97\u529b\u7684\u534f\u540c\u6f14\u8fdb\uff0cAI\u6b63\u9010\u6b65\u6539\u53d8\u8fd9\u4e00\u9886\u57df\u7684\u7814\u7a76\u8303\u5f0f\u3002<\/p>\n\n\n\n

\u4e00\u65b9\u9762\uff0c\u501f\u52a9\u6570\u636e\u89c4\u6a21\u6548\u5e94\uff08scaling law\uff09\uff0c\u6a21\u578b\u4e0d\u4ec5\u53ef\u4ee5\u5229\u7528\u6709\u9650\u7684\u60a3\u8005\u6570\u636e\uff0c\u8fd8\u80fd\u591f\u878d\u5408\u6d77\u91cf\u5065\u5eb7\u4eba\u7fa4\u4e0e\u591a\u7c7b\u578b\u75be\u75c5\u6570\u636e\u8fdb\u884c\u9884\u8bad\u7ec3\uff0c\u518d\u901a\u8fc7\u6709\u9488\u5bf9\u6027\u7684\u5fae\u8c03\u7a81\u7834\u5c0f\u6837\u672c\u4e34\u5e8a\u6570\u636e\u7684\u9650\u5236\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u65b0\u4e00\u4ee3AI\u7b97\u6cd5\u6b63\u5728\u8d85\u8d8a\u4f20\u7edf\u7edf\u8ba1\u5206\u6790\u6846\u67b6\uff0c\u65e2\u53ef\u4ee5\u6316\u6398\u590d\u6742\u6570\u636e\u95f4\u7684\u5173\u8054\uff0c\u4e5f\u80fd\u591f\u63a2\u7d22\u75be\u75c5\u4e0e\u591a\u7ec4\u5b66\u6570\u636e\u4e4b\u95f4\u7684\u6f5c\u5728\u56e0\u679c\u673a\u5236\uff0c\u4e3a\u7406\u89e3\u795e\u7ecf\u75be\u75c5\u7684\u6df1\u5c42\u673a\u7406\u63d0\u4f9b\u65b0\u7684\u5de5\u5177\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u9ad8\u6548\u7b97\u529b\u7684\u5f15\u5165\uff0c\u4f7f\u79d1\u7814\u6d41\u7a0b\u53ef\u4ee5\u66f4\u5feb\u901f\u7684\u8fed\u4ee3\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u4ece\u53d1\u73b0\u5230\u9a8c\u8bc1\u7684\u6574\u4f53\u6548\u7387\u3002<\/p>\n\n\n\n

\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6b63\u9010\u6b65\u6784\u5efa\u8986\u76d6\u5168\u6d41\u7a0b\u7684\u8111\u5065\u5eb7AI\u7814\u7a76\u4f53\u7cfb<\/strong>\uff0c\u8d2f\u7a7f\u673a\u7406\u7406\u89e3\u3001\u836f\u7269\u53d1\u73b0\u3001\u65e9\u671f\u8bca\u65ad\u3001\u4e2a\u6027\u5316\u6cbb\u7597\uff0c\u4ee5\u53ca\u75c5\u7a0b\u9884\u6d4b\u4e0e\u5eb7\u590d\u8bad\u7ec3\u7b49\u5173\u952e\u73af\u8282\u3002\u4f8b\u5982\uff0c\u5728\u673a\u7406\u7814\u7a76\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u901a\u8fc7\u5e15\u91d1\u68ee\u75c5\u5efa\u6a21\u53d1\u73b0\uff0c\u4e0d\u540c\u57fa\u56e0\u578b\u4e0e\u8868\u5f81\u7684\u60a3\u8005\u5bf9\u5de6\u65cb\u591a\u5df4\u7684\u53cd\u5e94\u5b58\u5728\u663e\u8457\u5dee\u5f02\uff0c\u4e3a\u7406\u89e3\u75be\u75c5\u673a\u5236\u63d0\u4f9b\u4e86\u65b0\u7684\u7ebf\u7d22\uff1b\u5728\u836f\u7269\u53d1\u73b0\u65b9\u9762\uff0c\u9664\u8111\u9776\u5411\u9012\u9001\u7814\u7a76\u5916\uff0c\u7814\u7a76\u5458\u4eec\u6b64\u524d\u8fd8\u63a2\u7d22\u51fa\u6f5c\u5728\u7684\u836f\u7269\u7ec4\u5408\u7b56\u7565\uff0c\u4e3a\u62d3\u5c55\u795e\u7ecf\u75be\u75c5\u6cbb\u7597\u8def\u5f84\u63d0\u4f9b\u53ef\u80fd\uff1b\u5728\u65e9\u671f\u8bca\u65ad\u65b9\u9762\uff0c\u56e2\u961f\u6570\u5e74\u524d\u4fbf\u7814\u53d1\u51fa\u8bed\u97f3\u5206\u6790\u6a21\u578b\uff0c\u7528\u4e8e\u963f\u5c14\u8328\u6d77\u9ed8\u75c5\u65e0\u521b\u7b5b\u67e5\uff1b<\/a>\u5728\u5eb7\u590d\u9636\u6bb5\uff0c\u201c\u5fc6\u6211\u201d\uff08ReMe\uff09\u5de5\u5177\u5219\u4e3a\u963f\u5c14\u8328\u6d77\u9ed8\u75c5\u60a3\u8005\u63d0\u4f9b\u4e2a\u6027\u5316\u8bad\u7ec3\u65b9\u6848\u3002<\/a><\/p>\n\n\n\n

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