{"id":1060839,"date":"2023-12-19T01:19:00","date_gmt":"2023-12-19T09:19:00","guid":{"rendered":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/?post_type=msr-blog-post&#038;p=1060839"},"modified":"2024-09-25T03:52:09","modified_gmt":"2024-09-25T10:52:09","slug":"dongsheng-ai-neuroscience","status":"publish","type":"msr-blog-post","link":"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/articles\/dongsheng-ai-neuroscience\/","title":{"rendered":"\u5f53AI\u9047\u89c1\u5927\u8111\uff1a\u7535\u8111\u4e0e\u4eba\u8111\u534f\u540c\u201c\u8fdb\u5316\u201d"},"content":{"rendered":"\n<p><em>\u4f5c\u8005\uff1a\u674e\u4e1c\u80dc<\/em><\/p>\n\n\n\n<div class=\"wp-block-media-text has-vertical-margin-small  has-vertical-padding-none  is-stacked-on-mobile has-white-background-color has-background\" style=\"grid-template-columns:34% auto\"><figure class=\"wp-block-media-text__media\"><img loading=\"lazy\" decoding=\"async\" width=\"598\" height=\"598\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-1.png\" alt=\"Dongsheng Li\" class=\"wp-image-1060842 size-full\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-1.png 598w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-1-300x300.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-1-150x150.png 150w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-1-180x180.png 180w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-1-360x360.png 360w\" sizes=\"auto, (max-width: 598px) 100vw, 598px\" \/><\/figure><div class=\"wp-block-media-text__content\">\n<div class=\"wp-block-group wp-block-quote is-style-spectrum is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<p 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Study\uff0cGBD\uff09\u663e\u793a\uff0c1997\u5e74\u81f32016\u5e74\uff0c\u6bcf\u5e74\u6709900\u4e07\u4eba\u6b7b\u4e8e\u8111\u90e8\u75be\u75c5\u3002\u533b\u5b66\u754c\u4e5f\u6709\u4e00\u53e5\u5e38\u8a00\uff1a\u53ea\u8981\u6d3b\u5f97\u591f\u4e45\uff0c\u5927\u8111\u603b\u4f1a\u51fa\u73b0\u95ee\u9898\u3002\u7279\u522b\u662f\u968f\u7740\u4eba\u53e3\u8001\u9f84\u5316\u7684\u52a0\u5267\uff0c\u8111\u90e8\u75be\u75c5\u7684\u53d1\u75c5\u7387\u4e5f\u5728\u6301\u7eed\u4e0a\u5347\u3002\u6bcb\u5eb8\u7f6e\u7591\uff0c\u7406\u89e3\u4eba\u8111\u548c\u6539\u5584\u4eba\u8111\u5065\u5eb7\u53d8\u5f97\u65e5\u76ca\u91cd\u8981\u3002<\/p>\n\n\n\n<p>\u90a3\u7531\u4eba\u7c7b\u667a\u6167\u5b55\u80b2\u7684\u4eba\u5de5\u667a\u80fd\u662f\u5426\u80fd\u4e3a\u4eba\u8111\u5065\u5eb7\u505a\u4e9b\u4ec0\u4e48\uff1f\u7b54\u6848\u662f\u80af\u5b9a\u7684\u3002\u4f8b\u5982\uff0c\u7531\u4e8e\u65b0\u751f\u513f\u5927\u8111\u53d1\u80b2\u4e0d\u6210\u719f\uff0c\u8111\u7535\u6ce2\u6570\u636e\u5b58\u5728\u4e2a\u4f53\u5dee\u5f02\u548c\u5927\u91cf\u566a\u58f0\uff0c\u5bfc\u81f4\u57fa\u4e8e\u8111\u7535\u6ce2\u7684\u65b0\u751f\u513f\u766b\u75eb\u68c0\u6d4b\u6210\u4e3a\u533b\u5b66\u754c\u7684\u4e16\u754c\u7ea7\u96be\u9898\u3002\u9488\u5bf9\u8fd9\u4e2a\u95ee\u9898\uff0c\u6211\u4eec\u4e0e\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u5408\u4f5c\uff0c\u8fd0\u7528\u4eba\u5de5\u667a\u80fd\u6280\u672f\u663e\u8457\u63d0\u9ad8\u4e86\u68c0\u6d4b\u7684\u51c6\u786e\u6027\uff0c\u4e0e\u76ee\u524d\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\u76f8\u6bd4\uff0cAUPRC\uff08\u7cbe\u786e\u7387-\u53ec\u56de\u7387\u66f2\u7ebf\u4e0b\u7684\u9762\u79ef\uff09\u63d0\u5347\u8d85\u8fc730%\uff0c\u8bc1\u660e\u4e86\u4eba\u5de5\u667a\u80fd\u4e0e\u8111\u79d1\u5b66\u8de8\u9886\u57df\u7814\u7a76\u7684\u5fc5\u8981\u6027\u548c\u53ef\u884c\u6027\u3002<\/p>\n\n\n\n<p>\u5728\u6b64\u524d\u4e00\u7cfb\u5217\u6210\u529f\u5b9e\u8df5\u7684\u57fa\u7840\u4e0a\uff0c\u6211\u548c\u540c\u4e8b\u4eec\u5f00\u59cb\u62d3\u5c55\u5e76\u6df1\u5316\u4eba\u5de5\u667a\u80fd\u4e0e\u8111\u79d1\u5b66\u7684\u8de8\u5b66\u79d1\u4ea4\u53c9\u7814\u7a76\uff0c\u501f\u52a9\u4eba\u5de5\u667a\u80fd\u6280\u672f\u6765\u5e2e\u52a9\u79d1\u5b66\u5bb6\u548c\u533b\u5b66\u4e13\u5bb6\u66f4\u597d\u5730\u7406\u89e3\u5927\u8111\uff0c\u63d0\u5347\u8111\u5065\u5eb7\u6c34\u5e73\uff0c\u4ee5\u53ca\u66f4\u6709\u6548\u5730\u4fdd\u62a4\u5927\u8111\uff0c\u540c\u65f6\uff0c\u4ece\u7406\u89e3\u5927\u8111\u7684\u7ed3\u6784\u548c\u6d3b\u52a8\u4e2d\u83b7\u5f97\u7075\u611f\uff0c\u542f\u53d1\u6211\u4eec\u8bbe\u8ba1\u66f4\u597d\u7684\u4eba\u5de5\u667a\u80fd\u3002<\/p>\n\n\n\n<h2 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class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"494\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-2-1024x494.png\" alt=\"\u56fe1\uff1a\u5927\u8111\u4fe1\u53f7\u6ce2\u52a8\u4e0e\u76f8\u5173\u7684\u5927\u8111\u6d3b\u52a8\u793a\u4f8b\" class=\"wp-image-1060845\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-2-1024x494.png 1024w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-2-300x145.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-2-768x370.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-2-240x116.png 240w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-2.png 1035w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1a\u5927\u8111\u4fe1\u53f7\u6ce2\u52a8\u4e0e\u76f8\u5173\u7684\u5927\u8111\u6d3b\u52a8\u793a\u4f8b<\/figcaption><\/figure>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u6b63\u5c55\u73b0\u51fa\u8d8a\u6765\u8d8a\u5f3a\u5927\u7684\u751f\u6210\u548c\u63a8\u7406\u80fd\u529b\uff0c\u4f46\u5728\u533b\u5b66\u9886\u57df\u4e2d\u76f4\u63a5\u5e94\u7528\u5927\u6a21\u578b\u8fd8\u5b58\u5728\u4e00\u4e9b\u58c1\u5792\u3002\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u5165\u957f\u5ea6\u6709\u6240\u9650\u5236\uff0c\u4f5c\u4e3a\u9ad8\u9891\u6570\u636e\u7684\u8111\u7535\u4fe1\u53f7\uff0c\u5373\u4f7f\u662f10\u5206\u949f\u7684\u91c7\u6837\u6570\u636e\u4e5f\u8fdc\u8fdc\u8d85\u8fc7\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u591f\u5904\u7406\u7684\u5e8f\u5217\u957f\u5ea6\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6211\u548c\u540c\u4e8b\u4eec\u8bad\u7ec3\u4e86\u9996\u4e2a\u8de8\u6570\u636e\u96c6\u7684\u8111\u7535\u57fa\u7840\u6a21\u578b\uff0c\u53ef\u4ee5\u5bf9\u4efb\u4f55\u8111\u7535\u6570\u636e\u8fdb\u884c\u5206\u6790\uff0c\u5b9e\u73b0\u4e86\u201c\u4e00\u5bf9\u591a\u201d\u7684\u8111\u7535\u7406\u89e3\u3002<\/p>\n\n\n\n<p>\u57fa\u4e8e\u8fd9\u4e2a\u57fa\u7840\u6a21\u578b\uff0c\u6211\u4eec\u8fd8\u5f00\u53d1\u4e86 AI Neurologist \u7cfb\u7edf\uff0c\u53ef\u8f85\u52a9\u4e34\u5e8a\u548c\u79d1\u7814\u573a\u666f\u4e0b\u7684\u8111\u7535\u4fe1\u53f7\u5206\u6790\u5de5\u4f5c\u3002AI Neurologist \u7cfb\u7edf\u4e0d\u4ec5\u63d0\u5347\u4e86\u533b\u62a4\u4eba\u5458\u548c\u795e\u7ecf\u79d1\u5b66\u5bb6\u7684\u5de5\u4f5c\u6548\u7387\uff0c\u540c\u65f6\u8fd8\u5c06\u533b\u751f\u7684\u5224\u65ad\u51c6\u786e\u7387\u7531\u539f\u6765\u768475%\u63d0\u9ad8\u81f390%\u3002\u76ee\u524d\uff0c\u6211\u4eec\u5df2\u7ecf\u5728 GitHub \u4e0a\u5f00\u6e90\u4e86\u8111\u7535\u4fe1\u53f7\u57fa\u7840\u6a21\u578b\uff0c\u4e5f\u671f\u671b\u6709\u66f4\u591a\u5173\u6ce8\u533b\u7597\u9886\u57df\u7684\u7814\u7a76\u4eba\u5458\uff0c\u4e0e\u6211\u4eec\u4e00\u540c\u63a2\u7d22\u8fd0\u7528\u4eba\u5de5\u667a\u80fd\u4fdd\u62a4\u5927\u8111\u5065\u5eb7\u7684\u66f4\u591a\u53ef\u80fd\u6027\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"318\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-3.gif\" alt=\"graphical user interface, application, Word\" class=\"wp-image-1060848\"\/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aAI Neurologist \u7cfb\u7edf<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u63a8\u52a8\u8d85\u58f0\u5b9a\u4f4d\u663e\u5fae\u955c\u6280\u672f\u8d70\u5411\u4e34\u5e8a\">\u63a8\u52a8\u8d85\u58f0\u5b9a\u4f4d\u663e\u5fae\u955c\u6280\u672f\u8d70\u5411\u4e34\u5e8a<\/h3>\n\n\n\n<p>\u5927\u8111\u6d3b\u52a8\u4e0e\u8840\u6db2\u5faa\u73af\u4e4b\u95f4\u5b58\u5728\u7d27\u5bc6\u7684\u8026\u5408\u6027\uff0c\u5c24\u5176\u662f\u5728\u8111\u90e8\u6d3b\u52a8\u589e\u52a0\u65f6\uff0c\u5927\u8111\u5bf9\u80fd\u91cf\u7684\u9700\u6c42\u4e5f\u66f4\u5927\uff0c\u8fd9\u65f6\u5c31\u9700\u8981\u8840\u6db2\u8f93\u9001\u66f4\u591a\u7684\u6c27\u6c14\u548c\u8425\u517b\u3002\u7531\u4e8e\u5b58\u5728\u8fd9\u79cd\u201c\u795e\u7ecf-\u8840\u7ba1\u8026\u5408\u201d\u6548\u5e94\uff0c\u7cbe\u51c6\u5730\u4e86\u89e3\u8111\u90e8\u7684\u8840\u6db2\u5faa\u73af\u6709\u52a9\u4e8e\u6211\u4eec\u66f4\u597d\u5730\u7406\u89e3\u8111\u90e8\u795e\u7ecf\u6d3b\u52a8\u3002<\/p>\n\n\n\n<p>\u4f20\u7edf\u7684\u8840\u6db2\u5faa\u73af\u68c0\u6d4b\u4e3b\u8981\u4f9d\u8d56\u4e8e CT\u3001MRI\uff08\u78c1\u5171\u632f\u6210\u50cf\uff09\u7b49\u6280\u672f\uff0c\u4f46\u8fd9\u4e9b\u6280\u672f\u4ef7\u683c\u6602\u8d35\u4e14\u5206\u8fa8\u7387\u8f83\u4f4e\uff0c\u53ea\u80fd\u89c2\u6d4b\u5230\u5c3a\u5ea6\u5728\u6570\u767e\u5fae\u7c73\u7ea7\u7684\u6bdb\u7ec6\u8840\u7ba1\u3002\u73b0\u5728\u8fd8\u6709\u4e00\u79cd\u524d\u6cbf\u7684\u8d85\u58f0\u5b9a\u4f4d\u663e\u5fae\u955c\u6280\u672f\u53ef\u4ee5\u628a\u5206\u8fa8\u7387\u4ece\u6beb\u7c73\u7ea7\u63d0\u5347\u81f3\u5341\u5fae\u7c73\u7ea7\uff0c\u4f46\u5b83\u5bf9\u5e27\u7387\u7684\u8981\u6c42\u975e\u5e38\u9ad8\uff0c\u6bcf\u79d2\u9700\u8981\u91c7\u96c61000\u4e2a\u56fe\u50cf\u5e76\u5f62\u6210\u89c6\u9891\u3002\u800c\u5728\u5b9e\u9645\u4e34\u5e8a\u5e94\u7528\u4e2d\uff0c\u89c6\u9891\u5e27\u7387\u901a\u5e38\u53ea\u6709100\u5e27\u6216\u8005\u66f4\u4f4e\u3002\u6b64\u5916\uff0c\u8d85\u58f0\u5b9a\u4f4d\u663e\u5fae\u955c\u6280\u672f\u5bf9\u6296\u52a8\u5f02\u5e38\u654f\u611f\uff0c\u5fc3\u810f\u8df3\u52a8\u6216\u547c\u5438\u7b49\u5fae\u5c0f\u7684\u8fd0\u52a8\u90fd\u4f1a\u5bf9\u68c0\u6d4b\u7ed3\u679c\u4ea7\u751f\u5f71\u54cd\uff0c\u8fd9\u4e5f\u4f7f\u5f97\u8d85\u58f0\u5b9a\u4f4d\u663e\u5fae\u955c\u6280\u672f\u96be\u4ee5\u8d70\u5411\u4e34\u5e8a\u5e94\u7528\u3002<\/p>\n\n\n\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u5728\u8840\u6db2\u5faa\u73af\u68c0\u6d4b\u65b9\u9762\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u4e5f\u5f88\u96be\u6709\u7684\u653e\u77e2\uff0c\u56e0\u4e3a\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u8bad\u7ec3\u548c\u63a8\u7406\u662f\u57fa\u4e8e\u9884\u6d4b\u503c\u4e0e\u6b63\u786e\u503c\u4e4b\u95f4\u7684\u4e0d\u65ad\u5339\u914d\u548c\u8bd5\u9519\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u6211\u4eec\u9700\u8981\u77e5\u9053\u6b63\u786e\u7b54\u6848\uff0c\u624d\u80fd\u4e0d\u65ad\u8bad\u7ec3\u6a21\u578b\uff0c\u4f7f\u8f93\u51fa\u7ed3\u679c\u9010\u6e10\u8d8b\u8fd1\u4e8e\u6b63\u786e\u7b54\u6848\u3002\u7136\u800c\uff0c\u4eba\u8111\u8840\u6db2\u6d41\u5411\u7684\u590d\u6742\u6027\u4f7f\u5176\u65e0\u6cd5\u88ab\u9884\u77e5\uff0c\u5b83\u56e0\u4eba\u800c\u5f02\u3001\u56e0\u65f6\u800c\u5f02\uff0c\u5bfc\u81f4\u673a\u5668\u5b66\u4e60\u96be\u4ee5\u786e\u5b9a\u5b66\u4e60\u76ee\u6807\u3002<\/p>\n\n\n\n<p>\u9488\u5bf9\u8fd9\u4e9b\u95ee\u9898\uff0c\u6211\u4eec\u5c06\u4eba\u5de5\u667a\u80fd\u4e0e\u8d85\u58f0\u5b9a\u4f4d\u663e\u5fae\u955c\u6280\u672f\u76f8\u7ed3\u5408\uff0c\u8bbe\u8ba1\u4e86\u4e00\u7cfb\u5217\u521b\u65b0\u7684\u65b9\u6cd5\u3002\u76ee\u524d\uff0c\u8fd9\u4e00\u89e3\u51b3\u65b9\u6848\u5df2\u7ecf\u80fd\u591f\u5728\u771f\u5b9e\u533b\u7597\u573a\u666f\u4e2d\u5b9e\u73b0\u5bf9\u6bdb\u7ec6\u8840\u7ba1\u7684\u7cbe\u786e\u8ffd\u8e2a\uff0c\u6709\u671b\u63a8\u52a8\u8d85\u58f0\u5b9a\u4f4d\u663e\u5fae\u955c\u6280\u672f\u4ece\u5b9e\u9a8c\u5ba4\u8d70\u5411\u4e34\u5e8a\u5e94\u7528\uff0c\u5e2e\u52a9\u533b\u751f\u66f4\u597d\u5730\u7406\u89e3\u5927\u8111\u8840\u6db2\u5faa\u73af\u3002\u800c\u4e14\uff0c\u76f8\u8f83\u4e8eCT\u68c0\u6d4b\uff0c\u8d85\u58f0\u68c0\u6d4b\u7684\u6210\u672c\u66f4\u4f4e\uff0c\u9664\u4e86\u80fd\u4ee5\u66f4\u9ad8\u7684\u7cbe\u5ea6\u68c0\u6d4b\u8111\u90e8\u8840\u6db2\u5faa\u73af\u60c5\u51b5\u5916\uff0c\u7531\u4e8e\u5bf9\u4eba\u4f53\u6ca1\u6709\u4f24\u5bb3\uff0c\u5b83\u8fd8\u80fd\u88ab\u7528\u4e8e\u5982\u5b55\u5987\u7b49\u9700\u8981\u907f\u514d\u68c0\u6d4b\u8f90\u5c04\u7684\u7fa4\u4f53\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4ec5\u9700\u4e00\u5757-gpu-\u5373\u53ef\u8bad\u7ec3\u57fa\u56e0\u8868\u8fbe\u9884\u6d4b\u6a21\u578b\">\u4ec5\u9700\u4e00\u5757 GPU \u5373\u53ef\u8bad\u7ec3\u57fa\u56e0\u8868\u8fbe\u9884\u6d4b\u6a21\u578b<\/h3>\n\n\n\n<p>\u5728\u66f4\u6df1\u5c42\u6b21\u4e0a\uff0c\u4eba\u8111\u7684\u6f14\u5316\u548c\u5404\u79cd\u8111\u90e8\u75be\u75c5\u7684\u53d1\u751f\u5f88\u5927\u7a0b\u5ea6\u662f\u53d7\u5230\u57fa\u56e0\u7684\u8c03\u63a7\u3002\u57fa\u56e0\u662f\u7406\u89e3\u8111\u90e8\u5f02\u5e38\u76f8\u5173\u673a\u7406\u7684\u57fa\u7840\u56e0\u7d20\u3002\u7136\u800c\uff0c\u7531\u4e8e\u57fa\u56e0\u5e8f\u5217\u975e\u5e38\u5e9e\u5927\uff0c\u8fbe\u5230\u4e86\u6570\u5341\u4ebf\u7684\u6570\u91cf\u7ea7\uff0c\u6240\u4ee5\uff0c\u76ee\u524d\u6700\u6709\u6548\u7684\u57fa\u56e0\u8868\u8fbe\u9884\u6d4b\u6a21\u578b\u4e4b\u4e00 Enformer \u5bf9\u8ba1\u7b97\u8d44\u6e90\u8981\u6c42\u6781\u9ad8\uff0c\u9700\u898164\u5757\u4e13\u7528 TPU \u624d\u80fd\u652f\u6301\u5176\u8bad\u7ec3\u548c\u8fd0\u884c\u3002\u8fd9\u5bf9\u4e00\u822c\u7684\u751f\u7269\u6216\u533b\u5b66\u5b9e\u9a8c\u5ba4\u6765\u8bf4\u663e\u7136\u662f\u65e0\u6cd5\u627f\u62c5\u7684\uff0c\u4e5f\u96be\u4ee5\u5c06\u5176\u4ece\u5b9e\u9a8c\u5ba4\u63a8\u5e7f\u81f3\u771f\u5b9e\u5e94\u7528\u573a\u666f\u3002<\/p>\n\n\n\n<p>\u5bf9\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u57fa\u56e0\u8868\u8fbe\u9884\u6d4b\u6a21\u578b\uff0c\u5176\u8bad\u7ec3\u8fc7\u7a0b\u4ec5\u9700\u8981\u4e00\u5757 GPU \u5373\u53ef\u5b8c\u6210\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e2a\u6a21\u578b\u7684\u51c6\u786e\u6027\u548c\u9884\u6d4b\u8303\u56f4\u90fd\u663e\u8457\u4f18\u4e8e Enformer\uff0c\u4e3a\u7406\u89e3\u590d\u6742\u8111\u90e8\u75be\u75c5\u673a\u7406\u63d0\u4f9b\u4e86\u91cd\u8981\u7684\u542f\u53d1\u3002\u5229\u7528\u8fd9\u4e2a\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u6211\u4eec\u53ef\u4ee5\u5206\u6790\u4e0e\u8111\u90e8\u75be\u75c5\u76f8\u5173\u7684\u5f02\u5e38\u57fa\u56e0\u8868\u8fbe\uff0c\u4f8b\u5982\u5c06\u5e15\u91d1\u68ee\u75c5\u4eba\u4e0e\u5065\u5eb7\u4eba\u7684\u57fa\u56e0\u8868\u8fbe\u8fdb\u884c\u5bf9\u6bd4\uff0c\u4ece\u800c\u627e\u51fa\u5f02\u5e38\u57fa\u56e0\u6216\u7a81\u53d8\u57fa\u56e0\uff0c\u5e2e\u52a9\u533b\u751f\u660e\u786e\u4e0b\u4e00\u6b65\u7814\u7a76\u65b9\u5411\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4ece\u8111\u542f\u53d1\u5230\u521b\u9020\u65b0\u7684\u4eba\u5de5\u667a\u80fd\">\u4ece\u8111\u542f\u53d1\u5230\u521b\u9020\u65b0\u7684\u4eba\u5de5\u667a\u80fd<\/h2>\n\n\n\n<p>\u4eba\u5de5\u667a\u80fd\u7684\u7ec8\u6781\u76ee\u6807\u662f\u5b9e\u73b0\u7c7b\u8111\u667a\u80fd\uff0c\u5373\u8ba9\u673a\u5668\u6a21\u4eff\u4eba\u7c7b\u5927\u8111\u8fdb\u884c\u4fe1\u606f\u5904\u7406\uff0c\u5b9e\u73b0\u66f4\u9ad8\u7684\u8ba4\u77e5\u884c\u4e3a\u548c\u667a\u80fd\u6c34\u5e73\u3002\u5386\u53f2\u4e0a\uff0c\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u7684\u6982\u5ff5\u5c31\u662f\u53d7\u5230\u4e86\u5927\u8111\u795e\u7ecf\u5143\u5b66\u8bf4\u7684\u542f\u53d1\uff0c\u800c\u5f88\u591a\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u4e5f\u90fd\u662f\u53d7\u8111\u542f\u53d1\u800c\u8bbe\u8ba1\u7684\uff0c\u4f8b\u5982\u5f3a\u5316\u5b66\u4e60\u6e90\u81ea\u5927\u8111\u591a\u5df4\u80fa\u7684\u5956\u52b1\u673a\u5236\uff08Reward and dopamine\uff09\uff0c\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u8bbe\u8ba1\u7075\u611f\u6765\u81ea\u4e8e\u5927\u8111\u89c6\u89c9\u76ae\u5c42\u7ed3\u6784\uff08Visual cortex structure\uff09\uff0c\u6ce8\u610f\u529b\u673a\u5236\u5219\u501f\u9274\u4e86\u5927\u8111\u8ba4\u77e5\u6ce8\u610f\u529b\u7684\u7814\u7a76\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"534\" height=\"355\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-4.png\" alt=\"\u56fe3\uff1a\u8111\u542f\u53d1\u7684\u4eba\u5de5\u667a\u80fd\" class=\"wp-image-1060851\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-4.png 534w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-4-300x199.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-4-240x160.png 240w\" sizes=\"auto, (max-width: 534px) 100vw, 534px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1a\u8111\u542f\u53d1\u7684\u4eba\u5de5\u667a\u80fd<\/figcaption><\/figure>\n\n\n\n<p>\u4eba\u5de5\u667a\u80fd\u7684\u8bbe\u8ba1\u548c\u4f18\u5316\u76ee\u6807\u867d\u7136\u4e0e\u5927\u8111\u5e76\u4e0d\u5b8c\u5168\u76f8\u540c\uff0c\u4e5f\u65e0\u9700\u5b8c\u5168\u590d\u5236\u5927\u8111\u7684\u529f\u80fd\uff0c\u4f46\u5927\u8111\u6709\u5f88\u591a\u503c\u5f97\u501f\u9274\u7684\u673a\u5236\u53ef\u4ee5\u7528\u6765\u63d0\u5347\u4eba\u5de5\u667a\u80fd\u6280\u672f\u3002\u8fd9\u79cd\u878d\u5408\u8111\u79d1\u5b66\u548c\u4eba\u5de5\u667a\u80fd\u7684\u7814\u7a76\u8def\u5f84\u4e3a\u672a\u6765\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u63d0\u4f9b\u4e86\u6709\u76ca\u7684\u65b9\u5411\u3002\u6211\u8ba4\u4e3a\uff0c\u5176\u4e2d\u6709\u56db\u4e2a\u65b9\u9762\u663e\u793a\u51fa\u4e86\u8f83\u5927\u7684\u6f5c\u529b\uff0c\u5305\u62ec\u4eba\u8111\u7684\u8282\u80fd\u6027\u3001\u8868\u8fbe\u80fd\u529b\u3001\u6cdb\u5316\u80fd\u529b\uff0c\u4ee5\u53ca\u64c5\u4e8e\u5229\u7528\u5de5\u5177\u7684\u7279\u6027\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u4eba\u5de5\u667a\u80fd\u5e94\u8be5\u5982\u4eba\u8111\u4e00\u6837\u5411\u8282\u80fd\u65b9\u5411\u6f14\u5316\">\u4eba\u5de5\u667a\u80fd\u5e94\u8be5\u5982\u4eba\u8111\u4e00\u6837\u5411\u8282\u80fd\u65b9\u5411\u6f14\u5316<\/h3>\n\n\n\n<p>\u5c3d\u7ba1\u5f53\u524d\u4eba\u5de5\u667a\u80fd\u5927\u6a21\u578b\u7684\u80fd\u529b\u5df2\u7ecf\u8d85\u51fa\u4e86\u4eba\u4eec\u7684\u9884\u671f\uff0c\u4f46\u662f\u8bad\u7ec3\u548c\u8fd0\u884c\u7684\u529f\u8017\u5374\u975e\u5e38\u9ad8\uff0c\u800c\u4e14\u968f\u7740\u6a21\u578b\u89c4\u6a21\u6269\u5927\uff0c\u80fd\u8017\u4e5f\u5448\u6b63\u6bd4\u589e\u957f\u3002\u5982\u679c\u8fd9\u79cd\u8d8b\u52bf\u4e0d\u65ad\u6301\u7eed\u4e0b\u53bb\uff0c\u591a\u5e74\u540e\u6211\u4eec\u5c06\u65e0\u6cd5\u4e3a\u5927\u6a21\u578b\u8fd0\u884c\u63d0\u4f9b\u8db3\u591f\u7684\u7535\u529b\u3002\u4e0e\u6b64\u4e0d\u540c\uff0c\u4eba\u8111\u662f\u671d\u7740\u66f4\u8282\u80fd\u7684\u65b9\u5411\u8fdb\u5316\u7684\u3002\u636e\u4f30\u8ba1\uff0c\u4eba\u8111\u7684\u529f\u8017\u4ec5\u4e3a10-20\u74e6\uff0c\u800c\u5177\u6709\u76f8\u540c\u7b97\u529b\u7684\u8d85\u7ea7\u8ba1\u7b97\u673a\u7684\u529f\u8017\u5374\u662f21\u5146\u74e6\uff0c\u6bd4\u4eba\u8111\u9ad8\u51fa\u4e00\u767e\u4e07\u500d\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u6a21\u62df\u5927\u8111\u7684\u8ba1\u7b97\u548c\u901a\u4fe1\u65b9\u5f0f\uff0c\u88ab\u8ba4\u4e3a\u662f\u89e3\u51b3\u5f53\u524d\u4eba\u5de5\u667a\u80fd\u884c\u4e1a\u80fd\u8017\u95ee\u9898\u7684\u4e00\u6761\u53ef\u884c\u9014\u5f84\u3002\u6211\u548c\u56e2\u961f\u5df2\u7ecf\u5728\u4e00\u4e9b\u65f6\u5e8f\u5206\u6790\u7684\u4efb\u52a1\u4e0a\u8fdb\u884c\u4e86\u521d\u6b65\u7684\u63a2\u7d22\uff0c\u901a\u8fc7\u6a21\u4eff\u5927\u8111\u4e2d\u7a00\u758f\u7684\u7f16\u7801\u548c\u8ba1\u7b97\u65b9\u5f0f\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u4e0d\u635f\u5931\u6a21\u578b\u7cbe\u5ea6\u7684\u540c\u65f6\u628a\u7279\u5f81\u5904\u7406\u7684\u80fd\u8017\u964d\u4f4e\u5230\u539f\u6765\u7684\u4e94\u5206\u4e4b\u4e00\uff0c\u8fd9\u4e00\u65b9\u5411\u7684\u7814\u7a76\u521b\u65b0\u5c06\u6709\u52a9\u4e8e\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5411\u66f4\u53ef\u6301\u7eed\u7684\u53d1\u5c55\u65b9\u5411\u8fc8\u8fdb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u7edf\u4e00\u5927\u8111\u795e\u7ecf\u5143\u4fe1\u53f7\u4f20\u8f93\u673a\u5236-\u63d0\u5347\u4eba\u5de5\u667a\u80fd\u8868\u8fbe\u529b\">\u7edf\u4e00\u5927\u8111\u795e\u7ecf\u5143\u4fe1\u53f7\u4f20\u8f93\u673a\u5236\uff0c\u63d0\u5347\u4eba\u5de5\u667a\u80fd\u8868\u8fbe\u529b<\/h3>\n\n\n\n<p>\u795e\u7ecf\u79d1\u5b66\u7814\u7a76\u53d1\u73b0\uff0c\u4eba\u8111\u795e\u7ecf\u5143\u901a\u8fc7\u5404\u79cd\u8fde\u63a5\u6a21\u5f0f\u76f8\u4e92\u4f5c\u7528\u6765\u5904\u7406\u4fe1\u606f\uff0c\u5176\u4e2d\u6709\u56db\u79cd\u7c7b\u578b\u6700\u4e3a\u5e38\u89c1\uff0c\u5305\u62ec\u524d\u9988\u6fc0\u52b1\u548c\u6291\u5236\u3001\u53cd\u9988\u6291\u5236\u3001\u4fa7\u6291\u5236\u548c\u76f8\u4e92\u6291\u5236\u3002\u5f88\u591a\u73b0\u6709\u7684\u4eba\u5de5\u667a\u80fd\u795e\u7ecf\u7f51\u7edc\u4ec5\u5305\u542b\u5176\u4e2d\u7684\u4e00\u4e24\u79cd\u7c7b\u578b\uff0c\u4f8b\u5982\u591a\u5c42\u611f\u77e5\u5668\u53ea\u5305\u542b\u524d\u9988\u6fc0\u52b1\uff0c\u5e76\u4e0d\u80fd\u628a\u5176\u4ed6\u6a21\u5f0f\u90fd\u96c6\u6210\u5230\u4e00\u79cd\u795e\u7ecf\u7f51\u7edc\u4e2d\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u4e00\u7814\u7a76\u65b9\u5411\u4e0a\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u521b\u65b0\u7684\u56de\u8def\u795e\u7ecf\u7f51\u7edc CircuitNet\uff0c\u53ef\u4ee5\u7edf\u4e00\u5b9e\u73b0\u5927\u8111\u4e2d\u7684\u524d\u5411\u3001\u540e\u5411\u3001\u6291\u5236\u3001\u4fc3\u8fdb\u7b49\u5404\u79cd\u4fe1\u53f7\u4f20\u8f93\u673a\u5236\u3002\u901a\u8fc7\u5728\u51fd\u6570\u903c\u8fd1\u3001\u65f6\u5e8f\u5206\u6790\u3001\u56fe\u50cf\u8bc6\u522b\u3001\u5f3a\u5316\u5b66\u4e60\u8fd9\u56db\u79cd\u4efb\u52a1\u4e0a\u4e0e\u591a\u5c42\u611f\u77e5\u5668\u3001CNN\u3001RNN\u3001Transformer \u795e\u7ecf\u7f51\u7edc\u7684\u5bf9\u6bd4\uff0cCircuitNet \u80fd\u591f\u4ee5\u66f4\u5c11\u7684\u53c2\u6570\u5b9e\u73b0\u66f4\u597d\u7684\u6548\u679c\u3002CircuitNet \u56de\u8def\u795e\u7ecf\u7f51\u7edc\u66f4\u8d8b\u540c\u4e8e\u8111\u90e8\u795e\u7ecf\u5143\u5904\u7406\u4fe1\u606f\u7684\u6a21\u5f0f\uff0c\u4e3a\u673a\u5668\u5b66\u4e60\u63d0\u4f9b\u4e86\u4e00\u79cd\u65b0\u7684\u57fa\u7840\u67b6\u6784\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"772\" height=\"176\" src=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-5.png\" alt=\"\u56fe4\uff1a\u5927\u8111\u795e\u7ecf\u5143\u7684\u4e0d\u540c\u8fde\u63a5\u6a21\u5f0f\" class=\"wp-image-1060854\" srcset=\"https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-5.png 772w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-5-300x68.png 300w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-5-768x175.png 768w, https:\/\/new-cm-edgedigital.pages.dev\/en-us\/research\/wp-content\/uploads\/2024\/07\/dongsheng-ai-neuroscience-5-240x55.png 240w\" sizes=\"auto, (max-width: 772px) 100vw, 772px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1a\u5927\u8111\u795e\u7ecf\u5143\u7684\u4e0d\u540c\u8fde\u63a5\u6a21\u5f0f<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u6a21\u62df\u4eba\u7c7b\u6267\u884c\u884c\u4e3a-\u63d0\u5347\u4eba\u5de5\u667a\u80fd\u6cdb\u5316\u80fd\u529b\">\u6a21\u62df\u4eba\u7c7b\u6267\u884c\u884c\u4e3a\uff0c\u63d0\u5347\u4eba\u5de5\u667a\u80fd\u6cdb\u5316\u80fd\u529b<\/h3>\n\n\n\n<p>\u4eba\u7c7b\u5728\u5b66\u4e60\u67d0\u9879\u77e5\u8bc6\u65f6\uff0c\u5e76\u4e0d\u9700\u8981\u9605\u8bfb\u4e16\u754c\u4e0a\u6240\u6709\u7684\u76f8\u5173\u4e66\u7c4d\uff0c\u800c\u662f\u5177\u6709\u4e00\u5f7b\u4e07\u878d\u7684\u80fd\u529b\u3002\u4f46\u5982\u4eca\u6700\u5148\u8fdb\u7684\u5927\u6a21\u578b\u4e3a\u4e86\u5b9e\u73b0\u5f53\u524d\u7684\u9ad8\u63a8\u7406\u6c34\u5e73\uff0c\u5728\u8bad\u7ec3\u65f6\u5df2\u7ecf\u5b66\u4e60\u4e86\u4e16\u754c\u4e0a\u51e0\u4e4e\u6240\u6709\u516c\u5f00\u7684\u6570\u636e\u3002\u8fd9\u79cd\u201c\u4e3e\u4e00\u9685\u4e0d\u4ee5\u4e09\u9685\u53cd\u201d\u7684\u5b66\u4e60\u65b9\u5f0f\u4e0d\u5229\u4e8e\u57f9\u517b\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u4e5f\u963b\u788d\u4e86\u6a21\u578b\u5411\u5177\u8eab\u4eba\u5de5\u667a\u80fd\uff08Embodied AI\uff09\u65b9\u5411\u7684\u53d1\u5c55\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u6a21\u62df\u4eba\u7c7b\u6267\u884c\u884c\u4e3a\u7684\u7279\u70b9\uff0c\u6211\u4eec\u9996\u6b21\u5c06\u4e60\u60ef\u884c\u4e3a\uff08habitual behavior\uff09\u548c\u76ee\u6807\u5bfc\u5411\u884c\u4e3a\uff08goal-directed behavior\uff09\u7edf\u4e00\u5efa\u6a21\uff0c\u4ece\u800c\u8ba9\u667a\u80fd\u4f53\u53ef\u4ee5\u5728\u4e0d\u9700\u8981\u8bad\u7ec3\u7684\u60c5\u51b5\u4e0b\u5c31\u5b9e\u73b0\u4e24\u7c7b\u884c\u4e3a\u7684\u7075\u6d3b\u5207\u6362\u3002\u8fd9\u79cd\u65b9\u6cd5\u5c06\u4f1a\u8ba9\u4eba\u5de5\u667a\u80fd\u5177\u6709\u66f4\u9ad8\u7684\u7075\u6d3b\u6027\u548c\u66f4\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u4e3a\u5b9e\u73b0\u5177\u8eab\u4eba\u5de5\u667a\u80fd\u63d0\u4f9b\u4e86\u65b0\u7684\u65b9\u5411\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u5927\u8bed\u8a00\u6a21\u578b\u8fd8\u9700\u5177\u5907\u4f7f\u7528\u5176\u4ed6\u6a21\u578b\u548c\u5de5\u5177\u7684\u80fd\u529b\">\u5927\u8bed\u8a00\u6a21\u578b\u8fd8\u9700\u5177\u5907\u4f7f\u7528\u5176\u4ed6\u6a21\u578b\u548c\u5de5\u5177\u7684\u80fd\u529b<\/h3>\n\n\n\n<p>\u6b64\u5916\uff0c\u4eba\u8111\u5728\u6267\u884c\u4efb\u52a1\u65f6\u4e0d\u4ec5\u6d89\u53ca\u601d\u8003\uff0c\u8fd8\u5305\u62ec\u8eab\u4f53\u7684\u63a7\u5236\u4ee5\u53ca\u5229\u7528\u5de5\u5177\u3002\u6211\u4eec\u5e0c\u671b\u5927\u8bed\u8a00\u6a21\u578b\u4e5f\u53ef\u4ee5\u50cf\u5927\u8111\u4e00\u6837\u80fd\u591f\u4f7f\u7528\u5de5\u5177\uff0c\u5373\u901a\u8fc7\u5927\u8bed\u8a00\u6a21\u578b\u6765\u8c03\u5ea6\u73b0\u6709\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\uff0c\u5b8c\u6210\u66f4\u590d\u6742\u7684\u4efb\u52a1\u3002\u5728\u8fd9\u4e00\u65b9\u5411\u4e0a\u6211\u4eec\u4e5f\u8fdb\u884c\u4e86\u521d\u6b65\u7684\u5c1d\u8bd5\uff0c\u63d0\u51fa\u4e86\u9996\u4e2a\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u8fde\u63a5\u5f00\u6e90\u793e\u533a\u4e2d\u5404\u79cd\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u89e3\u51b3\u590d\u6742\u4efb\u52a1\u7684\u6846\u67b6 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Generic Neural Network to Realize Universal Circuit Motif Modeling<br>https:\/\/proceedings.mlr.press\/v202\/wang23k\/wang23k.pdf<\/p>\n\n\n\n<p>\u8111\u7535\u9884\u8bad\u7ec3\u6a21\u578b\u8bba\u6587\uff1aLearning Topology-Agnostic EEG Representations with Geometry-Aware Modeling<br>https:\/\/openreview.net\/attachment?id=hiOUySN0ub&name=pdf<\/p>\n\n\n\n<p>\u65b0\u751f\u513f\u766b\u75eb\u68c0\u6d4b\u8bba\u6587\uff1aProtecting the Future: Neonatal Seizure Detection with Spatial-Temporal Modeling<br>https:\/\/arxiv.org\/abs\/2307.05382<\/p>\n\n\n\n<p>\u89e3\u7801\u5927\u8111\u4fe1\u53f7\u91cd\u5efa\u89c6\u89c9\u611f\u77e5\u56fe\u50cf\u8bba\u6587\uff1aSeeing through the Brain: Image Reconstruction of Visual Perception from Human Brain Signals<br>https:\/\/arxiv.org\/abs\/2308.02510<\/p>\n\n\n\n<p>\u6a21\u62df\u4eba\u7c7b\u884c\u4e3a\u8bba\u6587\uff1aHabits and goals in synergy: a variational Bayesian framework for 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\u5728\u66f4\u6df1\u5c42\u6b21\u4e0a\uff0c\u4eba\u8111\u7684\u6f14\u5316\u548c\u5404\u79cd\u8111\u90e8\u75be\u75c5\u7684\u53d1\u751f\u5f88\u5927\u7a0b\u5ea6\u662f\u53d7\u5230\u57fa\u56e0\u7684\u8c03\u63a7\u3002\u57fa\u56e0\u662f\u7406\u89e3\u8111\u90e8\u5f02\u5e38\u76f8\u5173\u673a\u7406\u7684\u57fa\u7840\u56e0\u7d20\u3002\u7136\u800c\uff0c\u7531\u4e8e\u57fa\u56e0\u5e8f\u5217\u975e\u5e38\u5e9e\u5927\uff0c\u8fbe\u5230\u4e86\u6570\u5341\u4ebf\u7684\u6570\u91cf\u7ea7\uff0c\u6240\u4ee5\uff0c\u76ee\u524d\u6700\u6709\u6548\u7684\u57fa\u56e0\u8868\u8fbe\u9884\u6d4b\u6a21\u578b\u4e4b\u4e00 Enformer \u5bf9\u8ba1\u7b97\u8d44\u6e90\u8981\u6c42\u6781\u9ad8\uff0c\u9700\u898164\u5757\u4e13\u7528 TPU \u624d\u80fd\u652f\u6301\u5176\u8bad\u7ec3\u548c\u8fd0\u884c\u3002\u8fd9\u5bf9\u4e00\u822c\u7684\u751f\u7269\u6216\u533b\u5b66\u5b9e\u9a8c\u5ba4\u6765\u8bf4\u663e\u7136\u662f\u65e0\u6cd5\u627f\u62c5\u7684\uff0c\u4e5f\u96be\u4ee5\u5c06\u5176\u4ece\u5b9e\u9a8c\u5ba4\u63a8\u5e7f\u81f3\u771f\u5b9e\u5e94\u7528\u573a\u666f\u3002 \u5bf9\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u57fa\u56e0\u8868\u8fbe\u9884\u6d4b\u6a21\u578b\uff0c\u5176\u8bad\u7ec3\u8fc7\u7a0b\u4ec5\u9700\u8981\u4e00\u5757 GPU \u5373\u53ef\u5b8c\u6210\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e2a\u6a21\u578b\u7684\u51c6\u786e\u6027\u548c\u9884\u6d4b\u8303\u56f4\u90fd\u663e\u8457\u4f18\u4e8e Enformer\uff0c\u4e3a\u7406\u89e3\u590d\u6742\u8111\u90e8\u75be\u75c5\u673a\u7406\u63d0\u4f9b\u4e86\u91cd\u8981\u7684\u542f\u53d1\u3002\u5229\u7528\u8fd9\u4e2a\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u6211\u4eec\u53ef\u4ee5\u5206\u6790\u4e0e\u8111\u90e8\u75be\u75c5\u76f8\u5173\u7684\u5f02\u5e38\u57fa\u56e0\u8868\u8fbe\uff0c\u4f8b\u5982\u5c06\u5e15\u91d1\u68ee\u75c5\u4eba\u4e0e\u5065\u5eb7\u4eba\u7684\u57fa\u56e0\u8868\u8fbe\u8fdb\u884c\u5bf9\u6bd4\uff0c\u4ece\u800c\u627e\u51fa\u5f02\u5e38\u57fa\u56e0\u6216\u7a81\u53d8\u57fa\u56e0\uff0c\u5e2e\u52a9\u533b\u751f\u660e\u786e\u4e0b\u4e00\u6b65\u7814\u7a76\u65b9\u5411\u3002 \u4eba\u5de5\u667a\u80fd\u7684\u7ec8\u6781\u76ee\u6807\u662f\u5b9e\u73b0\u7c7b\u8111\u667a\u80fd\uff0c\u5373\u8ba9\u673a\u5668\u6a21\u4eff\u4eba\u7c7b\u5927\u8111\u8fdb\u884c\u4fe1\u606f\u5904\u7406\uff0c\u5b9e\u73b0\u66f4\u9ad8\u7684\u8ba4\u77e5\u884c\u4e3a\u548c\u667a\u80fd\u6c34\u5e73\u3002\u5386\u53f2\u4e0a\uff0c\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u7684\u6982\u5ff5\u5c31\u662f\u53d7\u5230\u4e86\u5927\u8111\u795e\u7ecf\u5143\u5b66\u8bf4\u7684\u542f\u53d1\uff0c\u800c\u5f88\u591a\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u4e5f\u90fd\u662f\u53d7\u8111\u542f\u53d1\u800c\u8bbe\u8ba1\u7684\uff0c\u4f8b\u5982\u5f3a\u5316\u5b66\u4e60\u6e90\u81ea\u5927\u8111\u591a\u5df4\u80fa\u7684\u5956\u52b1\u673a\u5236\uff08Reward and dopamine\uff09\uff0c\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u8bbe\u8ba1\u7075\u611f\u6765\u81ea\u4e8e\u5927\u8111\u89c6\u89c9\u76ae\u5c42\u7ed3\u6784\uff08Visual cortex structure\uff09\uff0c\u6ce8\u610f\u529b\u673a\u5236\u5219\u501f\u9274\u4e86\u5927\u8111\u8ba4\u77e5\u6ce8\u610f\u529b\u7684\u7814\u7a76\u3002 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\u795e\u7ecf\u79d1\u5b66\u7814\u7a76\u53d1\u73b0\uff0c\u4eba\u8111\u795e\u7ecf\u5143\u901a\u8fc7\u5404\u79cd\u8fde\u63a5\u6a21\u5f0f\u76f8\u4e92\u4f5c\u7528\u6765\u5904\u7406\u4fe1\u606f\uff0c\u5176\u4e2d\u6709\u56db\u79cd\u7c7b\u578b\u6700\u4e3a\u5e38\u89c1\uff0c\u5305\u62ec\u524d\u9988\u6fc0\u52b1\u548c\u6291\u5236\u3001\u53cd\u9988\u6291\u5236\u3001\u4fa7\u6291\u5236\u548c\u76f8\u4e92\u6291\u5236\u3002\u5f88\u591a\u73b0\u6709\u7684\u4eba\u5de5\u667a\u80fd\u795e\u7ecf\u7f51\u7edc\u4ec5\u5305\u542b\u5176\u4e2d\u7684\u4e00\u4e24\u79cd\u7c7b\u578b\uff0c\u4f8b\u5982\u591a\u5c42\u611f\u77e5\u5668\u53ea\u5305\u542b\u524d\u9988\u6fc0\u52b1\uff0c\u5e76\u4e0d\u80fd\u628a\u5176\u4ed6\u6a21\u5f0f\u90fd\u96c6\u6210\u5230\u4e00\u79cd\u795e\u7ecf\u7f51\u7edc\u4e2d\u3002 \u5728\u8fd9\u4e00\u7814\u7a76\u65b9\u5411\u4e0a\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u521b\u65b0\u7684\u56de\u8def\u795e\u7ecf\u7f51\u7edc 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