{"id":10772,"date":"2023-03-10T15:34:40","date_gmt":"2023-03-10T07:34:40","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=10772"},"modified":"2023-03-10T15:34:40","modified_gmt":"2023-03-10T07:34:40","slug":"%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%8e%af%e4%bf%9d%e5%90%97%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2023\/03\/10\/10772\/","title":{"rendered":"\u4eba\u5de5\u667a\u80fd\u73af\u4fdd\u5417\uff1f"},"content":{"rendered":"<div class=\"summary\"><strong>\u5bfc\u8bfb\uff1a<\/strong>\u7528\u4e8e\u4eba\u5de5\u667a\u80fd\u7684\u6210\u672c\uff0c\u6b63\u5728\u4ee5\u60ca\u4eba\u7684\u901f\u9012\u6d41\u5931\uff0c\u8fd9\u4e0d\u4ec5\u4f53\u73b0\u5728\u771f\u91d1\u767d\u94f6\u5546\uff0c\u66f4\u5728\u80fd\u6e90\u6d88\u8017\u4e0a\u3002 \u64b0\u6587 | Charmaine Lai, Subutai Ahmad, Donna Dubinsky Christy Maver \u8bd1\u8005 | lemon \u5ba1\u6821 | P 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Large Language Models Distinguish Cause from Effect?\u7b49\u3002\u4ea6\u6709\u76f8\u5f53\u591a\u7814\u7a76\u8005\u5f00\u59cb\u5173\u6ce8\u56e0\u679c\u8868\u793a\u5b66\u4e60\u8fd9\u4e00\u65b0\u5174\u9886\u57df\u3002<\/p>\n<p>\u4e0a\u4e0b\u6587\uff1a\u4e8b\u5b9e\u4e0a\uff0c\u4e0a\u4e0b\u6587\u5b66\u4e60\u5bf9\u81eaGPT3\u4e4b\u540e\u7684\u5927\u8bed\u8a00\u6a21\u578b\u6765\u8bf4\u5e76\u4e0d\u662f\u4ec0\u4e48\u96be\u4e8b\uff0c\u5e76\u8bde\u751f\u4e86in-context learning\u8fd9\u6837\u4e00\u4e2a\u4e13\u95e8\u7814\u7a76\u8fd9\u4e00\u80fd\u529b\u7684\u5b50\u9886\u57df\u3002\u8fd1\u671f\u5305\u62ecCan language models learn from explanations in context?\uff0cEmergent Abilities of Large Language Models\uff0cWhat learning algorithm is in-context learning? Investigations with linear models\u5728\u5185\u7684\u591a\u9879\u7814\u7a76\u8fdb\u4e00\u6b65\u63a2\u7d22\u4e86\u5176\u673a\u5236\u3002<\/p>\n<p>\u7c7b\u6bd4\uff1a\u8fd1\u671f\u5df2\u6709\u7814\u7a76\u8868\u660e\uff0c\u7c7b\u6bd4\u63a8\u7406\u80fd\u529b\u5728\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u6d8c\u73b0\uff0c\u5982Emergent Analogical Reasoning in Large Language Models\u6240\u8ff0\u3002<\/p>\n<p>\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u662f\u7528\u201c\u86ee\u529b\u201d\u7684\u7edf\u8ba1\u6280\u672f\uff1a\u539f\u6587\u5982\u6b64\uff0c\u4e0d\u4e00\u5b9a\u6b63\u786e\u3002<\/p>\n<p>\u8be5\u6a21\u578b\u5e76\u4e0d\u77e5\u9053\u732b\u6bd4\u72d7\u66f4\u6709\u53ef\u80fd\u722c\u6811\u3001\u73a9\u7fbd\u6bdb\uff1a\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4f5c\u8005\u6b64\u5904\u6240\u63cf\u8ff0\u7684\u6df1\u5ea6\u5b66\u4e60\u7cfb\u7edf\u66f4\u591a\u805a\u7126\u4e8e\u5355\u4efb\u52a1\u7cfb\u7edf\u3002\u4f46\u4e8b\u5b9e\u4e0a\uff0c\u65e9\u5728\u51e0\u5e74\u524d\uff0c\u591a\u4efb\u52a1\u5b66\u4e60\uff08multitask learning\uff09\u4fbf\u5df2\u7ecf\u6210\u4e3a\u5341\u5206\u6d41\u884c\u7684\u8303\u5f0f\uff0c\u5e76\u4e14\u76ee\u524d\u6700\u5f15\u4eba\u77a9\u76ee\u7684\u4e00\u4e9b\u6df1\u5ea6\u5b66\u4e60\u7cfb\u7edf\u66f4\u5f00\u59cb\u5f3a\u8c03\u4e00\u4e2a\u6a21\u578b\u9002\u7528\u4e8e\u591a\u79cd\u4efb\u52a1\uff0c\u5982DeepMind\u7684Gato\uff0cGoogle\u7684PaLM\u7b49\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-10779\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/03\/0949102448-0-212x300-1.jpg\" width=\"212\" height=\"300\" alt=\"\" \/><\/p>\n<p>&#8211; Blaster Studio &#8211;<\/p>\n<p>\u8fd9\u4e9b\u8fd0\u7528\u201c\u86ee\u529b\u201d\u7684\u7edf\u8ba1\u6a21\u578b\u6240\u4ea7\u751f\u7684\u5de8\u5927\u80fd\u6e90\u9700\u6c42\u662f\u7531\u4e8e\u4ee5\u4e0b\u51e0\u4e2a\u7279\u70b9\uff1a<\/p>\n<p>\u9700\u8981\u6210\u767e\u4e07\u4e0a\u5343\u4e07\u7684\u8bad\u7ec3\u6837\u672c\u3002\u5728\u732b\u7684\u4f8b\u5b50\u4e2d\uff0c\u8bad\u7ec3\u597d\u4e00\u4e2a\u6a21\u578b\u9700\u8981\u6b63\u9762\u3001\u80cc\u9762\u3001\u4fa7\u9762\u3001\u4e0d\u540c\u54c1\u79cd\u3001\u4e0d\u540c\u989c\u8272\u3001\u4e0d\u540c\u9634\u5f71\u4ee5\u53ca\u4e0d\u540c\u59ff\u52bf\u7684\u732b\u7684\u56fe\u7247\u3002\u4e00\u53ea\u732b\u7684\u5f62\u6001\u6709\u65e0\u6570\u79cd\u53ef\u80fd\u6027\uff0c\u56e0\u6b64\u4e3a\u4e86\u6210\u529f\u8bc6\u522b\u4e00\u53ea\u732b\uff0c\u6a21\u578b\u5fc5\u987b\u5728\u4f17\u591a\u7248\u672c\u7684\u732b\uff08\u7684\u56fe\u7247\uff09\u4e0a\u8fdb\u884c\u8bad\u7ec3\u3002<\/p>\n<p>\u9700\u8981\u5f88\u591a\u7684\u8bad\u7ec3\u5468\u671f\u3002\u4ece\u9519\u8bef\u4e2d\u5b66\u4e60\u662f\u8bad\u7ec3\u6a21\u578b\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\u7684\u4e00\u90e8\u5206\u3002\u5982\u679c\u6a21\u578b\u9519\u8bef\u5730\u628a\u732b\u6807\u8bb0\u4e3a\u6d63\u718a\uff0c\u8be5\u6a21\u578b\u9700\u8981\u91cd\u65b0\u8c03\u6574\u5b83\u7684\u53c2\u6570\u4ee5\u5c06\u56fe\u50cf\u5206\u7c7b\u4e3a\u732b*\uff0c\u518d\u91cd\u65b0\u8fdb\u884c\u8bad\u7ec3\u3002\u5b83\u4ece\u4e00\u6b21\u6b21\u9519\u8bef\u4e2d\u6162\u6162\u5b66\u4e60\uff0c\u8fd9\u4e5f\u9700\u8981\u4e00\u904d\u904d\u7684\u8bad\u7ec3\u3002<\/p>\n<p>\u5f53\u9047\u5230\u65b0\u7684\u4fe1\u606f\u65f6\u5f97\u4ece\u5934\u8bad\u7ec3\u3002\u5982\u679c\u8fd9\u4e2a\u6a21\u578b\u73b0\u5728\u8981\u53bb\u8bc6\u522b\u5b83\u4ece\u672a\u89c1\u8fc7\u7684\u5361\u901a\u732b\uff0c\u6211\u4eec\u5f97\u5c06\u84dd\u8272\u5361\u901a\u732b\u548c\u7ea2\u8272\u5361\u901a\u732b\u6dfb\u52a0\u5230\u8bad\u7ec3\u96c6\u4e2d\uff0c\u4ece\u5934\u5bf9\u5b83\u8fdb\u884c\u8bad\u7ec3\u3002\u8be5\u6a21\u578b\u65e0\u6cd5\u5faa\u5e8f\u6e10\u8fdb\u5730\u5b66\u4e60*\u3002<\/p>\n<p>\u9700\u8981\u5f88\u591a\u7684\u6743\u91cd\u548c\u4e58\u6cd5\u3002\u4e00\u4e2a\u5178\u578b\u7684\u795e\u7ecf\u7f51\u7edc\u5305\u542b\u5f88\u591a\u7531\u77e9\u9635\u8868\u793a\u7684\u8fde\u63a5\u6216\u6743\u91cd\uff0c\u5176\u4e2d\u4e00\u4e2a\u6216\u591a\u4e2a\u77e9\u9635\u6784\u6210\u4e00\u5c42\u3002\u4e3a\u4e86\u8ba1\u7b97\u4e00\u4e2a\u8f93\u51fa\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u540e\u7eed\u5c42\u9700\u8981\u6267\u884c\u5927\u91cf\u7684\u77e9\u9635\u4e58\u6cd5\uff0c\u76f4\u81f3\u6700\u540e\u5f97\u5230\u4e00\u4e2a\u7ed3\u679c\u3002\u4e8b\u5b9e\u4e0a\uff0c\u8ba1\u7b97\u5355\u4e2a\u5c42\u7684\u8f93\u51fa\u5c31\u9700\u8981\u6570\u767e\u4e07\u6b21\u6d6e\u70b9\u8fd0\u7b97\uff0c\u800c\u4e00\u4e2a\u5178\u578b\u7684\u795e\u7ecf\u7f51\u7edc\u53ef\u80fd\u5305\u542b\u6570\u5341\u5230\u6570\u767e\u5c42\uff0c\u8fd9\u4f7f\u5f97\u5176\u8ba1\u7b97\u6781\u5176\u8017\u80fd\u3002<\/p>\n<p>*\u8bd1\u8005\u6ce8<\/p>\n<p>\u732b\uff1a\u539f\u6587\u4e3a\u6d63\u718a\uff0c\u6b64\u5904\u5e94\u6307\u732b\u3002<\/p>\n<p>\u8be5\u6a21\u578b\u65e0\u6cd5\u5faa\u5e8f\u6e10\u8fdb\u5730\u5b66\u4e60\uff1a\u539f\u6587\u5982\u6b64\u3002\u4f46\u8fd9\u4e00\u8bf4\u6cd5\u5e76\u4e0d\u51c6\u786e\uff0c\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u589e\u91cf\u5f0f\u5b66\u4e60\uff08incremental learning\uff09\u6216\u4e0e\u5176\u9ad8\u5ea6\u76f8\u5173\u7684\u5728\u7ebf\/\u6301\u7eed\u5b66\u4e60\uff08online\/continual learning\uff09\u7684\u76ee\u6807\u4fbf\u662f\u5faa\u5e8f\u6e10\u8fdb\u5730\u5b66\u4e60\uff0c\u5e76\u671f\u671b\u6700\u7ec8\u80fd\u591f\u5efa\u6a21\u4ece\u672a\u89c1\u8fc7\u7684\u6570\u636e\uff08\u5206\u5e03\u5916\u6cdb\u5316\uff09\uff0c\u751a\u81f3\u8bc6\u522b\u4ece\u672a\u89c1\u8fc7\u7684\u7269\u4f53\uff08\u96f6\u6837\u672c\u63a8\u65ad\uff09\u3002<\/p>\n<p><strong>\u4eba\u5de5\u667a\u80fd\u4f1a\u6d88\u8017\u591a\u5c11\u80fd\u6e90\uff1f<\/strong><\/p>\n<p>\u4e00\u7bc7\u6765\u81ea\u9ebb\u8428\u8bf8\u585e\u5927\u5b66\u963f\u9ed8\u65af\u7279\u5206\u6821\u7684\u8bba\u6587\u79f0\uff0c\u201c\u8bad\u7ec3\u4e00\u4e2a\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u53ef\u4ee5\u4ea7\u751f\u7684\u78b3\u6392\u653e\u91cf\uff0c\u76f8\u5f53\u4e8e\u4e94\u8f86\u8f7f\u8f66\u5728\u6574\u4e2a\u4f7f\u7528\u671f\u4e2d\u7684\u6392\u653e\u91cf\u3002\u201d\u7136\u800c\uff0c\u8fd9\u9879\u5206\u6790\u4ec5\u4ec5\u53ea\u9488\u5bf9\u4e00\u6b21\u8bad\u7ec3\u800c\u5df2\u3002\u5f53\u6a21\u578b\u7ecf\u8fc7\u53cd\u590d\u8bad\u7ec3\u800c\u6539\u8fdb\u65f6\uff0c\u5176\u80fd\u8017\u4f1a\u6fc0\u589e\u3002\u8bb8\u591a\u5927\u516c\u53f8\u6bcf\u5929\u90fd\u5728\u8bad\u7ec3\u6210\u5343\u4e0a\u4e07\u4e2a\u8fd9\u6837\u7684\u6a21\u578b\uff0c\u5b83\u4eec\u5bf9\u6b64\u95ee\u9898\u90fd\u5341\u5206\u91cd\u89c6\u3002Meta\u5c31\u662f\u8fd9\u6837\u4e00\u4e2a\u516c\u53f8\uff0c\u5176\u6700\u8fd1\u53d1\u8868\u7684\u8bba\u6587\u63a2\u7d22\u4e86\u4eba\u5de5\u667a\u80fd\u5bf9\u73af\u5883\u7684\u5f71\u54cd\u3001\u7814\u7a76\u4e86\u89e3\u51b3\u95ee\u9898\u7684\u65b9\u6cd5\u3001\u5e76\u547c\u5401\u6709\u6240\u884c\u52a8\u3002<\/p>\n<p>\u5f53\u524d\u6700\u65b0\u7684\u8bed\u8a00\u6a21\u578b\u5305\u542b\u4e86\u6570\u4ee5\u4ebf\u8ba1\u4e43\u81f3\u4e07\u4ebf\u8ba1\u7684\u6743\u91cd\u3002\u5176\u4e2d\u4e00\u4e2a\u6d41\u884c\u7684\u6a21\u578bGPT-3\u5c31\u67091750\u4ebf\u4e2a\u673a\u5668\u5b66\u4e60\u53c2\u6570\u3002\u8be5\u6a21\u578b\u5728NVIDIA V100 GPU\u4e0a\u8bad\u7ec3\uff0c\u867d\u7136\u7814\u7a76\u4eba\u5458\u5c1a\u672a\u62ab\u9732\u8be5\u6a21\u578b\u7684\u80fd\u6e90\u4f7f\u7528\u60c5\u51b5\uff0c\u4f46\u901a\u8fc7\u7814\u7a76\u4eba\u5458\u7684\u8ba1\u7b97\uff0c\u5982\u679c\u4f7f\u7528A100\u7cfb\u7edf\u5219\u9700\u4f7f\u75281024\u4e2aGPU\u3001\u8017\u65f634\u5929\u3001\u82b1\u8d39460\u4e07\u7f8e\u5143\u6765\u8bad\u7ec3\u6b64\u6a21\u578b\uff0c\u4e5f\u5c31\u662f936\u5146\u74e6\u65f6\u3002\u6b64\u5916\uff0c\u8c37\u6b4cAI\u521a\u521a\u516c\u5e03\u4e86\u5177\u67095400\u4ebf\u4e2a\u53c2\u6570\u7684\u6a21\u578bPaLM\uff08Pathways Language Model\uff09\u3002\u968f\u7740\u6a21\u578b\u53d8\u5f97\u8d8a\u6765\u8d8a\u5927\u4ee5\u5e94\u5bf9\u6108\u52a0\u590d\u6742\u7684\u4efb\u52a1\uff0c\u5b83\u4eec\u5bf9\u670d\u52a1\u5668\u7684\u9700\u6c42\u5448\u6307\u6570\u589e\u957f\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-10780\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/03\/0949105035-1-300x178-1.jpg\" width=\"300\" height=\"178\" alt=\"\" \/><\/p>\n<p>\u5728\u6df1\u5ea6\u5b66\u4e60\u7684\u65f6\u4ee3\uff0c\u7528\u4e8e\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u7684\u7b97\u529b\u5448\u6307\u6570\u589e\u957f\u4e28<\/p>\n<p>https:\/\/www.economist.com\/technology-quarterly\/2020\/06\/11\/the-cost-of-training-machines-is-becoming-a-problem<\/p>\n<p>\u81ea2012\u5e74\u4ee5\u6765\uff0c\u8bad\u7ec3\u8fd9\u4e9b\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u6240\u9700\u7684\u8ba1\u7b97\u8d44\u6e90\u6bcf3.4\u4e2a\u6708\u5c31\u4f1a\u7ffb\u4e00\u756a\u3002\u4e00\u4f4d\u5546\u4e1a\u5408\u4f5c\u4f19\u4f34\u544a\u8bc9\u6211\u4eec\uff0c\u4ed6\u4eec\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u8db3\u4ee5\u4e3a\u6574\u5ea7\u57ce\u5e02\u4f9b\u7535\u3002\u8fd9\u79cd\u80fd\u6e90\u4f7f\u7528\u7684\u4e0a\u5347\u4e0e\u8bb8\u591a\u7ec4\u7ec7\u58f0\u79f0\u5728\u672a\u6765\u5341\u5e74\u5185\u5b9e\u73b0\u201c\u78b3\u4e2d\u548c\u201d\u7684\u76ee\u6807\u80cc\u9053\u800c\u9a70\u3002<\/p>\n<p><strong>\u6211\u4eec\u8be5\u5982\u4f55\u51cf\u5c11\u4eba\u5de5\u667a\u80fd\u7684\u78b3\u8db3\u5370\uff1f<\/strong><\/p>\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u5177\u6709\u6311\u6218\u6027\u7684\u95ee\u9898\uff0c\u6211\u4eec\u7684\u5efa\u8bae\u662f\uff1a\u5411\u5927\u8111\u5b66\u4e60\u3002\u4eba\u8111\u662f\u4e00\u4e2a\u771f\u6b63\u7684\u667a\u80fd\u7cfb\u7edf\u6700\u597d\u7684\u4f8b\u5b50\uff0c\u7136\u800c\u5b83\u53ea\u6d88\u8017\u5f88\u5c11\u7684\u80fd\u91cf\uff08\u57fa\u672c\u4e0a\u4e0e\u70b9\u4eae\u4e00\u76cf\u706f\u6ce1\u7684\u80fd\u91cf\u76f8\u540c\uff09\u3002\u4e0e\u6df1\u5ea6\u5b66\u4e60\u7684\u4f4e\u6548\u7387\u76f8\u6bd4\uff0c\u4eba\u8111\u7684\u6548\u7387\u6781\u5176\u663e\u8457\u3002<\/p>\n<p>\u90a3\u4e48\u4eba\u8111\u662f\u5982\u4f55\u9ad8\u6548\u8fd0\u4f5c\u7684\u5462\uff1f\u6211\u4eec\u6839\u690d\u4e8e\u795e\u7ecf\u79d1\u5b66\u7684\u7814\u7a76\u6307\u51fa\u4e86\u4e00\u6761\u8ba9\u4eba\u5de5\u667a\u80fd\u66f4\u52a0\u9ad8\u6548\u7684\u8def\u7ebf\u3002\u4ee5\u4e0b\u662f\u5927\u8111\u5728\u4e0d\u8fc7\u591a\u4f7f\u7528\u80fd\u91cf\u7684\u60c5\u51b5\u4e0b\u5374\u80fd\u51fa\u8272\u5730\u5904\u7406\u6570\u636e\u7684\u80cc\u540e\u7684\u51e0\u4e2a\u539f\u56e0\uff1a<\/p>\n<p><strong>1 \/ \u7a00\u758f\u6027<\/strong><\/p>\n<p>\u5927\u8111\u4e2d\u7684\u4fe1\u606f\u7f16\u7801\u662f\u975e\u5e38\u7a00\u758f\u7684\uff0c\u8fd9\u5c31\u50cf\u5728\u4e00\u957f\u4e32\u4e3b\u8981\u4e3a\u96f6\u7684\u5b57\u7b26\u4e32\u4e2d\u96f6\u661f\u63ba\u6742\u7740\u4e00\u4e9b\u975e\u96f6\u503c\u3002\u8fd9\u4e0e\u8ba1\u7b97\u673a\u7684\u8868\u793a\u65b9\u6cd5\u4e0d\u540c\uff0c\u540e\u8005\u901a\u5e38\u662f\u5bc6\u96c6\u7684\u3002\u7531\u4e8e\u7a00\u758f\u8868\u5f81\u6709\u5f88\u591a\u96f6\u5143\u7d20\uff0c\u56e0\u6b64\u5b83\u4eec\u5728\u548c\u5176\u4ed6\u6570\u5b57\u76f8\u4e58\u65f6\u53ef\u4ee5\u88ab\u6d88\u6389\u800c\u53ea\u5269\u4e0b\u975e\u96f6\u503c\u3002\u800c\u5927\u8111\u4e2d\u7684\u8868\u5f81\u975e\u5e38\u7a00\u758f\uff0c\u5176\u4e2d\u591a\u8fbe98%\u7684\u6570\u5b57\u90fd\u662f\u96f6\u3002<\/p>\n<p>\u5982\u679c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u5177\u6709\u7c7b\u4f3c\u7a00\u758f\u5ea6\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u8868\u793a\u4fe1\u606f\uff0c\u90a3\u4e48\u5c31\u53ef\u4ee5\u6d88\u9664\u5927\u91cf\u7684\u8ba1\u7b97\u3002\u6211\u4eec\u5df2\u7ecf\u8bc1\u660e\uff0c\u5728\u6df1\u5ea6\u5b66\u4e60\u7684\u63a8\u65ad\u4efb\u52a1\uff08inference tasks\uff0c\u4f8b\u5982\u5728\u89c6\u89c9\u7cfb\u7edf\u4e2d\u8bc6\u522b\u732b\uff09\u4e2d\u4f7f\u7528\u7a00\u758f\u8868\u5f81\u53ef\u4ee5\u5c06\u529f\u7387\u6027\u80fd\u5728\u4e0d\u635f\u5931\u4efb\u4f55\u51c6\u786e\u5ea6\u7684\u524d\u63d0\u4e0b\u63d0\u9ad8\u5230\u4e09\u81f3\u4e00\u767e\u500d\u4ee5\u4e0a\uff08\u5177\u4f53\u53d6\u51b3\u4e8e\u7f51\u7edc\u3001\u786c\u4ef6\u5e73\u53f0\u548c\u6570\u636e\u7c7b\u578b\uff09\u3002<\/p>\n<p><strong>\u6df1\u5165\u4e86\u89e3\uff1a\u5c06\u7a00\u758f\u6027\u5e94\u7528\u4e8e\u673a\u5668\u5b66\u4e60<\/strong><\/p>\n<p>\u5c06\u5927\u8111\u7684\u7a00\u758f\u6027\u8f6c\u79fb\u5230\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff08DNN\uff09\u6709\u4e24\u4e2a\u5173\u952e\u70b9\uff1a\u6fc0\u6d3b\u7a00\u758f\u6027\uff08activation sparsity\uff09\u548c\u6743\u91cd\u7a00\u758f\u6027\uff08weight sparsity\uff09\u3002\u7a00\u758f\u7f51\u7edc\u53ef\u4ee5\u9650\u5236\u5176\u795e\u7ecf\u5143\u7684\u6d3b\u52a8\uff08\u6fc0\u6d3b\u7a00\u758f\u6027\uff09\u548c\u8fde\u63a5\uff08\u6743\u91cd\u7a00\u758f\u6027\uff09\uff0c\u4ece\u800c\u663e\u8457\u964d\u4f4e\u6a21\u578b\u7684\u5927\u5c0f\u548c\u8ba1\u7b97\u590d\u6742\u5ea6\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-10781\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/03\/0949103V7-2-300x114-1.jpg\" width=\"300\" height=\"114\" alt=\"\" \/><\/p>\n<p>\u5f53\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u6743\u91cd\u548c\u6fc0\u6d3b\u51fd\u6570\u90fd\u5f88\u7a00\u758f\u65f6\uff0c\u6211\u4eec\u53ea\u9700\u8981\u8ba1\u7b97\u5305\u542b\u975e\u96f6\u5143\u7d20\u7684\u4e58\u79ef\uff0c\u4ece\u800c\u6d88\u9664\u7edd\u5927\u90e8\u5206\u76f8\u4e58\u4e28<\/p>\n<p>https:\/\/arxiv.org\/abs\/2112.13896<\/p>\n<p><strong>2 \/ \u7ed3\u6784\u5316\u6570\u636e<\/strong><\/p>\n<p>\u4f60\u7684\u5927\u8111\u901a\u8fc7\u611f\u5b98\u4fe1\u606f\u6d41\u548c\u4e0d\u65ad\u79fb\u52a8\u6765\u5bf9\u8fd9\u4e2a\u4e16\u754c\u8fdb\u884c\u5efa\u6a21\u3002\u8fd9\u4e9b\u6a21\u578b\u5177\u6709\u4e09\u7ef4\u7ed3\u6784\uff0c\u6240\u4ee5\u4f60\u7684\u5927\u8111\u80fd\u7406\u89e3\u732b\u7684\u5de6\u89c6\u56fe\u548c\u53f3\u89c6\u56fe\uff0c\u800c\u4e0d\u5fc5\u5355\u72ec\u53bb\u5b66\u4e60\u5b83\u4eec\u3002\u8fd9\u4e9b\u6a21\u578b\u57fa\u4e8e\u6211\u4eec\u6240\u8c13\u7684\u201c\u53c2\u7167\u7cfb\u201d\uff0c\u5b83\u8ba9\u5b66\u4e60\u53d8\u5f97\u7ed3\u6784\u5316\uff0c\u4f7f\u6211\u4eec\u80fd\u591f\u5efa\u7acb\u5305\u542b\u5404\u79cd\u5bf9\u8c61\u4e4b\u95f4\u5173\u7cfb\u7684\u6a21\u578b\u3002<\/p>\n<p>\u6211\u4eec\u53ef\u4ee5\u7eb3\u5165\u732b\u548c\u5927\u6811\u3001\u7fbd\u6bdb\u90fd\u6709\u5173\u8054\u7684\u6982\u5ff5\uff0c\u800c\u4e0d\u5fc5\u53bb\u770b\u6570\u767e\u4e07\u53ea\u732b\u4e0e\u5927\u6811\u7684\u5b9e\u4f8b\u3002\u4e0e\u6df1\u5ea6\u5b66\u4e60\u76f8\u6bd4\uff0c\u4f7f\u7528\u53c2\u7167\u7cfb\u6784\u5efa\u6a21\u578b\u6240\u9700\u7684\u6837\u672c\u8981\u5c11\u5f97\u591a\u3002\u53ea\u9700\u732b\u7684\u51e0\u4e2a\u89c6\u56fe\uff0c\u6a21\u578b\u5c31\u80fd\u901a\u8fc7\u53d8\u6362\u6570\u636e\u6765\u7406\u89e3\u732b\u7684\u5176\u4ed6\u89c6\u56fe\uff0c\u800c\u65e0\u9700\u4e13\u95e8\u9488\u5bf9\u8fd9\u4e9b\u89c6\u56fe\u8fdb\u884c\u8bad\u7ec3\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5c06\u8bad\u7ec3\u96c6\u51cf\u5c0f\u597d\u51e0\u4e2a\u6570\u91cf\u7ea7\u3002<\/p>\n<p><strong>\u6df1\u5165\u4e86\u89e3\uff1a\u901a\u8fc7\u53c2\u7167\u7cfb\u6765\u7ed3\u6784\u5316\u5b66\u4e60<\/strong><\/p>\n<p>\u53c2\u7167\u7cfb\u5c31\u50cf\u5730\u56fe\u4e0a\u7684\u7f51\u683c\u6216\u5750\u6807\u8f74\u3002\u4f60\u6240\u77e5\u7684\u6bcf\u4e00\u4e2a\u4e8b\u5b9e\u90fd\u4e0e\u53c2\u7167\u7cfb\u4e2d\u7684\u67d0\u4e2a\u4f4d\u7f6e\u4e00\u4e00\u914d\u5bf9\uff0c\u4f60\u7684\u5927\u8111\u5219\u5728\u53c2\u7167\u7cfb\u4e2d\u4e0d\u65ad\u79fb\u52a8\u6765\u56de\u5fc6\u50a8\u5b58\u5728\u4e0d\u540c\u4f4d\u7f6e\u7684\u4e8b\u5b9e\u3002\u8fd9\u4f7f\u4f60\u80fd\u591f\u5728\u8111\u6d77\u4e2d\u79fb\u52a8\u3001\u65cb\u8f6c\u548c\u6539\u53d8\u4e8b\u7269\u3002\u4f60\u53ef\u4ee5\u5728\u53c2\u7167\u7cfb\u91cc\u6839\u636e\u84dd\u8272\u548c\u73b0\u5b9e\u4e2d\u732b\u7684\u6837\u5b50\u6765\u60f3\u8c61\u4e00\u53ea\u84dd\u8272\u5361\u901a\u732b\u957f\u4ec0\u4e48\u6837\uff0c\u800c\u4e0d\u9700\u8981\u770b\u4e00\u767e\u5f20\u4ece\u5404\u4e2a\u89d2\u5ea6\u62cd\u7684\u84dd\u8272\u5361\u901a\u732b\u56fe\u7247\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-10782\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/03\/0949104515-3-300x169-1.gif\" width=\"300\" height=\"169\" alt=\"\" \/><\/p>\n<p>\u53c2\u7167\u7cfb\u8868\u793a\u4f60\u7684\u8eab\u4f53\u76f8\u5bf9\u4e8e\u73af\u5883\u7684\u4f4d\u7f6e\uff0c\u4ee5\u53ca\u4e8b\u7269\u4e4b\u95f4\u76f8\u5bf9\u7684\u4f4d\u7f6e\u4e28<\/p>\n<p>https:\/\/www.youtube.com\/watch?v=LaAYuygr7_8&#038;ab_channel=Numenta<\/p>\n<p><strong>3 \/ \u6301\u7eed\u5b66\u4e60<\/strong><\/p>\n<p>\u4f60\u7684\u5927\u8111\u5728\u5b66\u4e60\u65b0\u4e8b\u7269\u7684\u540c\u65f6\u4e0d\u4f1a\u5fd8\u5374\u4e4b\u524d\u6240\u5b66\u7684\u4e1c\u897f\u3002\u5f53\u4f60\u9996\u6b21\u89c1\u5230\u4e00\u79cd\u52a8\u7269\u65f6\uff08\u6bd4\u65b9\u8bf4\u571f\u72fc\uff09\uff0c\u4f60\u7684\u5927\u8111\u4e0d\u9700\u8981\u91cd\u65b0\u5b66\u4e60\u4e00\u5207\u5173\u4e8e\u54fa\u4e73\u52a8\u7269\u7684\u77e5\u8bc6\u3002\u5927\u8111\u628a\u4e00\u4e2a\u9488\u5bf9\u571f\u72fc\u7684\u53c2\u7167\u7cfb\u6dfb\u52a0\u5230\u8bb0\u5fc6\u4e2d\uff0c\u7136\u540e\u6807\u6ce8\u5176\u4e0e\u5176\u4ed6\u53c2\u7167\u7cfb\uff08\u4f8b\u5982\u72d7\uff09\u7684\u5f02\u540c\uff0c\u5e76\u5171\u4eab\u90a3\u4e9b\u76f8\u901a\u7684\u5b50\u7ed3\u6784\uff08\u4f8b\u5982\u5c3e\u5df4\u548c\u8033\u6735\uff09\u3002\u8fd9\u79cd\u9012\u589e\u5f0f\u7684\u5b66\u4e60\u53ea\u9700\u8981\u5f88\u5c11\u7684\u80fd\u91cf\u3002<\/p>\n<p><strong>\u6df1\u5165\u4e86\u89e3\uff1a\u7528\u6d3b\u8dc3\u6811\u7a81\uff08active dendrites\uff09\u6765\u8fdb\u884c\u591a\u4efb\u52a1\u548c\u6301\u7eed\u5b66\u4e60<\/strong><\/p>\n<p>\u751f\u7269\u795e\u7ecf\u5143\u6709\u4e24\u79cd\u6811\u7a81\uff1a\u8fdc\u7aef\uff08distal\uff09\u548c\u8fd1\u7aef\uff08proximal\uff09\u3002\u5982\u4eca\u6211\u4eec\u6240\u89c1\u7684\u4eba\u5de5\u795e\u7ecf\u5143\u53ea\u6a21\u62df\u4e86\u8fd1\u7aef\u7684\u6811\u7a81\u3002\u6211\u4eec\u5df2\u7ecf\u8bc1\u660e\uff0c\u901a\u8fc7\u628a\u8fdc\u7aef\u6811\u7a81\u5408\u5e76\u5230\u795e\u7ecf\u5143\u6a21\u578b\uff0c\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u5728\u4e0d\u5fd8\u5374\u65e7\u77e5\u8bc6\u7684\u524d\u63d0\u4e0b\u5b66\u4e60\u65b0\u77e5\u8bc6\uff0c\u4ece\u800c\u907f\u514d\u91cd\u65b0\u5b66\u4e60\u7684\u9700\u8981\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-10783\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/03\/09491060R-4-300x116-1.jpg\" width=\"300\" height=\"116\" alt=\"\" \/><\/p>\n<p>\u6bd4\u8f83\u4e00\u4e2a\u5178\u578b\u6df1\u5ea6\u5b66\u4e60\u7f51\u7edc\u4e2d\u7684\u70b9\u795e\u7ecf\u5143\uff08\u5de6\uff09\u3001\u4e00\u4e2a\u5927\u8111\u76ae\u5c42\u4e2d\u7684\u9525\u4f53\u795e\u7ecf\u5143\uff08pyramidal neuron\uff09\uff08\u4e2d\uff09\u3001\u4e00\u4e2a\u7ed3\u5408\u4e86\u9525\u4f53\u795e\u7ecf\u5143\u7279\u6027\u7684\u6d3b\u8dc3\u6811\u7a81\uff08\u53f3\uff09\u4e28<\/p>\n<p>https:\/\/www.frontiersin.org\/articles\/10.3389\/fnbot.2022.846219\/full<\/p>\n<p><strong>4 \/ \u4f18\u5316\u7684\u786c\u4ef6<\/strong><\/p>\n<p>\u5982\u4eca\u7684\u534a\u5bfc\u4f53\u67b6\u6784\u90fd\u662f\u4e3a\u6df1\u5ea6\u5b66\u4e60\u4f18\u5316\u7684\uff0c\u8fd9\u5176\u4e2d\uff0c\u795e\u7ecf\u7f51\u7edc\u5bc6\u96c6\u800c\u4e0d\u5177\u5907\u7ed3\u6784\u5316\u5b66\u4e60\u7684\u80fd\u529b*\u3002\u4f46\u6211\u4eec\u5982\u679c\u60f3\u521b\u9020\u66f4\u53ef\u6301\u7eed\u7684\u4eba\u5de5\u667a\u80fd\uff0c\u5c31\u9700\u8981\u8ba9\u786c\u4ef6\u4e5f\u80fd\u5305\u542b\u4e0a\u8ff0\u4e09\u4e2a\u5c5e\u6027\uff1a\u7a00\u758f\u6027\u3001\u53c2\u7167\u7cfb\u548c\u6301\u7eed\u5b66\u4e60\u3002\u6211\u4eec\u5df2\u7ecf\u521b\u9020\u4e86\u4e00\u4e9b\u652f\u6301\u7a00\u758f\u6027\u7684\u6280\u672f\u3002\u8fd9\u4e9b\u6280\u672f\u5c06\u7a00\u758f\u8868\u793a\u6620\u5c04\u5230\u5bc6\u96c6\u7684\u8ba1\u7b97\u73af\u5883\u4e2d\uff0c\u4ece\u800c\u63d0\u9ad8\u63a8\u65ad\u548c\u8bad\u7ec3\u6027\u80fd\u3002\u957f\u8fdc\u6765\u770b\uff0c\u6211\u4eec\u4e0d\u96be\u60f3\u8c61\u8fd9\u4e9b\u57fa\u4e8e\u5927\u8111\u539f\u5219\u4f18\u5316\u7684\u67b6\u6784\u5c06\u6709\u6f5c\u529b\u63d0\u4f9b\u66f4\u591a\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n<p>*\u8bd1\u8005\u6ce8<\/p>\n<p>\u539f\u6587\u5982\u6b64\uff0c\u4e0d\u4ee3\u8868\u6b63\u786e\u3002<\/p>\n<p><strong>\u6df1\u5165\u4e86\u89e3\uff1a\u4e92\u8865\u7a00\u758f\u6027<\/strong><\/p>\n<p>\u57282021\u5e74\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u4e92\u8865\u7a00\u758f\u6027\u3002\u8fd9\u662f\u4e00\u79cd\u5229\u7528\u7a00\u758f\u6743\u91cd\u548c\u7a00\u758f\u6fc0\u6d3b\u51fd\u6570\u6765\u63d0\u5347\u6027\u80fd\u7684\u6280\u672f\uff0c\u4ece\u800c\u5b9e\u73b0\u66f4\u8282\u80fd\u7684\u786c\u4ef6\u3002\u6211\u4eec\u6700\u8fd1\u7528\u4e92\u8865\u7a00\u758f\u6027\u5728FPGA\u4e0a\u8fd0\u884c\u63a8\u65ad\u4efb\u52a1\uff0c\u5e76\u5728\u541e\u5410\u91cf\u548c\u80fd\u6e90\u6548\u7387\u4e0a\u53d6\u5f97\u4e86\u8fd1\u767e\u500d\u7684\u8fdb\u6b65\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-10784\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2023\/03\/0949102226-5-300x197-1.jpg\" width=\"300\" height=\"197\" alt=\"\" \/><\/p>\n<p>\u752880%\u7684\u4e92\u8865\u7a00\u758f\u5ea6\u5c06\u4e94\u4e2a\u7a00\u758f\u77e9\u9635\uff08\u5177\u6709\u7a00\u758f\u6743\u91cd\uff09\u6253\u5305\u6210\u4e00\u4e2a\u201c\u5bc6\u96c6\u201d\u7684\u77e9\u9635\uff0c\u5e76\u4e14\u5c06\u5176\u4e0e\u7a00\u758f\u6fc0\u6d3b\u51fd\u6570\u7ed3\u5408\u8d77\u6765\u8fdb\u884c\u5904\u7406\u4e28<\/p>\n<p>https:\/\/arxiv.org\/abs\/2112.13896<\/p>\n<p><strong>\u8fc8\u5411\u66f4\u53ef\u6301\u7eed\u7684\u672a\u6765<\/strong><\/p>\n<p>\u7ee7\u7eed\u6784\u5efa\u66f4\u5927\u578b\u3001\u8ba1\u7b97\u91cf\u66f4\u5bc6\u96c6\u7684\u6df1\u5ea6\u5b66\u4e60\u7f51\u7edc\u4e0d\u662f\u901a\u5411\u521b\u9020\u667a\u80fd\u673a\u5668\u7684\u53ef\u6301\u7eed\u9014\u5f84\u3002Numenta\uff08\u539f\u4f5c\u8005\uff09\u8ba4\u540c\u7684\u662f\u901a\u8fc7\u4e00\u79cd\u57fa\u4e8e\u5927\u8111\u7684\u65b9\u6cd5\u6765\u6784\u5efa\u9ad8\u6548\u4e14\u53ef\u6301\u7eed\u7684\u4eba\u5de5\u667a\u80fd\u3002\u6211\u4eec\u5fc5\u987b\u5f00\u53d1\u66f4\u806a\u660e\u7684\u3001\u800c\u4e0d\u662f\u5de5\u4f5c\u66f4\u52e4\u5feb\u7684\u4eba\u5de5\u667a\u80fd\u3002<\/p>\n<p>\u66f4\u5c11\u7684\u8ba1\u7b97\u91cf\u3001\u66f4\u5c11\u7684\u8bad\u7ec3\u6837\u672c\u3001\u66f4\u5c11\u7684\u8bad\u7ec3\u6b21\u6570\u4e0e\u4f18\u5316\u7684\u786c\u4ef6\u76f8\u7ed3\u5408\uff0c\u53ef\u4ee5\u663e\u7740\u6539\u5584\u80fd\u6e90\u4f7f\u7528\u3002\u5982\u679c\u6211\u4eec\u7684\u8ba1\u7b97\u91cf\u51cf\u5c11\u5341\u500d\u3001\u8bad\u7ec3\u6837\u672c\u51cf\u5c11\u5341\u500d\u3001\u8bad\u7ec3\u6b21\u6570\u51cf\u5c11\u5341\u500d\u3001\u786c\u4ef6\u6548\u7387\u63d0\u9ad8\u5341\u500d\uff0c\u90a3\u4e48\u7cfb\u7edf\u7684\u6574\u4f53\u6548\u7387\u5c06\u63d0\u9ad8\u4e00\u4e07\u500d\u3002<\/p>\n<p>\u77ed\u671f\u5185\uff0cNumenta\u5e0c\u671b\u80fd\u5927\u5e45\u964d\u4f4e\u63a8\u65ad\uff08inference\uff09\u4e2d\u7684\u80fd\u8017\u3002Numenta\u7684\u4e2d\u671f\u76ee\u6807\u662f\u5c06\u8fd9\u4e9b\u6280\u672f\u5e94\u7528\u5230\u8bad\u7ec3\u4e2d\uff0c\u5e76\u968f\u7740\u8bad\u7ec3\u6b21\u6570\u7684\u51cf\u5c11\uff0c\u9884\u8ba1\u53ef\u4ee5\u8282\u7701\u66f4\u591a\u7684\u80fd\u6e90\u3002\u4ece\u957f\u8fdc\u6765\u770b\uff0c\u968f\u7740\u786c\u4ef6\u7684\u9010\u6e10\u589e\u5f3a\uff0cNumenta\u770b\u5230\u4e86\u5c06\u6027\u80fd\u6539\u8fdb\u4e0a\u5343\u500d\u7684\u6f5c\u529b\u3002<\/p>\n<p>\u4ece\u5927\u8111\u4e2d\u63d0\u53d6\u62bd\u8c61\u7684\u539f\u7406\u7136\u540e\u5e94\u7528\u5230\u5982\u4eca\u7684\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784\u4e2d\u4f1a\u628a\u6211\u4eec\u63a8\u5411\u53ef\u6301\u7eed\u7684\u4eba\u5de5\u667a\u80fd\u3002\u5982\u679c\u8bfb\u8005\u60f3\u8be6\u7ec6\u4e86\u89e3Numenta\u5728\u521b\u5efa\u8282\u80fd\u7684\u4eba\u5de5\u667a\u80fd\u65b9\u9762\u7684\u5de5\u4f5c\uff0c\u8bf7\u67e5\u770b\u539f\u6587\u4ee5\u4e86\u89e3\u66f4\u591a\u3002<\/p>\n<p><strong>\u540e\u8bb0<\/strong><\/p>\n<p>lemon\uff1a\u6700\u5f00\u59cb\u77e5\u9053Numenta\u8fd9\u5bb6\u516c\u53f8\u662f\u56e0\u4e3a\u8bfb\u4e86Jeff Hawkins\u7684On Intelligence\uff0c\u8fd9\u672c\u4e66\u63cf\u8ff0\u4e86\u4e00\u79cd\u76f4\u622a\u4e86\u5f53\u7684\u63a5\u8fd1\u201c\u5f3a\u4eba\u5de5\u667a\u80fd\u201d\u7684\u65b9\u5f0f\u6a21\u62df\u4eba\u7c7b\u7684\u5927\u8111\u76ae\u5c42\u3002Numenta\u7684\u51fa\u53d1\u70b9\u662f\uff1a\u65e2\u7136\u667a\u80fd\u53ef\u4ee5\u4ece\u4eba\u7c7b\u7684\u5927\u8111\u76ae\u5c42\u4e2d\u4ea7\u751f\uff0c\u90a3\u4e48\u6a21\u62df\u5927\u8111\u76ae\u5c42\u7684\u7b97\u6cd5\u4e5f\u5c06\u83b7\u5f97\u667a\u80fd\u3002\u6211\u6df1\u6df1\u5730\u88ab\u8fd9\u4e2a\u60f3\u6cd5\u5438\u5f15\u3002\u6a21\u62df\u5927\u8111\u76ae\u5c42vs\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\uff0c\u5230\u5e95\u8c01\u66f4\u80dc\u4e00\u7b79\u5462\uff1f\u6211\u5341\u5206\u671f\u5f85\u7b54\u6848\u63ed\u6653\u7684\u90a3\u5929\u3002<\/p>\n<p>P\uff1a\u8bfb\u539f\u6587\u65f6\uff0c\u6211\u7684\u7b2c\u4e00\u611f\u89c9\u5c31\u662f\u6587\u7ae0\u672c\u8eab\u5e26\u6709\u5f88\u5f3a\u7684\u4e3b\u89c2\u8272\u5f69\uff0c\u5c24\u5176\u662f\u5728\u8bd5\u56fe\u8bc1\u660eAI\u53ea\u662f\u201c\u7528\u86ee\u529b\u7684\u7edf\u8ba1\u6280\u672f\u201d\u65f6\uff0c\u6709\u76f8\u5f53\u591a\u523b\u610f\u4e14\u8fc7\u65f6\u7684\u89c2\u70b9\u3002\u8bda\u7136\uff0c\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u5f00\u9500\u548c\u78b3\u6392\u653e\u5de8\u5927\uff0c\u6bd4\u5982\u539f\u6587\u63d0\u5230\u7684\uff0cGPT-3\u7684\u8bad\u7ec3\u78b3\u6392\u653e\u76f8\u5f53\u4e8e\u4e94\u8f86\u5c0f\u6c7d\u8f66\u7684\u7ec8\u8eab\u6392\u653e\u3002\u4f46\u662f\uff0c\u6211\u4eec\u4e5f\u5fc5\u987b\u627f\u8ba4\u4ece\u5927\u6a21\u578b\u4e2d\u6d8c\u73b0\u51fa\u6765\u7684\u60ca\u4eba\u80fd\u529b\u3002\u5c3d\u7ba1\u8fd9\u7bc7\u6587\u7ae0\u5199\u4e8e\u53bb\u5e74\u4e94\u6708\uff0c\u5f53\u65f6\u5f53\u7136\u8fd8\u6ca1\u6709ChatGPT\uff0c\u4f46\u5df2\u7ecf\u6709\u4e0d\u5c11\u7814\u7a76\u53d1\u73b0\u4e86\u5728\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u6d8c\u73b0\u7684\u591a\u79cd\u80fd\u529b\uff0c\u6bd4\u5982\u6211\u4eec\u6ce8\u91ca\u7684\u63a8\u7406\u548c\u7c7b\u6bd4\u7b49\u7b49\u3002\u4e0d\u8fc7\uff0c\u6211\u4e2a\u4eba\u4e5f\u5341\u5206\u8ba4\u540cBengio\u3001Botvinick\u3001LeCun\u7b49\u5b66\u8005\u53bb\u5e74\u63d0\u51fa\u7684NeuroAI\u7684\u6838\u5fc3\u89c2\u70b9\uff0c\u5373\u4ece\u786c\u4ef6\u548c\u8f6f\u4ef6\u5c42\u9762\u5411\u4eba\u8111\u7684\u67b6\u6784\u5b66\u4e60\uff0c\u8fdb\u4e00\u6b65\u63a8\u8fdbAI\u7684\u53d1\u5c55\u3002\u603b\u800c\u8a00\u4e4b\uff0c\u6211\u4eec\u5e0c\u671b\u8bfb\u8005\u4e86\u89e3\u5f53\u524d\u5df2\u7ecf\u53d6\u5f97\u7684\u8fdb\u5c55\uff0c\u4ee5\u53ca\u5728\u628aAI\u7684\u8fb9\u754c\u7ee7\u7eed\u5411\u524d\u63a8\u8fdb\u65f6\u6240\u80fd\u83b7\u5f97\u7684\u6f5c\u5728\u6536\u76ca\u3002<\/p>\n<p>Sixin\uff1a\u8fd9\u662f\u4e00\u5bb6\u65e8\u5728\u5c06\u795e\u7ecf\u79d1\u5b66\u539f\u7406\u878d\u5165\u4eba\u5de5\u667a\u80fd\u4ea7\u54c1\u7684\u516c\u53f8\u3002\u4e3a\u4e86\u5ba3\u4f20\u81ea\u5df1\uff0c\u5f00\u5934\u90e8\u5206\u53ef\u80fd\u4f1a\u51fa\u73b0\u4e00\u4e9b\u7a3b\u8349\u4eba\u8c2c\u8bef\uff0c\u5938\u5927\u4e86\u6df1\u5ea6\u5b66\u4e60\u7684\u4e00\u4e9b\u95ee\u9898\u3002\u6b63\u5982\u8bd1\u8005\u4e0e\u6821\u5ba1\u8005\u5728\u6ce8\u91ca\u4e2d\u6240\u8865\u5145\u7684\uff0c\u968f\u7740\u7814\u7a76\u8005\u4eec\u4e0d\u61c8\u52aa\u529b\uff0c\u8fd9\u4e9b\u95ee\u9898\u5176\u5b9e\u5df2\u7ecf\u90e8\u5206\u751a\u81f3\u5168\u90e8\u5f97\u5230\u4e86\u89e3\u51b3\uff0c\u8bfb\u8005\u53ef\u4ee5\u6309\u56fe\u7d22\u9aa5\u3002\u4e0d\u8fc7\uff0c\u672c\u6587\u6240\u63d0\u51fa\u7684\u53c2\u8003\u4eba\u8111\u201c\u7a00\u758f\u6027\u3001\u7ed3\u6784\u5316\u3001\u5b66\u4e60\u6301\u7eed\u6027\u201d\u4e09\u79cd\u7279\u70b9\u6765\u964d\u4f4e\u4eba\u5de5\u667a\u80fd\u4ea7\u54c1\u80fd\u8017\u7684\u60f3\u6cd5\u8fd8\u662f\u5f88\u6709\u542f\u53d1\u6027\u7684\uff0c\u8bfb\u8005\u53ef\u4ee5\u53bb\u7c97\u53d6\u7cbe\u3002<\/p>\n<div 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