{"id":2036,"date":"2025-11-03T14:01:45","date_gmt":"2025-11-03T06:01:45","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=2036"},"modified":"2025-11-03T14:01:45","modified_gmt":"2025-11-03T06:01:45","slug":"%e4%bb%8e-bengio-%e5%88%b0-sutskever%ef%bc%9aai-%e9%ab%98%e8%a2%ab%e5%bc%95%e5%ad%a6%e8%80%85%e7%be%a4%e5%83%8f%e5%87%ba%e7%82%89%ef%bc%8c%e7%99%be%e4%b8%87%e5%bc%95%e7%94%a8%e6%97%b6","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/11\/03\/%e4%bb%8e-bengio-%e5%88%b0-sutskever%ef%bc%9aai-%e9%ab%98%e8%a2%ab%e5%bc%95%e5%ad%a6%e8%80%85%e7%be%a4%e5%83%8f%e5%87%ba%e7%82%89%ef%bc%8c%e7%99%be%e4%b8%87%e5%bc%95%e7%94%a8%e6%97%b6\/","title":{"rendered":"\u4ece Bengio \u5230 Sutskever\uff1aAI \u9ad8\u88ab\u5f15\u5b66\u8005\u7fa4\u50cf\u51fa\u7089\uff0c\u201c\u767e\u4e07\u5f15\u7528\u65f6\u4ee3\u201d \u89c1\u8bc1\u6df1\u5ea6\u5b66\u4e60\u9ec4\u91d1 20 \u5e74"},"content":{"rendered":"\n<p>Yoshua Bengio\u6210\u4e3a\u5168\u7403\u9996\u4f4d\u8bba\u6587\u5f15\u7528\u91cf\u7a81\u7834\u767e\u4e07\u7684\u5b66\u8005\uff0cHinton\u4ee597\u4e07\u7d27\u968f\u5176\u540e\uff0c\u6807\u5fd7\u7740AI\u5b66\u672f\u5f71\u54cd\u529b\u8fdb\u5165\u65b0\u9ad8\u5cf0\u3002<\/p>\n\n\n\n<p>\u521a\u521a\uff0cYoshua Bengio\u6210\u4e3a\u8c37\u6b4c\u5b66\u672f\u4e0a\u9996\u4e2a\u8bba\u6587\u5f15\u7528\u91cf\u8d85\u8fc7100\u4e07\u7684\u4eba\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"248\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image.jpeg\" alt=\"\" class=\"wp-image-2037\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image.jpeg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-300x90.jpeg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-768x229.jpeg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>\u67e5\u8be2\u65f6\u95f42025\u5e7410\u670825\u65e5 13:04<\/p>\n\n\n\n<p>\u4e0e\u6b64\u540c\u65f6\uff0c\u4eba\u5de5\u667a\u80fd\u6559\u7236\u8f9b\u987f\uff08Geoffrey Hinton\uff09\u7684\u88ab\u5f15\u6b21\u6570\u4e5f\u6765\u523097\u4e07\u6b21\uff01<\/p>\n\n\n\n<p>\u6709\u671b\u6210\u4e3a\u5168\u7403\u7b2c\u4e8c\u4e2a\u8bba\u6587\u5f15\u7528\u91cf\u8d85\u8fc7100\u4e07\u7684\u4eba\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"248\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-2.jpeg\" alt=\"\" class=\"wp-image-2039\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-2.jpeg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-2-300x90.jpeg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-2-768x229.jpeg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>\u67e5\u8be2\u65f6\u95f42025\u5e7410\u670825\u65e5 13:04<\/p>\n\n\n\n<p>\u4f5c\u4e3a\u6df1\u5ea6\u5b66\u4e60\u4e09\u5de8\u5934\u4e4b\u4e00\uff0c\u56fe\u7075\u5956\u5f97\u4e3bBengio\uff0c\u4e0d\u4ec5\u5728\u8ba1\u7b97\u673a\u9886\u57df\u88ab\u5f15\u6700\u9ad8\uff0c\u800c\u4e14\u8fd8\u662f\u4e16\u754c\u7b2c\u4e00\u3002<\/p>\n\n\n\n<p>\u65e9\u57282018\u5e74\uff0c\u4ed6\u66fe\u4ee5\u300c\u5355\u65e5\u6700\u9ad8\u5f15\u7528\u91cf\u300d\u6458\u5f97\u8ba1\u7b97\u673a\u7814\u7a76\u8005\u6842\u51a0\uff0c\u5e76\u4e0eGeoffrey Hinton\u3001Yann LeCun\u540c\u5e74\u62ff\u4e0b\u56fe\u7075\u5956\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"626\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-5.jpeg\" alt=\"\" class=\"wp-image-2042\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-5.jpeg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-5-300x226.jpeg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-5-768x579.jpeg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>\u6392\u540d\u5e73\u53f0AD Scientific Index<\/p>\n\n\n\n<p>\u4f5c\u4e3a\u6df1\u5ea6\u5b66\u4e60\u3001\u81ea\u7136\u8bed\u8a00\u9886\u57df\u7684\u5148\u9a71\uff0cYoshua Bengio\u7684\u5f15\u7528\u589e\u957f\u66f2\u7ebf\uff0c\u57282018\u5e74\u83b7\u5f97\u56fe\u7075\u5956\u4ee5\u540e\u5f00\u59cb\u4e86\u7206\u53d1\u6027\u589e\u957f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"444\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-3.jpeg\" alt=\"\" class=\"wp-image-2040\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-3.jpeg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-3-300x160.jpeg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-3-768x410.jpeg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>\u800cHinton\u8001\u7237\u5b50\u7684\u5f15\u7528\u589e\u957f\u66f2\u7ebf\uff0c\u5219\u52a8\u4eba\u7684\u5c55\u793a\u4e86\u4ed6\u662f\u5982\u4f55\u5ea6\u8fc7\u51b0\u51b7\u7684\u300c\u4eba\u5de5\u667a\u80fd\u5bd2\u51ac\u300d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"217\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-1.jpeg\" alt=\"\" class=\"wp-image-2038\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-1.jpeg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-1-300x78.jpeg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-1-768x201.jpeg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>\u540c\u4e3a\u56fe\u7075\u5956\u4e09\u5de8\u5934\u7684Yann LeCun\u4e5f\u670943\u4e07+\u7684\u5f15\u7528\u3002<\/p>\n\n\n\n<p>\u4f46\u6bd4\u4f55\u607a\u660e\u3001Ilya Sutskever\u7b49\u4eba\u8fd8\u8981\u4f4e\u4e0a\u4e0d\u5c11\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"268\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-4.jpeg\" alt=\"\" class=\"wp-image-2041\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-4.jpeg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-4-300x97.jpeg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-4-768x248.jpeg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p><strong>AI\u8bba\u6587\u5f15\u7528\u4e3a\u4f55\u7206\u53d1\uff1f<\/strong><\/p>\n\n\n\n<p>\u5982\u679c\u4ed4\u7ec6\u76d8\u70b9\uff0c<strong>\u5168\u7403\u9ad8\u88ab\u5f15TOP 10\u4e2d\uff0c\u8ba1\u7b97\u673a\u5927\u725b\u5360\u636e4\u5e2d\uff0c\u800c\u8fd9\u4e9b\u5927\u4f6c\u4e5f\u53ef\u4ee5\u8bf4\u90fd\u662fAI\u9886\u57df\u7684\uff01<\/strong><\/p>\n\n\n\n<p>\u56db\u4f4d\u5927\u725b\u5206\u522b\u662f\uff1aYoshua Bengio\u3001Geoffrey Hinton\u3001\u4f55\u607a\u660e\u3001Ilya Sutskever\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"194\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-6.jpeg\" alt=\"\" class=\"wp-image-2043\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-6.jpeg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-6-300x70.jpeg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-6-768x179.jpeg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>\u4ed6\u4eec\u4e2d\uff1a<\/p>\n\n\n\n<p>Yoshua Bengio\u548cGeoffrey Hinton\u662f\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u5148\u9a71\uff1b<\/p>\n\n\n\n<p>Geoffrey Hinton\u548cIlya Sutskever\u662f\u5e08\u5f92\u5173\u7cfb\uff0cHinton\u65e0\u9700\u591a\u8a00\uff1bIlya\u5219\u662fOpenAI\u548cChatGPT\u7f14\u9020\u8005\uff1b<\/p>\n\n\n\n<p>\u4f55\u607a\u660e\u662f\u6df1\u5ea6\u6b8b\u5dee\u7f51\u7edc\uff08ResNets\uff09\u4e4b\u7236\u3002<\/p>\n\n\n\n<p>\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u7684\u8bba\u6587\u5f15\u7528\u5448\u73b0\u7206\u53d1\u5f0f\u589e\u957f\uff0c\u6b63\u597d\u6697\u5408\u4e86\u6211\u4eec\u6240\u5904\u7684AI\u65f6\u4ee3\u3002<\/p>\n\n\n\n<p>2012\u5e74AlexNet\u5728ImageNet\u4e0a\u5927\u5e45\u9886\u5148\uff0c\u5e76\u9996\u6b21\u628a\u5927\u89c4\u6a21GPU\u8bad\u7ec3\u5199\u8fdb\u8bba\u6587\u65b9\u6cd5\u5b66\uff0c\u88ab\u89c6\u4e3a\u6df1\u5ea6\u5b66\u4e60\u7684\u300c\u5f15\u7206\u70b9\u300d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"454\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-7.jpeg\" alt=\"\" class=\"wp-image-2044\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-7.jpeg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-7-300x164.jpeg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-7-768x420.jpeg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>\u4ece1986\u5e74\u7684\u53cd\u5411\u4f20\u64ad\uff0c\u5230<strong>Nature\u5728 2015\u5e74\u53d1\u8868\u4e86LeCun\u3001Bengio\u3001Hinton\u7684\u7efc\u8ff0\u300a\u6df1\u5ea6\u5b66\u4e60\u300b<\/strong>\uff0c\u518d\u5230Bengio\u56e2\u961f\u5173\u4e8e\u300c\u8868\u793a\u5b66\u4e60\u300d\u7684\u7efc\u8ff0\uff0c\u8fd9\u4e9b\u5927\u725b\u4eec\u7684\u8bba\u6587\u6210\u4e86\u540e\u6765\u8bba\u6587\u5199\u4f5c\u4e2d\u7684\u6807\u51c6\u7406\u8bba\u4e0e\u80cc\u666f\u5f15\u7528\u6765\u6e90\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"357\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-8.jpeg\" alt=\"\" class=\"wp-image-2045\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-8.jpeg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-8-300x129.jpeg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-8-768x330.jpeg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p><strong>\u800cTransformer\u4e0e\u5927\u6a21\u578bAI\u5e26\u6765\u4e8c\u6b21\u7206\u53d1\uff01<\/strong><\/p>\n\n\n\n<p>2017\u5e74\uff0cTransformer\u63d0\u51fa\u30012018\u5e74BERT\u8bc1\u660e\u9884\u8bad\u7ec3\/\u5fae\u8c03\u8303\u5f0f\u901a\u5403\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff0c\u968f\u540e\u591a\u6a21\u6001\u4e0e\u751f\u6210\u5f0fAI\u5168\u9762\u5f00\u82b1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"437\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-9.jpeg\" alt=\"\" class=\"wp-image-2046\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-9.jpeg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-9-300x158.jpeg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-9-768x404.jpeg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>\u65b0\u8bba\u6587\u51e0\u4e4e\u90fd\u4f1a\u56de\u6eaf\u5230\u66f4\u65e9\u7684\u795e\u7ecf\u7f51\u7edc\u4e0e\u8868\u5f81\u5b66\u4e60\u6587\u732e\u94fe\u6761\u4e0a\u3002<\/p>\n\n\n\n<p><strong>\u5f53AI\u6210\u4e3a\u65b0\u7684\u5168\u4e16\u754c\u589e\u957f\u70b9\uff0cAI\u8bba\u6587\u603b\u4f53\u6570\u91cf\u6fc0\u589e\uff0c\u653e\u5927\u4e86\u300c\u88ab\u5f15\u6bcd\u96c6\u300d\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"694\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-10.jpeg\" alt=\"\" class=\"wp-image-2047\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-10.jpeg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-10-300x251.jpeg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-10-768x641.jpeg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>AI Index\u6307\u51fa\uff0c2010\u20132022\u5e74\u5168\u7403AI\u8bba\u6587\u603b\u91cf\u8fd1\u4e4e<strong>\u4e09\u500d<\/strong>\u589e\u957f\uff08\u7ea68.8\u4e07\u219224 \u4e07+\uff09\u3002<\/p>\n\n\n\n<p>\u52302023\u5e74\uff0cAI\u5360\u8ba1\u7b97\u673a\u79d1\u5b66\u8bba\u6587\u7684<strong>\u6bd4\u4f8b<\/strong>\u4e5f\u4ece2013\u5e74\u768421.6%\u5347\u81f341.8%\u3002<\/p>\n\n\n\n<p>\u53ef\u4ee5\u8bf4\uff0c\u51e0\u4e4e\u8ba1\u7b97\u673a\u79d1\u5b66\u9886\u57df\u4e00\u534a\u7684\u8bba\u6587\u90fd\u548cAI\u76f8\u5173\uff0c\u800cAI\u5219\u548c\u6df1\u5ea6\u5b66\u4e60\u4e0d\u5206\u5bb6\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u7814\u7a76\u6bcd\u96c6\u8d8a\u5927\uff0c\u5960\u57fa\u8005\u7684\u7d2f\u79ef\u5f15\u7528\u589e\u957f\u5c31\u8d8a\u5feb\u3002<\/p>\n\n\n\n<p>\u4eceAI\u9886\u57df\u7684\u9876\u4f1a\u8bba\u6587\u6295\u7a3f\u4e5f\u53ef\u4f50\u8bc1\u8fd9\u4e2a\u6f6e\u6d41\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>ICLR 2024\uff1a\u51717262<\/strong>\u6295\u7a3f\uff0c<strong>2260<\/strong>\u63a5\u6536\uff0c\u76f8\u8f832023\u5e74\u6295\u7a3f+2324\u3002<\/li>\n\n\n\n<li><strong>NeurIPS 2024<\/strong>\uff1a<strong>17491<\/strong>\u603b\u6295\u7a3f\uff08\u4e3b\u4f1a15671 + \u6570\u636e\u96c6\/\u57fa\u51c61820\uff09\uff0c<strong>4497<\/strong>\u63a5\u6536\u3002<\/li>\n\n\n\n<li><strong>CVPR 2024<\/strong>\uff1a<strong>11532<\/strong>\u6295\u7a3f\uff0c<strong>2719<\/strong>\u63a5\u6536\uff0c<strong>23.6%<\/strong>\u5f55\u7528\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<p>AI\u6210\u4e3a\u8fd9\u4e2a\u65f6\u4ee3\u7684\u4e3b\u65cb\u5f8b\u3002<\/p>\n\n\n\n<p>\u800cAI\u9886\u57df\u7684\u6838\u5fc3\u8bba\u6587\u4e5f\u6210\u4e3a\u8fd9\u4e2a\u65f6\u4ee3\u5b66\u672f\u754c\u7684\u4e3b\u65cb\u5f8b\u3002<\/p>\n\n\n\n<p><strong>AI\u9886\u57df\u9ad8\u88ab\u5f15\u4f5c\u8005<\/strong><\/p>\n\n\n\n<p><strong>Yoshua Bengio<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"830\" height=\"957\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-11.jpeg\" alt=\"\" class=\"wp-image-2048\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-11.jpeg 830w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-11-260x300.jpeg 260w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-11-768x886.jpeg 768w\" sizes=\"auto, (max-width: 830px) 100vw, 830px\" \/><\/figure>\n\n\n\n<p>Yoshua Bengio<\/p>\n\n\n\n<p>Yoshua Bengio\u662f\u5168\u7403\u516c\u8ba4\u7684\u4eba\u5de5\u667a\u80fd\u9886\u57df\u9876\u5c16\u4e13\u5bb6\uff0c\u4ed6\u4ee5\u5728\u6df1\u5ea6\u5b66\u4e60\u65b9\u9762\u7684\u5f00\u521b\u6027\u7814\u7a76\u800c\u4eab\u6709\u76db\u8a89\u3002<\/p>\n\n\n\n<p>Bengio\u4e0eGeoffrey Hinton\u3001Yann LeCun\u4e00\u8d77\u8363\u83b72018\u5e74\u56fe\u7075\u5956\uff0c\u5e76\u88ab\u89c6\u4f5c\u63a8\u52a8\u6df1\u5ea6\u5b66\u4e60\u53d1\u5c55\u6700\u4e3a\u91cd\u8981\u7684\u300c\u4e09\u5de8\u5934\u300d\u3002<\/p>\n\n\n\n<p>Bengio\u662f\u8499\u7279\u5229\u5c14\u5927\u5b66\u6b63\u6559\u6388\uff0c\u540c\u65f6\u4e5f\u662fMila\uff08\u9b41\u5317\u514b\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\uff09\u7684\u521b\u59cb\u4eba\u548c\u79d1\u5b66\u987e\u95ee\u3002\u4ed6\u8fd8\u662fCIFAR\u9ad8\u7ea7\u7814\u7a76\u5458\uff0c\u62c5\u4efbIVADO\u7279\u522b\u987e\u95ee\u3001\u52a0\u62ff\u5927CIFAR AI \u8bb2\u5ea7\u6559\u6388\u7b49\u804c\u3002<\/p>\n\n\n\n<p>2019\u5e74\uff0cBengio\u83b7\u5f97Killam\u5956\u3002<\/p>\n\n\n\n<p>2022 \u5e74\uff0c\u4ed6\u6210\u4e3ah-index\u5168\u7403\u5f15\u7528\u6b21\u6570\u6700\u9ad8\u7684\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p><strong>\u65e9\u5e74\u751f\u6d3b\u4e0e\u6559\u80b2\u80cc\u666f<\/strong><\/p>\n\n\n\n<p>Yoshua Bengio1964\u5e74\u51fa\u751f\u4e8e\u6cd5\u56fd\u5df4\u9ece\uff0c\u4ed6\u5728\u52a0\u62ff\u5927\u8499\u7279\u5229\u5c14\u5ea6\u8fc7\u4e86\u5c11\u5e74\u65f6\u671f\u3002<\/p>\n\n\n\n<p>Bengio\u6765\u81ea\u4e8e\u4e00\u4e2a\u72b9\u592a\u5bb6\u5ead\uff0c\u4ed6\u7684\u7236\u6bcd\u4ece\u6469\u6d1b\u54e5\u79fb\u6c11\u81f3\u6cd5\u56fd\uff0c\u540e\u79fb\u5c45\u52a0\u62ff\u5927\u3002<\/p>\n\n\n\n<p>\u4ed6\u5728McGill\u5927\u5b66\u83b7\u5f97\u4e86\u5de5\u7a0b\u5b66\u58eb\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u7855\u58eb\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u535a\u58eb\u5b66\u4f4d\u3002<\/p>\n\n\n\n<p>1991\u5e74\uff0cBengio\u4eceMcGill\u5927\u5b66\u535a\u58eb\u6bd5\u4e1a\u540e\uff0c\u5728MIT\u548cAT&amp;T\u8d1d\u5c14\u5b9e\u9a8c\u5ba4\u62c5\u4efb\u535a\u58eb\u540e\u7814\u7a76\u5458\u3002<\/p>\n\n\n\n<p>Bengio\u662f\u82f1\u56fd\u7687\u5bb6\u5b66\u4f1a\u9662\u58eb\u3001\u52a0\u62ff\u5927\u7687\u5bb6\u5b66\u4f1a\u9662\u58eb\u3001\u6cd5\u56fd\u8363\u8a89\u519b\u56e2\u9a91\u58eb\uff0c\u4ee5\u53ca\u52a0\u62ff\u5927\u52cb\u7ae0\u519b\u5b98\u3002<\/p>\n\n\n\n<p>2023\u5e74\uff0c\u4ed6\u88ab\u4efb\u547d\u4e3a\u8054\u5408\u56fd\u79d1\u5b66\u54a8\u8be2\u59d4\u5458\u4f1a\u6210\u5458\uff0c\u4e3a\u79d1\u5b66\u4e0e\u6280\u672f\u7a81\u7834\u63d0\u4f9b\u72ec\u7acb\u5efa\u8bae\u3002<\/p>\n\n\n\n<p>\u51fa\u4e8e\u5bf9\u4eba\u5de5\u667a\u80fd\u793e\u4f1a\u5f71\u54cd\u7684\u6df1\u5207\u5173\u6ce8\uff0cBengio\u53c2\u4e0e\u8d77\u8349\u4e86\u300a\u8499\u7279\u5229\u5c14\u8d1f\u8d23\u4efb\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u5ba3\u8a00\u300b\uff0c\u5e76\u6301\u7eed\u5021\u5bfc\u51cf\u8f7b\u672a\u6765\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u53ef\u80fd\u5e26\u6765\u7684\u6f5c\u5728\u707e\u96be\u6027\u98ce\u9669\u3002<\/p>\n\n\n\n<p><strong>\u4f55\u607a\u660e<\/strong><\/p>\n\n\n\n<p>\u4f55\u607a\u660e\u7684\u8bba\u6587\u603b\u88ab\u5f15\u6b21\u6570\u8d85\u8fc775\u4e07\u6b21\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"387\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-12.jpeg\" alt=\"\" class=\"wp-image-2049\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-12.jpeg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-12-300x140.jpeg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-12-768x358.jpeg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>\u76ee\u524d\uff0c\u4ed6\u662f\u9ebb\u7701\u7406\u5de5\u5b66\u9662\uff08MIT\uff09\u7535\u5b50\u5de5\u7a0b\u4e0e\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\uff08EECS\uff09\u7684\u7ec8\u8eab\u526f\u6559\u6388\uff0c\u5e76\u517c\u4efb\u8c37\u6b4cDeepMind\u7684\u6770\u51fa\u79d1\u5b66\u5bb6\u3002\u7814\u7a76\u65b9\u5411\u4e3a\u8ba1\u7b97\u673a\u89c6\u89c9\u4e0e\u6df1\u5ea6\u5b66\u4e60\u3002<\/p>\n\n\n\n<p>\u4ed6\u4e8e2016\u81f32024\u5e74\u5728Facebook AI\u7814\u7a76\u9662\uff08FAIR\uff09\u62c5\u4efb\u7814\u7a76\u79d1\u5b66\u5bb6\uff0c2011\u81f32016\u5e74\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\uff08MSRA\uff09\u62c5\u4efb\u7814\u7a76\u5458\uff0c2011\u5e74\u83b7\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u535a\u58eb\u5b66\u4f4d\uff0c2007\u5e74\u83b7\u6e05\u534e\u5927\u5b66\u5b66\u58eb\u5b66\u4f4d\u3002<\/p>\n\n\n\n<p>\u6839\u636eNature\u7684\u4e00\u7bc7\u6587\u7ae0\uff0c\u4ed6\u4ee3\u8868\u6027\u5de5\u4f5c\u6df1\u5ea6\u6b8b\u5dee\u7f51\u7edc\uff08ResNets\uff09\u662f\u4e8c\u5341\u4e00\u4e16\u7eaa\u88ab\u5f15\u7528\u6b21\u6570\u6700\u591a\u7684\u8bba\u6587\u3002<\/p>\n\n\n\n<p>\u6b8b\u5dee\u8fde\u63a5\u7ed3\u6784\u5df2\u88ab\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5f53\u4eca\u5404\u79cd\u5148\u8fdb\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4e2d\uff0c\u5305\u62ecTransformer\uff08\u5982ChatGPT\uff09\u3001AlphaGo Zero\u3001AlphaFold\u4ee5\u53ca\u51e0\u4e4e\u6240\u6709\u7684\u751f\u6210\u5f0fAI\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u4ed6\u5728\u89c6\u89c9\u611f\u77e5\uff08\u5982Faster R-CNN\u3001Mask R-CNN\uff09\u548c\u81ea\u76d1\u7763\u5b66\u4e60\uff08\u5982MoCo\u3001MAE\uff09\u9886\u57df\u7684\u7814\u7a76\u4e5f\u5e7f\u4e3a\u4eba\u77e5\u3002<\/p>\n\n\n\n<p>\u4ed6\u66fe\u8363\u83b7\u591a\u4e2a\u91cd\u8981\u5956\u9879\uff0c\u5305\u62ec2025\u5e74ICCV Helmholtz Prize\uff08\u65f6\u95f4\u68c0\u9a8c\u5956\uff09\u30012018\u5e74PAMI\u9752\u5e74\u7814\u7a76\u5458\u5956\u3001ICCV 2017\u3001CVPR 2016\u53caCVPR 2009\u7684\u6700\u4f73\u8bba\u6587\u5956\u3001ICCV 2017\u6700\u4f73\u5b66\u751f\u8bba\u6587\u5956\u3001CVPR 2021\u548cECCV 2018\u7684\u6700\u4f73\u8bba\u6587\u8363\u8a89\u63d0\u540d\u5956\uff0c\u4ee5\u53ca2021\u5e74ICCV Everingham Prize\u3002<\/p>\n\n\n\n<p><strong>Ilya Sutskever<\/strong><\/p>\n\n\n\n<p>Ilya Sutskever\u7684\u8bba\u6587\u603b\u88ab\u5f15\u6b21\u6570\u8d85\u8fc770\u4e07\u6b21\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"382\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-13.jpeg\" alt=\"\" class=\"wp-image-2050\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-13.jpeg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-13-300x138.jpeg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-13-768x353.jpeg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>\u76ee\u524d\uff0c\u4ed6\u662fSafe Superintelligence Inc.\u7684\u8054\u5408\u521b\u59cb\u4eba\u517c\u9996\u5e2d\u79d1\u5b66\u5bb6\u3002<\/p>\n\n\n\n<p>\u4ed6\u4e8e2005\u5e74\u83b7\u5f97\u591a\u4f26\u591a\u5927\u5b66\u6570\u5b66\u5b66\u58eb\u5b66\u4f4d\uff0c2007\u5e74\u83b7\u5f97\u591a\u4f26\u591a\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7855\u58eb\u5b66\u4f4d\uff0c\u5e76\u4e8e2013\u5e74\u83b7\u5f97\u591a\u4f26\u591a\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u535a\u58eb\u5b66\u4f4d\u3002<\/p>\n\n\n\n<p>2012\u5e74\uff0c\u4ed6\u4e0e\u81ea\u5df1\u7684\u535a\u5bfcGeoffrey Hinton\uff0c\u4ee5\u53caAlex Krizhevsky\u5171\u540c\u53d1\u660e\u4e86\u5377\u79ef\u795e\u7ecf\u7f51\u7edcAlexNet\u3002<\/p>\n\n\n\n<p>\u968f\u540e\uff0c\u4ed6\u5728\u65af\u5766\u798f\u5927\u5b66\u4f5c\u4e3aAndrew Ng\u7684\u535a\u58eb\u540e\u5de5\u4f5c\u4e86\u5927\u7ea6\u4e24\u4e2a\u6708\u3002\u63a5\u7740\u4fbf\u56de\u5230\u591a\u4f26\u591a\u5927\u5b66\uff0c\u52a0\u5165\u4e86Hinton\u7684\u65b0\u7814\u7a76\u516c\u53f8DNNResearch\u30022013\u5e74\uff0c\u8c37\u6b4c\u6536\u8d2d\u4e86DNNResearch\uff0c\u5e76\u8058\u8bf7\u4ed6\u4e3a\u8c37\u6b4c\u5927\u8111\u7684\u7814\u7a76\u79d1\u5b66\u5bb6\u3002<\/p>\n\n\n\n<p>\u5728\u8c37\u6b4c\u5927\u8111\uff0c\u4ed6\u4e0eOriol Vinyals\u548cQuoc Viet Le\u5408\u4f5c\u521b\u5efa\u4e86\u5e8f\u5217\u5230\u5e8f\u5217\u5b66\u4e60\u7b97\u6cd5\uff0c\u5e76\u53c2\u4e0e\u4e86TensorFlow\u7684\u5f00\u53d1\u5de5\u4f5c\u3002\u4ed6\u4e5f\u662fAlphaGo\u8bba\u6587\u7684\u4f17\u591a\u5171\u540c\u4f5c\u8005\u4e4b\u4e00\u3002<\/p>\n\n\n\n<p>2015\u5e74\u5e95\uff0c\u4ed6\u79bb\u5f00\u8c37\u6b4c\uff0c\u6210\u4e3aOpenAI\u7684\u8054\u5408\u521b\u59cb\u4eba\u517c\u9996\u5e2d\u79d1\u5b66\u5bb6\u3002<\/p>\n\n\n\n<p>2024\u5e745\u6708\uff0c\u4ed6\u5ba3\u5e03\u79bb\u5f00OpenAI\uff1b\u540c\u5e746\u6708\uff0c\u4ed6\u4e0eDaniel Gross\u548cDaniel Levy\u5171\u540c\u6210\u7acb\u4e86\u65b0\u516c\u53f8Safe Superintelligence Inc.<\/p>\n\n\n\n<p><strong>\u5176\u4ed6<\/strong><\/p>\n\n\n\n<p>\u5176\u4ed6\u9ad8\u88ab\u5f15\u8fd8\u6709\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GAN\u4e4b\u7236Ian Goodfellow\uff0838\u4e07+\uff09<\/li>\n\n\n\n<li>\u8c37\u6b4c\u4eba\u5de5\u667a\u80fd\u8d1f\u8d23\u4ebaJeff Dean\uff0837\u4e07+\uff09<\/li>\n\n\n\n<li>\u521b\u9020ImageNet\u7684\u674e\u98de\u98de\uff0832\u4e07+\uff09<\/li>\n\n\n\n<li>LSTM\u4e4b\u7236Juergen Schmidhuber\uff0829\u4e07+\uff09<\/li>\n\n\n\n<li>Coursera\u521b\u59cb\u4eba\u5434\u6069\u8fbe\uff0829\u4e07+\uff09<\/li>\n\n\n\n<li>Gemini\u7684\u6280\u672f\u8d1f\u8d23\u4ebaNoam Shazeer\uff0828\u4e07+\uff09<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"414\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-14.jpeg\" alt=\"\" class=\"wp-image-2051\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-14.jpeg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-14-300x149.jpeg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-14-768x383.jpeg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"427\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-15.jpeg\" alt=\"\" class=\"wp-image-2052\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-15.jpeg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-15-300x154.jpeg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-15-768x395.jpeg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"378\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-16.jpeg\" alt=\"\" class=\"wp-image-2053\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/11\/image-16.jpeg 831w, 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