{"id":35990,"date":"2025-01-04T01:00:39","date_gmt":"2025-01-03T17:00:39","guid":{"rendered":"https:\/\/17aitech.com\/?p=35990"},"modified":"2025-01-04T01:00:39","modified_gmt":"2025-01-03T17:00:39","slug":"%e4%b8%a4%e4%bd%8dai%e5%85%88%e9%a9%b1%e6%96%a9%e8%8e%b7%e8%af%ba%e5%a5%96%ef%bc%8cgpt-4o%e8%a1%a8%e7%a4%ba%e7%96%91%e6%83%91%ef%bc%8c%e5%90%8c%e8%a1%8c%e5%a4%a7%e4%bd%ac%ef%bc%9a%e7%89%a9%e7%90%86","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35990","title":{"rendered":"\u4e24\u4f4dAI\u5148\u9a71\u65a9\u83b7\u8bfa\u5956\uff0cGPT-4o\u8868\u793a\u7591\u60d1\uff0c\u540c\u884c\u5927\u4f6c\uff1a\u7269\u7406\u5b66\u4e0eAI\u7684\u6865\u6881\u5df2\u67b6\u8d77"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u4e24\u4f4dAI\u5148\u9a71\u65a9\u83b7\u8bfa\u5956\uff0cGPT-4o\u8868\u793a\u7591\u60d1\uff0c\u540c\u884c\u5927\u4f6c\uff1a\u7269\u7406\u5b66\u4e0eAI\u7684\u6865\u6881\u5df2\u67b6\u8d77<\/a><\/p>\n

\u6628\u5929\uff0c\u4e24\u4f4d\u673a\u5668\u5b66\u4e60<\/mark>\u5148\u9a71 John J. Hopfield \u548c Geoffrey E. Hinton \u83b7\u5f97 2024 \u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u7684\u6d88\u606f\u5f15\u7206\u4e86\u6574\u4e2a AI \u9886\u57df\uff0c\u8ba9\u5f88\u591a\u4eba\u76f4\u547c\u300c\u7269\u7406\u5b66\u4e0d\u5b58\u5728\u4e86\u300d\u3002<\/p>\n

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

\u5c31\u8fde AI\uff08GPT-4o\uff09\u90fd\u4e0d\u6562\u76f8\u4fe1\u4eca\u5e74\u7684\u7269\u7406\u8bfa\u5956\u4f1a\u82b1\u843d\u673a\u5668\u5b66\u4e60<\/mark>\u548c\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc<\/mark>\u9886\u57df\uff0c\u8ba4\u4e3a\u8fd9\u4e9b\u9886\u57df\u901a\u5e38\u4e0d\u5c5e\u4e8e\u7269\u7406\u5b66\u8303\u7574\u3002<\/p>\n

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

\u8bfa\u8d1d\u5c14\u5956\u5b98\u65b9\u63a8\u7279\uff08X\uff09\u4e5f\u53d1\u8d77\u4e86\u4e00\u9879\u95ee\u5377\u8c03\u67e5\uff0c\u300c\u4f60\u77e5\u9053\u673a\u5668\u5b66\u4e60<\/mark>\u6a21\u578b\u662f\u57fa\u4e8e\u7269\u7406\u7b49\u5f0f\u5417\uff1f\u300d\u4ece\u7ed3\u679c\u6765\u770b\uff0c\u4e0d\u77e5\u9053\u7684\u4eba\u5360\u6bd4\u66f4\u9ad8\u3002<\/p>\n

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

\u4f46\u65e0\u8bba\u5982\u4f55\uff0c\u4e24\u4f4d\u6cf0\u6597\u7ea7\u4eba\u7269\u7684\u83b7\u5956\u6210\u4e3a\u4e86 AI \u5708\u7684\u53c8\u4e00\u76db\u4e8b\u3002\u5404\u8def\u5927\u4f6c\u7eb7\u7eb7\u4e3a\u4ed6\u4eec\u9001\u4e0a\u4e86\u795d\u8d3a\uff0c\u5305\u62ec\u540c\u4e3a 2018 \u5e74\u56fe\u7075\u5956\u5f97\u4e3b\u7684 Meta \u9996\u5e2d AI \u79d1\u5b66\u5bb6 Yann LeCun \u548c UdeM \u5168\u804c\u6559\u6388\u3001Mila \u521b\u59cb\u4eba\u548c\u79d1\u5b66\u4e3b\u4efb Yoshua Bengio\u3002<\/p>\n

Yann LeCun \u8868\u793a\uff0c\u300c\u606d\u559c\u6211\u7684\u4e24\u4f4d\u524d\u540c\u4e8b John \u548c Geoff\u3002\u6211\u5728\u591a\u4f26\u591a\u505a\u8fc7 Geoff \u5b9e\u9a8c\u5ba4\u7684\u535a\u58eb\u540e\uff0c\u4e4b\u540e\u52a0\u5165\u4e86\u8d1d\u5c14\u5b9e\u9a8c\u5ba4\uff0c\u800c John \u5728\u90a3\u91cc\u62c5\u4efb\u517c\u804c\u79d1\u5b66\u5bb6\u3002\u4e8b\u5b9e\u4e0a\uff0c\u6b63\u662f\u56e0\u4e3a John\uff0c\u6211\u624d\u52a0\u5165\u4e86\u795e\u7ecf\u7f51\u7edc<\/mark>\u7814\u7a76\u90e8\u95e8\u3002\u6211\u7b2c\u4e00\u6b21\u89c1\u5230\u4ed6\u4eec\u4e8c\u4eba\u90fd\u662f\u5728 1985 \u5e74\uff0c\u5176\u4e2d 1985 \u5e74\u521d\u5728 Les Houches \u7684\u4e00\u4e2a\u7814\u8ba8\u4f1a\u4e0a\u9047\u5230\u4e86 John\uff0c1985 \u5e74 6 \u6708\u5728\u5df4\u9ece\u7684 Cognitiva \u4f1a\u8bae\u4e0a\u9047\u5230\u4e86 Geoff\u3002\u300d<\/p>\n

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

Yoshua Bengio \u8868\u793a\uff0c\u300cJohn \u548c Geoff \u53ca\u5176\u5408\u4f5c\u8005\u5728\u7269\u7406\u5b66\u548c AI \u4e4b\u95f4\u67b6\u8d77\u4e86\u4e00\u5ea7\u7f8e\u4e3d\u4e14\u5bcc\u6709\u6d1e\u5bdf\u529b\u7684\u6865\u6881\u3002\u4ed6\u4eec\u53d1\u660e\u7684\u795e\u7ecf\u7f51\u7edc<\/mark>\u4e0d\u4ec5\u53d7\u5230\u5927\u8111\u7684\u542f\u53d1\uff0c\u8fd8\u53d7\u5230\u7269\u7406\u5b66\u4e2d\u6838\u5fc3\u6982\u5ff5\u7684\u542f\u53d1\uff0c\u4f8b\u5982\u80fd\u91cf\u3001\u6e29\u5ea6\u3001\u7cfb\u7edf\u52a8\u529b\u5b66\u3001\u80fd\u91cf\u5c4f\u969c\u3001\u968f\u673a\u6027\u548c\u566a\u58f0\u7684\u4f5c\u7528\uff0c\u5c06\u5c40\u90e8\u5c5e\u6027\uff08\u5982\u539f\u5b50\u6216\u795e\u7ecf\u5143<\/mark>\uff09\u4e0e\u5168\u5c40\u5c5e\u6027\uff08\u5982\u71b5\u548c\u5438\u5f15\u5b50\uff09\u8054\u7cfb\u8d77\u6765\u3002\u4ed6\u4eec\u8d85\u8d8a\u4e86\u7269\u7406\u5b66\uff0c\u5c55\u793a\u4e86\u8fd9\u4e9b\u60f3\u6cd5\u5982\u4f55\u4ea7\u751f\u8bb0\u5fc6\u3001\u5b66\u4e60\u548c\u751f\u6210\u6a21\u578b<\/mark>\u3002\u8fd9\u4e9b\u6982\u5ff5\u4ecd\u7136\u5904\u4e8e\u73b0\u4ee3 AI \u7814\u7a76\u7684\u524d\u6cbf\u3002\u300d<\/p>\n

\u6b64\u5916\uff0c\u4ed6\u4eec\u4e8c\u4eba\u7684\u60f3\u6cd5\u7ed9\u4e86 Bengio \u6df1\u523b\u7684\u542f\u53d1\uff0c\u4ee5\u81f3\u4e8e\u4ed6\u51b3\u5b9a\u9009\u62e9\u795e\u7ecf\u7f51\u7edc<\/mark>\u5b66\u4e60\u4f5c\u4e3a\u81ea\u5df1\u7684\u7814\u7a76\u751f\u8bfe\u9898\u3002\u4ed6\u4eec\u6fc0\u52b1 Bengio \u63a2\u7d22\u62bd\u8c61\u7684\u539f\u7406\uff0c\u8fd9\u4e9b\u539f\u7406\u53ef\u4ee5\u50cf\u7269\u7406\u5b9a\u5f8b\u4e00\u6837\u7b80\u5355\uff0c\u4f46\u53c8\u53ef\u4ee5\u89e3\u91ca\u751f\u7269\u548c AI\u3002Bengio \u7531\u8877\u5730\u4e3a\u4ed6\u4eec\u4e8c\u4eba\u4ee5\u53ca\u6240\u5728\u7684\u9886\u57df\u611f\u5230\u9ad8\u5174\u3002<\/p>\n

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

\u4e0e\u6b64\u540c\u65f6\uff0c\u8c37\u6b4c\u9996\u5e2d\u79d1\u5b66\u5bb6 Jeff Dean\u3001SSI \u521b\u59cb\u4eba Ilya Sutskever\u3001\u300cAI \u6559\u6bcd\u300d\u674e\u98de\u98de<\/mark>\u6559\u6388\u3001Coursera \u8054\u5408\u521b\u59cb\u4eba\u5434\u6069\u8fbe<\/mark>\u7b49\u4e5f\u5bf9\u4ed6\u4eec\u4e8c\u4eba\u8868\u8fbe\u4e86\u795d\u8d3a\u3002<\/p>\n

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

Jeff Dean\uff1a\u795d\u8d3a\u6211\u7684\u597d\u670b\u53cb\u517c\u524d\u8c37\u6b4c\u540c\u4e8b Geoff Hinton \u83b7\u5f97 2024 \u5e74\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\uff08\u4e0e John Hopfield \u4e00\u8d77\uff09\uff01\u968f\u7740\u795e\u7ecf\u7f51\u7edc<\/mark>\u5e94\u7528\u4e8e\u8d8a\u6765\u8d8a\u591a\u7684\u9886\u57df\uff0cGeoff \u5bf9\u8bb8\u591a\u79d1\u5b66\u9886\u57df\u7684\u5f71\u54cd\u4e0d\u65ad\u589e\u957f\u3002<\/sup><\/em><\/p>\n

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

\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0Ilya Sutskever \u795d\u8d3a Geoff Hinton \u83b7\u5f97\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u3002<\/sup><\/em><\/p>\n

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

\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u674e\u98de\u98de<\/mark>\u8fd9\u592a\u4ee4\u4eba\u5174\u594b\u4e86\uff01AI \u7684\u6df1\u8fdc\u5f71\u54cd\u624d\u521a\u521a\u5f00\u59cb\u3002\u795d\u8d3a\u4ed6\u4eec\u3002<\/sup><\/em><\/p>\n

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

\u5434\u6069\u8fbe<\/mark>\uff1a\u6211\u662f\u7b2c\u4e00\u4e2a\u79f0 Geoff Hinton \u4e3a\u300c\u6df1\u5ea6\u5b66\u4e60<\/mark>\u6559\u7236\u300d\u7684\u4eba\uff0c\u540e\u6765\u88ab\u79f0\u4e3a\u300cAI \u6559\u7236\u300d\u3002\u5f88\u9ad8\u5174\u770b\u5230\u4ed6\u548c John Hopfield \u4e00\u9053\u4e3a AI \u9886\u57df\u8d62\u5f97\u8bfa\u8d1d\u5c14\u5956\u3002<\/sup><\/em><\/p>\n

\u51cc\u6668\u4e24\u70b9\u63a5\u5230\u7535\u8bdd\uff0cHinton \u4ee5\u4e3a\u662f\u6076\u4f5c\u5267<\/strong><\/p>\n

\u300c\u6211\u600e\u4e48\u80fd\u786e\u5b9a\u8fd9\u4e0d\u662f\u4e00\u4e2a\u6076\u4f5c\u5267\u7535\u8bdd\u5462\uff1f\u300d\u5728\u5f97\u5956\u7684\u7b2c\u4e00\u65f6\u95f4\uff0cHinton \u6b63\u5728\u52a0\u5dde\u7684\u4e00\u4e2a\u9152\u5e97\u623f\u95f4\u91cc\uff0c\u7136\u540e\u4ed6\u63a5\u5230\u4e86\u8fd9\u4e2a\u7535\u8bdd\uff0c\u5f53\u65f6\u5927\u7ea6\u662f\u5728\u51cc\u6668 2 \u70b9\u3002<\/p>\n

\u6709\u8da3\u7684\u662f\uff0c\u5f53\u65f6 Hinton \u5e76\u4e0d\u76f8\u4fe1\u81ea\u5df1\u5f97\u5956\u4e86\uff0c\u800c\u662f\u7535\u8bdd\u90a3\u5934\u591a\u4e2a\u745e\u5178\u7684\u53e3\u97f3\u5e2e\u4ed6\u786e\u8ba4\u4e86\u4ed6\u83b7\u5f97\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u662f\u771f\u5b9e\u7684\u3002<\/p>\n

\u4e0b\u9762\u662f\u7535\u8bdd\u8fde\u7ebf\u5185\u5bb9\u3002<\/p>\n

\u4e3b\u6301\u4eba<\/em><\/strong>\uff1a\u4f60\u597d Geoffrey Hinton\uff0c\u6211\u662f\u8bfa\u8d1d\u5c14\u5956\u5b98\u7f51\u7684\u5de5\u4f5c\u4eba\u5458 Adam Smith\uff0c\u4ece\u8bfa\u8d1d\u5c14\u5956\u7f51\u7ad9\u6253\u6765\u7535\u8bdd\u3002\u6211\u4eec\u53ef\u4ee5\u804a\u51e0\u5206\u949f\u5417\uff1f\u9996\u5148\u5f53\u7136\u662f\u606d\u559c\u4f60\u83b7\u5956\uff0c\u8bf7\u95ee\u4f60\u662f\u4ece\u54ea\u91cc\u5f97\u5230\u8fd9\u4e2a\u6d88\u606f\u7684\uff1f<\/p>\n

Hinton<\/em><\/strong>\uff1a\u6211\u662f\u5728\u52a0\u5dde\u7684\u4e00\u5bb6\u5ec9\u4ef7\u65c5\u9986\u91cc\u3002\u6ca1\u6709\u4e92\u8054\u7f51\u8fde\u63a5\uff0c\u624b\u673a\u4fe1\u53f7\u4e5f\u4e0d\u592a\u597d\uff0c\u6211\u539f\u672c\u6253\u7b97\u4eca\u5929\u53bb\u505a\u6838\u78c1\u5171\u632f\u626b\u63cf\uff0c\u4f46\u6211\u60f3\u6211\u5fc5\u987b\u53d6\u6d88\u4e86\uff0c\u6211\u751a\u81f3\u4e0d\u77e5\u9053\u6211\u4f1a\u88ab\u63d0\u540d\u4e3a\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\uff0c\u8fd9\u8ba9\u6211\u611f\u5230\u975e\u5e38\u60ca\u8bb6\u3002<\/p>\n

\u5e76\u4e14\u73b0\u5728\u662f\u51cc\u6668\u4e24\u70b9\u3002\u6211\u7684\u7b2c\u4e00\u4e2a\u60f3\u6cd5\u662f\u6211\u600e\u4e48\u80fd\u786e\u5b9a\u8fd9\u4e0d\u662f\u4e00\u4e2a\u6076\u4f5c\u5267\u7535\u8bdd\u3002<\/p>\n

\u4e3b\u6301\u4eba<\/em><\/strong>\uff1a\u4f60\u600e\u4e48\u786e\u5b9a\u7684\u5462\uff1f<\/p>\n

Hinton<\/em><\/strong>\uff1a\u745e\u5178\u53e3\u97f3\uff0c\u90a3\u4e2a\u4eba\u6709\u7740\u6d53\u91cd\u7684\u745e\u5178\u53e3\u97f3\uff0c\u800c\u4e14\u6709\u8fd9\u79cd\u53e3\u97f3\u7684\u4eba\u4e0d\u6b62\u4e00\u4e2a\uff0c\u662f\u597d\u51e0\u4e2a\u3002\u5982\u679c\u7535\u8bdd\u662f\u5047\u7684\uff0c\u90a3\u4e48\u5fc5\u987b\u6709\u4eba\u6545\u610f\u6a21\u4eff\uff0c\u8fd9\u79cd\u60c5\u51b5\u6211\u8ba4\u4e3a\u4e0d\u592a\u53ef\u80fd\u3002<\/p>\n

\u4e3b\u6301\u4eba<\/em><\/strong>\uff1a\u4f60\u600e\u4e48\u5f62\u5bb9\u4f60\u81ea\u5df1\uff1f\u662f\u4e00\u540d\u8ba1\u7b97\u673a\u79d1\u5b66\u5bb6\uff1f\u8fd8\u662f\u4e00\u540d\u7269\u7406\u5b66\u5bb6\uff1f<\/p>\n

Hinton<\/strong><\/em>\uff1a\u6211\u4f1a\u8bf4\u6211\u662f\u4e00\u4e2a\u4e0d\u771f\u6b63\u77e5\u9053\u81ea\u5df1\u5904\u4e8e\u54ea\u4e2a\u9886\u57df\u7684\u4eba\uff0c\u4f46\u6211\u60f3\u8981\u7406\u89e3\u5927\u8111\u662f\u5982\u4f55\u5de5\u4f5c\u7684\u3002\u5728\u8bd5\u56fe\u7406\u89e3\u5927\u8111\u5de5\u4f5c\u673a\u5236\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5e2e\u52a9\u521b\u9020\u4e86\u4e00\u79cd\u8868\u73b0\u51fa\u5947\u7684\u597d\u7684\u6280\u672f \u3002<\/p>\n

\u4e3b\u6301\u4eba<\/strong><\/em>\uff1a\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u6211\u60f3\u60a8\u5df2\u7ecf\u516c\u5f00\u8868\u8fbe\u4e86\u5bf9\u6280\u672f\u53ef\u80fd\u5e26\u6765\u7684\u5371\u5bb3\u7684\u62c5\u5fe7\uff0c\u60a8\u8ba4\u4e3a\u9700\u8981\u505a\u4ec0\u4e48\u624d\u80fd\u51cf\u8f7b\u60a8\u548c\u5176\u4ed6\u4eba\u6240\u8868\u8fbe\u7684\u62c5\u5fe7\u3002<\/p>\n

Hinton<\/strong><\/em>\uff1a\u6211\u8ba4\u4e3a\u8fd9\u548c\u6c14\u5019\u53d8\u5316\u7684\u60c5\u51b5\u5927\u4e0d\u76f8\u540c\u3002\u5728\u6c14\u5019\u53d8\u5316\u95ee\u9898\u4e0a\uff0c\u6bcf\u4e2a\u4eba\u90fd\u77e5\u9053\u9700\u8981\u505a\u4ec0\u4e48 \u2014\u2014 \u6211\u4eec\u9700\u8981\u505c\u6b62\u71c3\u70e7\u78b3\u3002\u95ee\u9898\u53ea\u5728\u4e8e\u5927\u516c\u53f8\u4e3a\u4e86\u5de8\u989d\u5229\u6da6\u4e0d\u613f\u610f\u91c7\u53d6\u884c\u52a8\u3002\u4f46\u5728\u8fd9\u91cc\uff0c\u6211\u4eec\u9762\u4e34\u7684\u662f\u4e00\u4e2a\u6211\u4eec\u5bf9\u5c06\u4f1a\u53d1\u751f\u4ec0\u4e48\u4ee5\u53ca\u5982\u4f55\u5e94\u5bf9\u90fd\u77e5\u4e4b\u751a\u5c11\u7684\u95ee\u9898\u3002\u56e0\u6b64\uff0c\u6211\u5e0c\u671b\u6211\u6709\u4e00\u4e2a\u7b80\u5355\u7684\u65b9\u6848\uff0c\u5982\u679c\u505a\u4e86\u5c31\u80fd\u4fdd\u8bc1\u4e00\u5207\u90fd\u4f1a\u597d\u8f6c\uff0c\u4f46\u6211\u6ca1\u6709\u3002\u7279\u522b\u662f\u5173\u4e8e\u8fd9\u4e9b\u4e8b\u7269\u5931\u63a7\u5e76\u53d6\u4ee3\u6211\u4eec\u7684\u5b58\u5728\u5a01\u80c1\uff0c\u6211\u8ba4\u4e3a\u6211\u4eec\u6b63\u5904\u4e8e\u5386\u53f2\u7684\u4e00\u4e2a\u5206\u5c94\u70b9\uff0c\u672a\u6765\u51e0\u5e74\u6211\u4eec\u9700\u8981\u627e\u51fa\u662f\u5426\u6709\u529e\u6cd5\u5e94\u5bf9\u8fd9\u4e00\u5a01\u80c1\u3002\u56e0\u6b64\uff0c\u6211\u8ba4\u4e3a\u73b0\u5728\u5bf9\u4e8e\u4eba\u4eec\u6765\u8bf4\uff0c\u7814\u7a76\u5982\u4f55\u4fdd\u6301\u63a7\u5236\u975e\u5e38\u91cd\u8981\uff0c\u6211\u4eec\u9700\u8981\u6295\u5165\u5927\u91cf\u7814\u7a76\u52aa\u529b\u3002\u6211\u8ba4\u4e3a\u653f\u5e9c\u53ef\u4ee5\u505a\u7684\u4e00\u4ef6\u4e8b\u662f\u8feb\u4f7f\u5927\u516c\u53f8\u6295\u5165\u66f4\u591a\u8d44\u6e90\u8fdb\u884c\u5b89\u5168\u7814\u7a76\uff0c\u8fd9\u6837\u50cf OpenAI \u8fd9\u6837\u7684\u516c\u53f8\u5c31\u4e0d\u80fd\u628a\u5b89\u5168\u7814\u7a76\u7f6e\u4e8e\u6b21\u8981\u5730\u4f4d\u3002<\/p>\n

\u4e3b\u6301\u4eba<\/strong><\/em>\uff1a\u5728\u751f\u7269\u6280\u672f\u9769\u547d\u671f\u95f4\uff0c\u90a3\u4e9b\u9876\u5c16\u7684\u79d1\u6280\u516c\u53f8\u5728\u963f\u897f\u6d1b\u9a6c\u4f1a\u8bae\u4e2d\u805a\u96c6\u8d77\u6765\uff0c\u5e76\u5750\u4e0b\u6765\u8ba8\u8bba\uff0c\u6307\u51fa\u8fd9\u91cc\u5b58\u5728\u6f5c\u5728\u7684\u5371\u9669\uff0c\u6211\u4eec\u9700\u8981\u81ea\u5df1\u6765\u5173\u6ce8\u8fd9\u4e00\u70b9\u3002<\/p>\n

Hinton<\/strong><\/em>\uff1a\u662f\u7684\uff0c\u6211\u8ba4\u4e3a\u4e0e\u6b64\u6709\u4e00\u4e9b\u76f8\u4f3c\u4e4b\u5904\uff0c\u6211\u8ba4\u4e3a\u4ed6\u4eec\u505a\u7684\u975e\u5e38\u597d\u3002\u9057\u61be\u7684\u662f\uff0cAI \u9886\u57df\u7684\u5e94\u7528\u66f4\u4e3a\u5e7f\u6cdb\u548c\u590d\u6742\uff0c\u8fd9\u4f7f\u5f97\u7ba1\u7406\u548c\u76d1\u63a7\u6f5c\u5728\u98ce\u9669\u66f4\u5177\u6311\u6218\u6027\u3002\u00a0<\/p>\n

\u5bf9\u4e8e\u50cf\u514b\u9686\u8fd9\u6837\u7684\u4e8b\u60c5\uff0c\u751f\u7269\u5b66\u5bb6\u4eec\u4e00\u76f4\u5728\u52aa\u529b\u63a7\u5236\u3002\u6211\u89c9\u5f97\u751f\u7269\u5b66\u5bb6\u4eec\u7684\u505a\u6cd5\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u5178\u578b\uff0c\u4ed6\u4eec\u80fd\u591f\u8fbe\u6210\u4e00\u81f4\u4e14\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u7ed3\u679c\u3002<\/p>\n

\u4e3b\u6301\u4eba<\/em><\/strong>\uff1a\u5173\u4e8e\u5927\u8bed\u8a00\u6a21\u578b<\/mark>\uff0c\u6211\u731c\u60f3\u8fd9\u53ef\u80fd\u662f\u4f60\u7684\u62c5\u5fe7\u4e4b\u4e00\uff0c\u5f53\u6d89\u53ca\u8bfa\u8d1d\u5c14\u5956\u5728\u8fd9\u4e00\u9886\u57df\u7684\u5f71\u54cd\u65f6\uff0c\u4f60\u8ba4\u4e3a\u5b83\u4f1a\u5e26\u6765\u6539\u53d8\u5417\uff1f<\/p>\n

Hinton<\/strong><\/em>\uff1a\u662f\u7684\uff0c\u6211\u8ba4\u4e3a\u8fd9\u4f1a\u6709\u6240\u6539\u53d8\u3002\u5e0c\u671b\u8fd9\u80fd\u4f7f\u6211\u5728\u8bf4\u8fd9\u4e9b\u4e8b\u60c5\u65f6\u66f4\u6709\u4fe1\u8a89\uff0c\u771f\u7684\u80fd\u7406\u89e3\u5b83\u4eec\u7684\u672c\u8d28\u3002<\/p>\n

\u6709\u4e00\u6574\u4e2a\u8bed\u8a00\u5b66<\/mark>\u6d3e\u522b\u6765\u81ea\u4e54\u59c6\u65af\u57fa\uff0c\u4ed6\u4eec\u8ba4\u4e3a\u8fd9\u4e9b\u6a21\u578b\u7406\u89e3\u8bed\u8a00\u662f\u5b8c\u5168\u6ca1\u6709\u610f\u4e49\u7684\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u6a21\u578b\u5e76\u4e0d\u50cf\u6211\u4eec\u4eba\u7c7b\u4e00\u6837\u5904\u7406\u8bed\u8a00\u3002\u6211\u8ba4\u4e3a\u8fd9\u4e2a\u5b66\u6d3e\u662f\u9519\u8bef\u7684\uff0c\u73b0\u5728\u5f88\u660e\u663e\uff0c\u795e\u7ecf\u7f51\u7edc<\/mark>\u5728\u5904\u7406\u8bed\u8a00\u65b9\u9762\u8fdc\u80dc\u4e8e\u4e54\u59c6\u65af\u57fa\u8bed\u8a00\u5b66<\/mark>\u6d3e\u6240\u4ea7\u751f\u7684\u4efb\u4f55\u4e1c\u897f\u3002\u4f46\u662f\uff0c\u5173\u4e8e\u8fd9\u4e00\u70b9\u5728\u8bed\u8a00\u5b66<\/mark>\u5bb6\u4e2d\u4ecd\u7136\u6709\u5f88\u591a\u4e89\u8bba\u3002<\/p>\n

\u4e3b\u6301\u4eba<\/em><\/strong>\uff1a\u73b0\u5728\uff0c\u6211\u53ea\u662f\u60f3\u56de\u5230\u4f60\u5728\u9152\u5e97\u623f\u95f4\u91cc\u534a\u591c\u63a5\u5230\u8fd9\u4e2a\u6d88\u606f\u7684\u60c5\u51b5\uff0c\u67d0\u79cd\u7a0b\u5ea6\u4e0a\uff0c\u5728\u8fd9\u6837\u4e00\u4e2a\u5b64\u72ec\u7684\u5730\u65b9\u542c\u5230\u8fd9\u6837\u7684\u6d88\u606f\uff0c\u6ca1\u6709\u4eba\u53ef\u4ee5\u5206\u4eab\uff0c\u53ea\u80fd\u81ea\u5df1\u5e86\u795d\u3002<\/p>\n

Hinton<\/strong><\/em>\uff1a\u55ef\uff0c\u6211\u548c\u6211\u7684\u4f34\u4fa3\u5728\u4e00\u8d77\uff0c\u5979\u5f88\u5174\u594b\u3002<\/p>\n

\u4e3b\u6301\u4eba<\/strong><\/em>\uff1a\u518d\u6b21\u795d\u8d3a\u4f60\u3002<\/p>\n

Hinton<\/strong><\/em>\uff1a\u8c22\u8c22\uff0c\u518d\u89c1\u3002<\/a><\/a><\/p>\n

Hopfield \u7f51\u7edc\uff1a\u5b83\u5f71\u54cd\u4e86\u5f88\u591a\u9886\u57df<\/strong><\/p>\n

\u867d\u7136\u4eca\u5e74\u7684\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\u9881\u7ed9\u4e86\u4e24\u4f4d\u4eab\u8a89\u76db\u540d\u7684 AI \u79d1\u5b66\u5bb6\uff0c\u4f46\u4ed6\u4eec\u7684\u5de5\u4f5c\u5c24\u5176\u662f Hopfield \u7f51\u7edc\u4ea7\u751f\u7684\u5f71\u54cd\u5df2\u7ecf\u8db3\u591f\u5927\u3002\u6bd4\u5982 MIT \u6c83\u68ee\u4eba\u5de5\u667a\u80fd<\/mark>\u5b9e\u9a8c\u5ba4\u7684 Dmitry Krotov \u8ba4\u4e3a\uff0cHopfield \u7f51\u7edc\u81f3\u5c11\u5bf9\u7edf\u8ba1\u7269\u7406\u5b66\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u4e0e AI\u3001\u795e\u7ecf\u79d1\u5b66<\/mark>\u5177\u6709\u5de8\u5927\u7684\u5f71\u54cd\u3002<\/p>\n

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

Dmitry Krotov \u662f\u4e00\u4f4d\u5728 AI \u548c\u795e\u7ecf\u79d1\u5b66<\/mark>\u9886\u57df\u6709\u91cd\u8981\u8d21\u732e\u7684\u79d1\u5b66\u5bb6\u3002\u4ed6\u6295\u7a3f\u7684\u8bba\u6587\u300cCan a Fruit Fly Learn Word Embeddings?\u300d\u66fe\u5728 ICLR 2021 \u4f1a\u8bae\u4e0a\u5f15\u8d77\u5e7f\u6cdb\u5173\u6ce8\u3002<\/sup><\/em><\/p>\n

\u5728\u7edf\u8ba1\u7269\u7406\u5b66\u4e2d\uff0cHopfield \u6a21\u578b\u6210\u4e3a\u6700\u5e38\u7814\u7a76\u7684 Hamiltonians \u5b66\u6d3e\u4e4b\u4e00\uff0c\u5173\u4e8e\u5b83\u7684\u8bba\u6587\u548c\u4e66\u7c4d\u5df2\u6709\u6570\u4e07\u7bc7\u3002\u8fd9\u4e2a\u60f3\u6cd5\u4e3a\u6570\u767e\u540d\u7269\u7406\u5b66\u5bb6\u8fdb\u5165\u795e\u7ecf\u79d1\u5b66<\/mark>\u548c AI \u9886\u57df\u63d0\u4f9b\u4e86\u5207\u5165\u70b9\uff0cDmitry Krotov \u81ea\u5df1\u5c31\u662f\u5176\u4e2d\u4e4b\u4e00\u3002<\/p>\n

\u5728\u8ba1\u7b97\u673a\u79d1\u5b66\u4e2d\uff0cHopfield \u7f51\u7edc\u662f\u4fc3\u4f7f AI \u5bd2\u51ac\uff081974-1981 \u5e74\uff09\u7ed3\u675f\u4ee5\u53ca\u968f\u540e\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc<\/mark>\u590d\u5174\u7684\u4e3b\u8981\u9a71\u52a8\u601d\u60f3\u3002Hopfield \u5728 1982 \u5e74\u53d1\u8868\u7684\u8bba\u6587\u6807\u5fd7\u7740\u73b0\u4ee3\u795e\u7ecf\u7f51\u7edc<\/mark>\u65f6\u4ee3\u7684\u5f00\u59cb\u3002<\/p>\n

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

\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/www.pnas.org\/doi\/pdf\/10.1073\/pnas.79.8.2554<\/p>\n

\u6b64\u5916\uff0cAI \u9876\u4f1a\u4e4b\u4e00 NeurIPS \u7684\u5386\u53f2\u53ef\u8ffd\u6eaf\u5230 1984-1986 \u5e74\u5728\u52a0\u5dde\u7406\u5de5\u5b66\u9662\u53ec\u5f00\u7684\u4f1a\u8bae\uff0c\u5f53\u65f6\u8fd9\u4e9b\u4f1a\u8bae\u88ab\u79f0\u4e3a\u300cHopfests\u300d\uff0c\u5177\u4f53\u53c2\u9605 John Moody \u64b0\u5199\u7684 NIPS 1991 \u4f1a\u8bae\u8bb0\u5f55\u3002<\/p>\n

Hopfield \u7f51\u7edc\u8fd8\u662f\u53d7\u9650\u73bb\u5c14\u5179\u66fc\u673a<\/mark>\u5f00\u53d1\u7684\u4e3b\u8981\u7075\u611f\u6765\u6e90\uff0c\u800c\u53d7\u9650\u73bb\u5c14\u5179\u66fc\u673a<\/mark>\u5728\u6df1\u5ea6\u5b66\u4e60<\/mark>\u7684\u65e9\u671f\u53d1\u6325\u4e86\u91cd\u8981\u4f5c\u7528\u3002\u57fa\u4e8e\u80fd\u91cf\u7684\u5efa\u6a21\u662f\u7a81\u51fa\u7684 AI \u8303\u4f8b\uff0c\u662f Hopfield \u57fa\u4e8e\u80fd\u91cf\u7684\u8bb0\u5fc6\u7684\u53d1\u5c55\u3002<\/p>\n

\u6700\u540e\u5728\u795e\u7ecf\u79d1\u5b66<\/mark>\u4e2d\uff0cHopfield \u7f51\u7edc\u4e3a\u540e\u7eed\u8bb8\u591a\u8bb0\u5fc6\u8ba1\u7b97\u6a21\u578b\u5960\u5b9a\u4e86\u57fa\u7840\u3002\u5e76\u4e14\u5c06\u8bb0\u5fc6\u56de\u5fc6\u6982\u5ff5\u5316\u4e3a\u80fd\u91cf\u66f2\u7ebf\u5411\u4e0b\u6eda\u52a8\u7684\u60f3\u6cd5\u4e5f\u6210\u4e3a\u4e86\u795e\u7ecf\u79d1\u5b66<\/mark>\u4e2d\u7684\u5178\u578b\u9690\u55bb\u3002<\/p>\n

\u6b63\u5982\u6709\u4eba\u8bc4\u4ef7\u79f0\uff0cJohn Hopfield \u83b7\u5956\u5f53\u4e4b\u65e0\u6127\uff0c\u4ed6\u4e3a AI \u9886\u57df\u7684\u7269\u7406\u5b66\u535a\u58eb\u521b\u9020\u4e86\u5927\u91cf\u7684\u5c31\u4e1a\u673a\u4f1a\uff0c\u4ece\u800c\u4fdd\u6301\u4e86\u7269\u7406\u5b66\u7684\u6d3b\u529b\u3002<\/p>\n

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

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