{"id":1718,"date":"2025-04-16T09:00:39","date_gmt":"2025-04-16T09:00:39","guid":{"rendered":"https:\/\/www.inforstack.com\/?p=1718"},"modified":"2025-04-16T09:00:40","modified_gmt":"2025-04-16T09:00:40","slug":"%e5%a4%a7%e8%af%ad%e8%a8%80%e6%a8%a1%e5%9e%8b%e7%81%ab%e7%88%86%e7%9a%84%e4%bb%8a%e5%a4%a9%ef%bc%8c%e6%88%91%e4%bb%ac%e4%b8%ba%e4%bb%80%e4%b9%88%e8%bf%98%e8%a6%81%e6%8b%a5%e6%8a%b1%e4%b8%96%e7%95%8c","status":"publish","type":"post","link":"https:\/\/www.inforstack.com\/?p=1718","title":{"rendered":"\u5927\u8bed\u8a00\u6a21\u578b\u706b\u7206\u7684\u4eca\u5929\uff0c\u6211\u4eec\u4e3a\u4ec0\u4e48\u8fd8\u8981\u62e5\u62b1\u4e16\u754c\u6a21\u578b\uff1f"},"content":{"rendered":"\n<p 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class=\"wp-block-paragraph\">\u800c\u8fd9\u6070\u662f\u4eca\u5929<a href=\"https:\/\/www.ofweek.com\/ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u4eba\u5de5\u667a\u80fd<\/a>\u6240\u6b20\u7f3a\u7684\uff0c\u4e16\u754c\u6a21\u578b\u6b63\u5728\u52aa\u529b\u53d1\u5c55\u7684\u2014\u2014\u4ece\u6570\u636e\u4e2d\u91cd\u6784\u5bf9\u91cd\u529b\u3001\u65f6\u95f4\u7b49\u77e5\u8bc6\u7684\u7406\u89e3\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e16\u754c\u6a21\u578b\u7684\u6982\u5ff5\u6700\u65e9\u53ef\u8ffd\u6eaf\u81f31980s\u52301990s\u7684\u8ba4\u77e5\u79d1\u5b66\u548c\u63a7\u5236\u7406\u8bba\uff0c\u90a3\u65f6\u7684\u7814\u7a76\u8005\u53d7\u5fc3\u7406\u5b66\u5f71\u54cd\uff0c\u63d0\u51faAI\u7cfb\u7edf\u9700\u8981\u6784\u5efa\u5bf9\u73af\u5883\u7684\u5185\u90e8\u6a21\u62df\uff0c\u4ece\u800c\u8fdb\u884c\u9884\u6d4b\u548c\u51b3\u7b56\uff0c\u5373AI\u7684\u73af\u5883\u5efa\u6a21\u80fd\u529b\u3002<\/p>\n\n\n\n<p 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class=\"wp-block-paragraph\">\u5f3a\u5316\u5b66\u4e60\u901a\u8fc7\u5956\u60e9\u673a\u5236\u8ba9\u5176\u5728\u4e0e\u73af\u5883\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u4e0d\u65ad\u4e60\u5f97\u7b56\u7565\uff0c\u7c7b\u4f3c\u4e8e\u201c\u8bad\u72d7\u201d\uff0c\u6df1\u5ea6\u5b66\u4e60\u901a\u8fc7\u5206\u5c42\u7279\u5f81\u63d0\u53d6\u8ba9\u5176\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u81ea\u52a8\u5b66\u4e60\u89c4\u5f8b\uff0c\u7c7b\u4f3c\u4e8e\u201c\u70bc\u91d1\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2018\u5e74\uff0cDeepMind \u300aWorld Models\u300b\uff08Ha &amp; Schmidhuber\uff09\u8bba\u6587\u9996\u6b21<strong>\u7528\u201cVAE+RNN+\u63a7\u5236\u5668\u201d\u7684\u4e09\u6bb5\u5f0f\u67b6\u6784\uff0c\u6784\u5efa\u53ef\u9884\u6d4b\u73af\u5883\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u6210\u4e3a\u73b0\u4ee3\u4e16\u754c\u6a21\u578b\u7684\u91cc\u7a0b\u7891\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u4e00\u8fc7\u7a0b\u7c7b\u4f3c\u4e8e\u201c\u9020\u68a6\u201d\u2014\u2014\u5148\u901a\u8fc7\u81ea\u52a8\u7f16\u7801\u5668VAE\u5c06\u73b0\u5b9e\u573a\u666f\u538b\u7f29\u6210\u6570\u636e\uff0c\u518d\u5229\u7528RNN\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u63a8\u6f14\u672a\u6765\u53ef\u80fd\u7684\u60c5\u8282\uff0c\u6700\u540e\u7528\u7cbe\u7b80\u7684\u63a7\u5236\u5668\u6307\u5bfc\u884c\u52a8\u3002\u8fd9\u610f\u5473\u7740\u4e16\u754c\u6a21\u578b\u9996\u6b21\u5177\u5907\u4e86\u9885\u5185\u63a8\u6f14\u7684\u80fd\u529b\uff0c\u50cf\u4eba\u7c7b\u4e00\u6837\u5728\u884c\u52a8\u524d\u9884\u5224\u540e\u679c\uff0c\u5927\u5927\u964d\u4f4e\u4e86\u8bd5\u9519\u6210\u672c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2022\u5e74\u540e\uff0c\u4e16\u754c\u6a21\u578b\u8fdb\u5165\u5927\u6a21\u578b\u65f6\u4ee3\uff0c\u501f\u52a9Transformer\u7684\u5e8f\u5217\u5efa\u6a21\u80fd\u529b\u548c\u591a\u6a21\u6001\u5b66\u4e60\u6280\u672f\uff0c\u5e94\u7528\u8303\u56f4\u4ece\u5355\u4e00\u6a21\u6001\u6269\u5c55\u5230\u8de8\u6a21\u6001\u4eff\u771f\uff0c\u4e16\u754c\u6a21\u578b\u7684\u63a8\u6f14\u4e5f\u4ece2D\u8d70\u54113D\uff08\u5982OpenAI\u7684GATO\u3001DeepMind\u7684Genie\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/mp.ofweek.com\/Upload\/News\/Img\/member48235\/202504\/10204215810160.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8fd1\u671f\u7814\u7a76\u5982Meta\u7684VC-1\u3001Google\u7684PaLM-E\u8fdb\u4e00\u6b65\u5c06\u4e16\u754c\u6a21\u578b\u7684\u6982\u5ff5\u5e26\u5165\u516c\u4f17\u89c6\u91ce\uff0c\u5c06\u4e16\u754c\u6a21\u578b\u4e0e\u5927\u8bed\u8a00\u6a21\u578b\u7ed3\u5408\u4ee5\u5b9e\u73b0\u66f4\u901a\u7528\u7684\u73af\u5883\u63a8\u7406\u6210\u4e3a\u4e00\u79cd\u6280\u672f\u53d1\u5c55\u8def\u5f84\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Google\u7684PaLM-E\uff085620\u4ebf\u53c2\u6570\uff09\u6a21\u578b\u6210\u529f\u5c06\u8bed\u8a00\u6a21\u578b\u4e0e\u89c6\u89c9\u3001\u4f20\u611f\u5668\u6570\u636e\u7b49\u7269\u7406\u4e16\u754c\u4fe1\u606f\u7ed3\u5408\uff0c\u673a\u5668\u4eba\u80fd\u591f\u7406\u89e3\u590d\u6742\u6307\u4ee4\uff08\u5982\u201c\u6361\u8d77\u6389\u843d\u7684\u9524\u5b50\u201d\uff09\u5e76\u9002\u5e94\u65b0\u73af\u5883\u6267\u884c\u4efb\u52a1\u3002Meta Llama\u7cfb\u5217\u7684\u5f00\u6e90\u591a\u6a21\u6001\u6846\u67b6\uff08\u5982MultiPLY\uff09\u8fdb\u4e00\u6b65\u4fc3\u8fdb\u4e86\u5bf9\u7269\u7406\u73af\u5883\u76843D\u611f\u77e5\u7814\u7a76\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7531\u4e0a\uff0c\u4ece\u6982\u5ff5\u63a8\u6f14\u5230\u843d\u5730\u5b9e\u8df5\uff0c\u4e16\u754c\u6a21\u578b\u5728\u53d1\u5c55\u4e2d\u9010\u6b65\u6478\u7d22\uff0c\u6e10\u6e10\u8d70\u51fa\u4e00\u6761\u4ece\u6df7\u6c8c\u5230\u6e05\u660e\u7684\u8def\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/mp.ofweek.com\/Upload\/News\/Img\/member48235\/202504\/10204216593122.png\" alt=\"\" style=\"width:617px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Transformer\u67b6\u6784\u7684\u8fdb\u5316\u3001\u591a\u6a21\u6001\u6570\u636e\u7684\u7206\u53d1\uff0c\u8ba9\u4e16\u754c\u6a21\u578b\u8d70\u51fa\u8bad\u7ec3\u573a\uff0c\u8d70\u8fdb\u6e38\u620f\u573a\uff0c\u518d\u8d70\u5411\u771f\u5b9e\u4e16\u754c\u2014\u2014\u8c37\u6b4c\u3001\u817e\u8baf\u901a\u8fc7\u5176\u751f\u6210\u903c\u771f\u7684\u6e38\u620f\u573a\u666f\uff0c\u7279\u65af\u62c9\u7528\u795e\u7ecf\u7f51\u7edc\u9884\u6d4b\u8f66\u8f86\u8f68\u8ff9\uff0cDeepMind\u901a\u8fc7\u5efa\u6a21\u9884\u6d4b\u5168\u7403\u5929\u6c14\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c31\u8fd9\u6837\uff0c\u5728\u5b9e\u9a8c\u5ba4\u4e2d\u8e52\u8dda\u5b66\u6b65\u7684\u4e16\u754c\u6a21\u578b\u5f00\u59cb\u4e86\u4ed6\u5bf9\u73b0\u5b9e\u7269\u7406\u89c4\u5f8b\u7684\u63a2\u7d22\u4e4b\u8def\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5c31\u50cf\u4eba\u7c7b\u5e7c\u5e74\u901a\u8fc7\u6e38\u620f\u611f\u53d7\u89c4\u5219\u5b8c\u6210\u793e\u4f1a\u5316\u4e00\u6837\uff0c\u4e16\u754c\u6a21\u578b\u7684\u7b2c\u4e00\u5173\u4e5f\u662f\u6e38\u620f\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u521d\u671f\u7684\u6a21\u578b\u5e94\u7528\u4ef0\u8d56\u89c4\u5219\u660e\u786e\u7684\u865a\u62df\u73af\u5883\u548c\u8fb9\u754c\u6e05\u6670\u7684\u79bb\u6563\u7a7a\u95f4\uff0c\u5982Atari\u6e38\u620f\uff08DQN\uff09\u3001\u661f\u9645\u4e89\u9738\uff08AlphaStar\uff09\uff0c\u91c7\u7528\u8868\u683c\u578b\u6a21\u578b\uff08\u5982Dyna\uff09\uff0c\u540e\u671f\u7ed3\u5408CNN\/RNN\u5904\u7406\u56fe\u50cf\u8f93\u5165\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fdb\u5316\u81f33D\u7248\u540e\uff0c\u8c37\u6b4cDeepMind\u7684Genie 2\u53ef\u901a\u8fc7\u5355\u5f20\u56fe\u7247\u751f\u6210\u53ef\u4ea4\u4e92\u7684\u65e0\u96503D\u4e16\u754c\uff0c\u65f6\u957f\u8fbe1min\uff0c\u7528\u6237\u53ef\u81ea\u7531\u63a2\u7d22\u52a8\u6001\u73af\u5883\uff08\u5982\u5730\u5f62\u53d8\u5316\u3001\u7269\u4f53\u4e92\u52a8\uff09\u3002\u7531\u817e\u8baf\u3001\u6e2f\u79d1\u5927\u3001\u4e2d\u56fd\u79d1\u5927\u8054\u5408\u63a8\u51fa\u7684GameGen-O\u6a21\u578b\u53ef\u4e00\u952e\u751f\u6210\u897f\u90e8\u725b\u4ed4\u3001\u9b54\u6cd5\u5e08\u3001\u9a6f\u517d\u5e08\u7b49\u6e38\u620f\u89d2\u8272\uff0c\u8fd8\u80fd\u4ee5\u66f4\u9ad8\u4fdd\u771f\u5ea6\u3001\u66f4\u590d\u6742\u7684\u7269\u7406\u6548\u679c\u751f\u6210\u6d77\u5578\u3001\u9f99\u5377\u98ce\u3001\u6fc0\u5149\u7b49\u5404\u79cd\u573a\u666f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ecf\u8fc7\u5927\u91cf\u8bad\u7ec3\u540e\uff0c\u4e16\u754c\u6a21\u578b\u7531\u6e38\u620f\u8fc7\u6e21\u5230\u5de5\u4e1a\u573a\u666f\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6e38\u620f\u5f15\u64ce\u7684\u6838\u5fc3\u80fd\u529b\u5728\u4e8e\u6784\u5efa\u9ad8\u4fdd\u771f\u3001\u53ef\u4ea4\u4e92\u76843D\u865a\u62df\u73af\u5883\u3002\u8fd9\u79cd\u80fd\u529b\u88ab\u76f4\u63a5\u8fc1\u79fb\u5230\u5de5\u4e1a\u573a\u666f\u4e2d\uff0c\u7528\u4e8e\u6a21\u62df\u5de5\u4e1a\u573a\u666f\u4e2d\u5404\u79cd\u53ef\u80fd\u51fa\u73b0\u6545\u969c\u7684\u590d\u6742\u573a\u666f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/mp.ofweek.com\/Upload\/News\/Img\/member48235\/202504\/10204216446979.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u673a\u5668\u4eba\u516c\u53f8\u6ce2\u58eb\u987f\u52a8\u529b\u5728\u865a\u62df\u73af\u5883\u4e2d\u9884\u6f14\u673a\u5668\u4eba\u52a8\u4f5c\uff08\u5982\u6454\u5012\u6062\u590d\uff09\uff0c\u518d\u8fc1\u79fb\u5230\u5b9e\u4f53\u673a\u5668\uff1b\u7279\u65af\u62c92023\u5e74\u63d0\u51fa\u7684\u4e16\u754c\u6a21\u578b\u76f4\u63a5\u6574\u5408\u4e86\u6e38\u620f\u5f15\u64ce\u7684\u4eff\u771f\u6280\u672f\uff0c\u5229\u7528\u5408\u6210\u6570\u636e\u8bad\u7ec3\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\uff0c\u51cf\u5c11\u5bf9\u771f\u5b9e\u8def\u6d4b\u6570\u636e\u7684\u4f9d\u8d56\uff1b\u851a\u6765\u7684\u667a\u80fd\u4e16\u754c\u6a21\u578b\u80fd\u591f\u5728\u6781\u77ed\u65f6\u95f4\u5185\u63a8\u6f14\u6570\u767e\u79cd\u53ef\u80fd\u60c5\u5883\u5e76\u505a\u597d\u9884\u6848\u548c\u51b3\u7b56\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6700\u8fd1\uff0c\u4e16\u754c\u6a21\u578b\u8fd8\u8d70\u8fdb\u4e86\u57fa\u7840\u7814\u7a76\u9886\u57df\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">DeepMind\u7684GraphCast\u9760\u4e16\u754c\u6a21\u578b\u5904\u7406\u767e\u4e07\u7ea7\u7f51\u683c\u6c14\u8c61\u53d8\u91cf\uff0c\u9884\u6d4b\u5929\u6c14\u80fd\u529b\u6bd4\u4f20\u7edf\u6570\u503c\u6a21\u62df\u5feb1000\u500d\uff0c\u80fd\u8017\u964d\u4f4e1000\u500d\u3002\u5b83\u901a\u8fc7\u56fe\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff0c\u80fd\u591f\u76f4\u63a5\u4ece\u5386\u53f2\u518d\u5206\u6790\u6570\u636e\u4e2d\u5b66\u4e60\u5929\u6c14\u7cfb\u7edf\u7684\u590d\u6742\u52a8\u529b\u5b66\uff0c\u7cbe\u51c6\u3001\u9ad8\u6548\u9884\u6d4b\u5168\u7403\u5929\u6c14\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u6e38\u620f\u822c\u7684\u865a\u62df\u573a\u666f\u5230\u81ea\u52a8\u9a7e\u9a76\u7b49\u73b0\u5b9e\u573a\u666f\uff0c\u4e16\u754c\u6a21\u578b\u7684\u672c\u8d28\u662f\u901a\u8fc7\u5927\u91cf\u591a\u6a21\u6001\u8d44\u6599\u7406\u89e3\u7269\u7406\u4e16\u754c\u7684\u89c4\u5f8b\u3002\u672a\u6765\uff0c\u201c\u4e16\u754c\u6a21\u578b+\u5927\u8bed\u8a00\u6a21\u578b\u201d\u53ef\u80fd\u6210\u4e3aAGI\u7684\u6838\u5fc3\u67b6\u6784\uff0c\u8ba9AI\u4e0d\u4ec5\u80fd\u804a\u5929\uff0c\u8fd8\u80fd\u771f\u6b63\u7406\u89e3\u5e76\u505a\u51fa\u51b3\u7b56\u6539\u53d8\u73b0\u5b9e\u4e16\u754c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u8fc7\uff0c\u6211\u4eec\u4e3a\u4f55\u9700\u8981\u4e16\u754c\u6a21\u578b\uff1f\u5728\u5927\u8bed\u8a00\u6a21\u578b\u706b\u7206\u5168\u7403\u7684\u4eca\u5929\uff0c\u662f\u4ec0\u4e48\u8ba9\u5176\u663e\u5f97\u4e0d\u53ef\u66ff\u4ee3\u5462\uff1f<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/mp.ofweek.com\/Upload\/News\/Img\/member48235\/202504\/10204217827609.png\" alt=\"\" style=\"width:461px;height:auto\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u8ba9AI\u771f\u6b63\u4ece\u6a21\u4eff\u8868\u5f81\u5230\u611f\u77e5\u672c\u8d28\uff0c\u514b\u670d\u5176\u5404\u79cd\u6050\u6016\u8c37\u6548\u5e94\u7684\u5173\u952e\u662f\uff1a<strong>\u8ba9\u5b83\u771f\u6b63\u7406\u89e3\u8fd9\u4e2a\u4e16\u754c\uff0c\u4e86\u89e3\u73b0\u5b9e\u7a7a\u95f4\u548c\u7269\u7406\u89c4\u5f8b\uff0c\u8fdb\u800c\u7406\u89e3\u5b83\u4e3a\u4ec0\u4e48\u4f1a\u505a\u8fd9\u4ef6\u4e8b\uff0c\u800c\u4e0d\u662f\u673a\u68b0\u5730\u6839\u636e\u6d77\u91cf\u6570\u636e\u7684\u5173\u8054\u6982\u7387\u63a8\u6d4b\u4e0b\u4e00\u4e2atoken\u662f\u4ec0\u4e48\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u662f\u57fa\u4e8e\u5927\u89c4\u6a21\u6587\u672c\u8bed\u6599\u7684\u5927\u8bed\u8a00\u6a21\u578b\u548c\u4e0d\u65ad\u8bd5\u9519\u4f18\u5316\u5bfb\u627e\u6700\u4f18\u8def\u5f84\u7684\u5f3a\u5316\u5b66\u4e60\u505a\u4e0d\u5230\u7684\uff0c\u53ea\u6709\u4e16\u754c\u6a21\u578b\u80fd\u505a\u5230\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f20\u7edfAI\u662f\u6570\u636e\u9a71\u52a8\u578b\u7684\u88ab\u52a8\u53cd\u5e94\u7cfb\u7edf\uff0c\u800c\u4e16\u754c\u6a21\u578b\u901a\u8fc7\u6784\u5efa\u5185\u90e8\u865a\u62df\u73af\u5883\u7406\u89e3\u4e86\u7269\u7406\u3001\u78b0\u649e\u7b49\u73b0\u5b9e\u89c4\u5f8b\uff0c\u80fd\u591f\u50cf\u4eba\u7c7b\u4e00\u6837\u901a\u8fc7\u60f3\u8c61\u9884\u6f14\u884c\u52a8\u540e\u679c\uff0c\u5e76\u5728\u6e38\u620f\u3001\u673a\u5668\u4eba\u7b49\u9886\u57df\u5171\u4eab\u5e95\u5c42\u63a8\u7406\u7b97\u529b\u3002<\/p>\n\n\n\n<p 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