{"id":3526,"date":"2019-01-25T09:06:00","date_gmt":"2019-01-25T01:06:00","guid":{"rendered":"http:\/\/www.yuntou8.com\/?p=3526"},"modified":"2019-01-25T09:06:00","modified_gmt":"2019-01-25T01:06:00","slug":"1-10%e8%90%bd%e8%b4%a5%ef%bc%8c5%e5%88%86%e9%92%9f%e5%b4%a9%e7%9b%98%ef%bc%81%e6%98%9f%e9%99%852%e8%81%8c%e4%b8%9a%e9%ab%98%e6%89%8b%e5%8f%b2%e4%b8%8a%e9%a6%96%e6%ac%a1%e8%a2%abai%e5%87%bb%e6%ba%83","status":"publish","type":"post","link":"http:\/\/www.yuntou8.com\/?p=3526","title":{"rendered":"1-10\u843d\u8d25\uff0c5\u5206\u949f\u5d29\u76d8\uff01\u661f\u96452\u804c\u4e1a\u9ad8\u624b\u53f2\u4e0a\u9996\u6b21\u88abAI\u51fb\u6e83\uff0cAlphaStar\u4e00\u6218\u6210\u540d"},"content":{"rendered":"

\u54c8\u8428\u6bd4\u65af\u5728\u8d5b\u540e\u8bf4\uff0c\u867d\u7136\u661f\u9645\u4e89\u9738\u201c\u53ea\u662f\u201d\u4e00\u4e2a\u975e\u5e38\u590d\u6742\u7684\u6e38\u620f\uff0c\u4f46\u4ed6\u5bf9AlphaStar\u80cc\u540e\u7684\u6280\u672f\u66f4\u611f\u5174\u8da3\u3002\u5176\u4e2d\u5305\u542b\u7684\u8d85\u957f\u5e8f\u5217\u7684\u9884\u6d4b\uff0c\u672a\u6765\u53ef\u4ee5\u7528\u5728\u5929\u6c14\u9884\u6d4b\u548c\u6c14\u5019\u5efa\u6a21\u4e2d\u3002 <\/p>\n

5\u520636\u79d2\u7684\u6218\u6597\u540e\uff0cLiquidMaNa\u6253\u51fa\uff1aGG\u3002<\/p>\n

DeepMind\u5f00\u53d1\u7684\u5168\u65b0AI\u7a0b\u5e8fAlphaStar\uff0c\u5728\u4eca\u5929\u51cc\u6668\u7684\u300a\u661f\u9645\u4e89\u97382\u300b\u4eba\u673a\u5927\u6218\u76f4\u64ad\u8282\u76ee\u4e2d\uff0c\u8f7b\u677e\u6218\u80dc2018 WCS Circuit\u6392\u540d13\u3001\u795e\u65cf\u6700\u5f3a10\u4eba\u4e4b\u4e00\u7684MaNa\u3002<\/p>\n

\u5b9e\u9645\u4e0a\uff0cAlphaStar\u4ee510-1\u7684\u6218\u7ee9\uff0c\u5168\u9762\u51fb\u6e83\u4e86\u4eba\u7c7b\u804c\u4e1a\u9ad8\u624b\u3002<\/p>\n

\u6218\u8d25\u7684\u4e0d\u6b62MaNa\uff0c\u8fd8\u6709\u53e6\u4e00\u4f4d\u9ad8\u624bTLO\u3002<\/p>\n

\u4eba\u5de5\u667a\u80fd\u5728\u300a\u661f\u9645\u4e89\u97382\u300b\u4e0a\u7684\u8fdb\u6b65\u901f\u5ea6\uff0c\u8fdc\u8fdc\u8d85\u8fc7\u4e86\u6b64\u524d\u5916\u754c\u7684\u9884\u671f\u3002\u6bd5\u7adf\u4e0e\u4e0b\u56f4\u68cb\u8fd9\u4ef6\u4e8b\u76f8\u6bd4\uff0c\u661f\u96452\u8981\u96be\u5f97\u591a\u3002<\/p>\n

\u5728\u56f4\u68cb\u4e16\u754c\uff0c\u52a8\u4f5c\u7a7a\u95f4\u53ea\u6709361\u79cd\uff0c\u800c\u661f\u96452\u5927\u7ea6\u662f1026\u3002<\/p>\n

\u4e0e\u56f4\u68cb\u4e0d\u540c\uff0c\u661f\u9645\u73a9\u5bb6\u9762\u5bf9\u7684\u662f\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u3002\u201c\u6218\u4e89\u8ff7\u96fe\u201d\u610f\u5473\u7740\u73a9\u5bb6\u7684\u89c4\u5212\u3001\u51b3\u7b56\u3001\u884c\u52a8\uff0c\u8981\u4e00\u6bb5\u65f6\u95f4\u540e\u624d\u80fd\u770b\u5230\u7ed3\u679c\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740\uff0cAI\u9700\u8981\u5b66\u5230\u957f\u8fdc\u7684\u5e03\u5c40\u8c0b\u7bc7\u7684\u7b56\u7565\u80fd\u529b\u3002<\/p>\n

\u5373\u4fbf\u5982\u6b64\uff0cAlphaStar\u6700\u7ec8\u8fd8\u662f\u5b66\u4f1a\u4e86\u5982\u4f55\u6253\u661f\u96452\u3002\u5373\u4fbf\u6b64\u6b21\u9ec4\u65ed\u4e1c\u4fdd\u6301\u514b\u5236\u3001\u8c01\u4e5f\u6ca1\u5976\uff0c\u4f46\u65e2\u5b9a\u7684\u4e8b\u5b9e\u5df2\u7ecf\u65e0\u6cd5\u66f4\u6539\u3002<\/p>\n

\u76f4\u64ad\u8fdb\u884c\u5230\u4e00\u534a\uff0c\u5c31\u6709\u7f51\u53cb\u5728\u4ed6\u7684\u5fae\u535a\u4e0b\u7559\u8a00\uff1a\u6bd4\u56fd\u8db3\u8f93\u4f0a\u6717\u8fd8\u60e8\u3002<\/p>\n

\u5c3d\u7ba110\u6218\u8fde\u8d25\uff0c\u4eba\u7c7b\u804c\u4e1a\u9ad8\u624b\u4ecd\u7136\u5bf9\u4eba\u5de5\u667a\u80fd\u4e0d\u541d\u79f0\u8d5e\uff1a\u4e0d\u53ef\u601d\u8bae\u3002MaNa\u8bf4\uff0c\u6211\u4eceAI\u8eab\u4e0a\u5b66\u5230\u4e86\u5f88\u591a\u3002\u4ee5\u53ca\uff0c\u4eca\u5929\u6700\u540e\u4e00\u5c40MaNa\u4e5f\u4e3a\u4eba\u7c7b\u4e89\u53d6\u5230\u4e86\u4ec5\u6709\u7684\u80dc\u5229\uff01<\/p>\n

\u8d5b\u540e\uff0cTLO\u7684\u8bf4\u6cd5\u8ddf\u674e\u4e16\u4e6d\u8f93\u7ed9AlphaGo\u540e\u5f88\u50cf\u3002\u4ed6\u8bf4\uff1a\u76f8\u4fe1\u6211\uff0c\u548cAlphaStar\u6bd4\u8d5b\u5f88\u96be\u3002\u4e0d\u50cf\u548c\u4eba\u5728\u6253\uff0c\u6709\u79cd\u624b\u8db3\u65e0\u63aa\u7684\u611f\u89c9\u3002\u4ed6\u8fd8\u8bf4\uff0c\u6bcf\u5c40\u6bd4\u8d5b\u90fd\u662f\u5b8c\u5168\u4e0d\u4e00\u6837\u7684\u5957\u8def\u3002<\/p>\n

\u4e3a\u4ec0\u4e48AI\u8fd9\u4e48\u5f3a\uff1f\u522b\u7684\u5148\u4e0d\u5c55\u5f00\u8bb2\uff0c\u8fd9\u91cc\u53ea\u8bf4\u4e00\u4e2a\u70b9\u3002\u5176\u5b9e\u5728\u6bd4\u8d5b\u4e4b\u524d\uff0cAlphaStar\u7684\u8bad\u7ec3\u91cf\uff0c\u76f8\u5f53\u4e8e\u6253\u4e86200\u5e74\u5b9e\u65f6\u5bf9\u6297\u7684\u661f\u96452\u3002<\/p>\n

\u603b\u800c\u8a00\u4e4b\uff0c\u8c37\u6b4cDeepMind\u5386\u65f6\u4e24\u5e74\uff0c\u7ec8\u4e8e\u8ba9\u4eba\u5de5\u667a\u80fd\u66f4\u8fdb\u4e00\u6b65\uff0cAlphaGo\u6709\u4e86\u65b0\u7684\u63a5\u73ed\u4ebaAlphaStar\u3002<\/p>\n

DeepMind CEO\u54c8\u8428\u6bd4\u65af\u8bf4\uff0cAlphaStar\u7684\u6280\u672f\u672a\u6765\u53ef\u7528\u4e8e\u9884\u6d4b\u5929\u6c14\u3001\u6c14\u5019\u5efa\u6a21\u7b49\u9700\u8981very long sequences\u7684\u5e94\u7528\u573a\u666f\u3002<\/p>\n

\u4e00\u6b21\u91cc\u7a0b\u7891\u610f\u4e49\u7684\u6218\u6597\uff0c\u843d\u4e0b\u5e37\u5e55\u3002<\/p>\n

\u4e00\u6b21\u4eba\u7c7b\u7684\u65b0\u5f81\u7a0b\uff0c\u6b63\u5f0f\u5f00\u573a\u3002<\/p>\n

AlphaStar\uff1a10-1<\/span><\/h1>\n

\u5b9e\u9645\u4e0a\uff0c\u4eca\u5929\u7684\u4eba\u673a\u5927\u6218\u4e3b\u8981\u5185\u5bb9\u5e76\u4e0d\u662f\u76f4\u64ad\uff0c\u800c\u662f\u56de\u987e\u4eba\u673a\u5927\u6218\u7684\u7ed3\u679c\u3002\u7b80\u5355\u4ea4\u5f85\u4e00\u4e0b\u76f8\u5173\u4fe1\u606f\uff0c\u6bd4\u8d5b\u5728Catalyst\u5730\u56fe\u4e0a\u8fdb\u884c\uff0c\u8fd9\u5f20\u5730\u56fe\u4e2d\u6587\u540d\u53eb\u201c\u6c47\u9f99\u5c9b\u201d\u3002<\/p>\n

\u56fe\u4e0a\u8bbe\u7f6e\u4e86\u5f88\u591a\u9698\u53e3\u548c\u9ad8\u5730\uff0c\u7f51\u53cb\u8bf4\uff0c\u8fd9\u5f20\u56fe\u7fa4\u9f99\u76d8\u8e1e\uff0c\u5927\u6218\u4e00\u89e6\u5373\u53d1\uff0c\u5b98\u65b9\u79f0\u201c\u80fd\u521b\u9020\u51fa\u8bb8\u591a\u6709\u610f\u601d\u7684\u8fdb\u653b\u8def\u5f84\u548c\u9632\u5b88\u9635\u5f62\u201d\u3002<\/p>\n

\u6e38\u620f\u7248\u672c\u662f\u53bb\u5e7410\u6708\u76844.6.2\uff0c\u53cc\u65b9\u90fd\u4f7f\u7528\u795e\u65cf\uff08\u661f\u7075\uff09\u3002<\/p>\n

\u7b2c\u4e00\u573a\u6bd4\u8d5b\uff0c\u53d1\u751f\u5728\u53bb\u5e7412\u670812\u65e5<\/strong>\u3002<\/p>\n

AlphaStar\u5bf9TLO\u3002<\/p>\n

\u7b2c\u4e00\u5c40\u4eba\u7c7b\u9009\u624bTLO\u5f00\u5c40\u4e24\u5206\u949f\u540e\u5c31\u7387\u5148\u53d1\u96be\uff0c\u4e0d\u8fc7AlphaStar\u625b\u4e0b\u6765\uff0c\u5e76\u4e14\u9010\u6e10\u626d\u8f6c\u4e86\u6218\u5c40\uff0c\u8fc5\u901f\u7d2f\u79ef\u8d77\u8d44\u6e90\u4f18\u52bf\u3002<\/p>\n

5\u5206\u949f\u5de6\u53f3\uff0cAlphaStar\u4ee5\u8ffd\u730e\u8005\u4e3a\u4e3b\u8981\u4f5c\u6218\u5355\u4f4d\uff0c\u5f00\u59cb\u5411TLO\u53d1\u8d77\u8bd5\u63a2\u6027\u7684\u653b\u51fb\u3002\u5e76\u4e14\u5728\u968f\u540e\u7684\u65f6\u95f4\u91cc\uff0c\u6301\u7eed\u5bf9TLO\u5c55\u5f00\u9a9a\u6270\uff0c\u76f4\u81f3\u53d6\u80dc\u3002<\/p>\n

DeepMind\u4ecb\u7ecd\uff0c\u6bd4\u8d5b\u4e2d\uff0c\u5b9e\u9645\u4e0aAlphaGo\u7684APM\u6bd4TLO\u8981\u4f4e\u3002AlphaStar\u7684APM\u4e2d\u503c\u662f277\uff0c\u800cTLO\u7684APM\u4e2d\u503c\u662f390\u3002\u800c\u5927\u90e8\u5206\u5176\u4ed6bot\u7684APM\uff0c\u90fd\u9ad8\u8fbe\u51e0\u5343\u751a\u81f3\u6570\u4e07\u3002<\/p>\n

\u524d\u4e09\u5c40\u57fa\u672c\u90fd\u662f\u8fd9\u6837\u3002TLO\u8bf4\u7b2c\u56db\u5c40\u5c31\u50cf\u6362\u4e86\u4e2aAI\u4e00\u6837\uff0c\u6253\u6cd5\u5b8c\u5168\u53d8\u4e86\uff0c\u5f88\u63a5\u8fd1\u5178\u578b\u795e\u65cf\u6253\u6cd5\u3002<\/p>\n

\u5f53\u7136\uff0c\u4ed6\u53c8\u8f93\u4e86\u3002\u8fd9\u4e2a\u611f\u89c9\u6ca1\u9519\uff0c\u5176\u5b9e\u4ed6\u6bcf\u6b21\u5bf9\u9635\u7684AI\u90fd\u4e0d\u4e00\u6837\u2026\u2026<\/p>\n

\u6700\u540e\u7684\u7ed3\u679c\u662f0-5\uff0cTLO\u4e00\u5c40\u6ca1\u8d62\u3002\u4e0d\u8fc7\u4ed6\u8bf4\uff1a\u5982\u679c\u6211\u591a\u7ec3\u7ec3\u795e\u65cf\uff0c\u6211\u80fd\u8f7b\u6613\u6253\u8d25\u8fd9\u4e9bAI\u3002\u6bd5\u7adfTLO\u8fd9\u4e9b\u5e74\u4e00\u76f4\u4e3b\u8981\u5728\u7ec3\u866b\u65cf\u3002<\/p>\n

\u4e94\u5c40\u6bd4\u8d5b\u6253\u5b8c\uff0cDeepMind\u56e2\u961f\u4e3a\u4e86\u5e86\u795d\u559d\u4e86\u70b9\u9152\uff0c\u4ea7\u751f\u4e86\u4e00\u4e2a\u5927\u80c6\u7684\u60f3\u6cd5\uff1a<\/p>\n

\u518d\u8bad\u7ec3\u8bad\u7ec3\uff0c\u548c\u73a9\u795e\u65cf\u7684\u804c\u4e1a\u9009\u624b\u6253\u4e00\u573a\u3002<\/p>\n

\u4e8e\u662f\uff0c\u5feb\u5230\u5723\u8bde\u8282\u7684\u65f6\u5019\uff0c\u4ed6\u4eec\u8bf7\u6765\u4e86Liquid\u7684\u795e\u65cf\u9009\u624bMaNa\u3002<\/p>\n

\u7b2c\u4e8c\u573a\u6bd4\u8d5b\uff0c\u53d1\u751f\u5728\u53bb\u5e7412\u670819\u65e5\u3002<\/strong><\/p>\n

\u636e\u8bf4\uff0cMaNa\u4e94\u5c81\u5c31\u5f00\u59cb\u6253\u661f\u9645\u4e86\u3002<\/p>\n

\u5728\u5bf9\u6218MaNa\u4e4b\u524d\uff0cAlphaStar\u53c8\u8bad\u7ec3\u4e86\u4e00\u4e2a\u661f\u671f\u3002\u53cc\u65b9\u5c55\u5f00\u8f83\u91cf\u4e4b\u524d\uff0cMaNa\u53ea\u77e5\u9053TLO\u8f93\u4e86\uff0c\u4e0d\u77e5\u9053\u662f5-0\uff0c\u800c\u4e14\uff0c\u660e\u663e\u6ca1\u6709TLO\u4e0a\u6b21\u6765\u90a3\u4e48\u7d27\u5f20\u3002<\/p>\n

\u9762\u5bf9\u795e\u65cf\u6700\u5f3a10\u4eba\u4e4b\u4e00\uff0cDeepMind\u8ba4\u4e3a\u6bd4\u8d5b\u4f1a\u5f88\u7cbe\u5f69\uff0c\u4f46\u5bf9\u80dc\u5229\u6ca1\u4ec0\u4e48\u81ea\u4fe1\u3002<\/p>\n

\u53cc\u65b9\u7b2c\u4e00\u5c40\u5bf9\u51b3\uff0cAlphaStar\u5728\u5730\u56fe\u7684\u5de6\u4e0a\u89d2\uff0cMaNa\u5728\u53f3\u4e0b\u30024\u5206\u949f\uff0cAlphaStar\u6d3e\u51fa\u4e00\u961f\u8ffd\u730e\u8005\uff0c\u5f00\u59cb\u8fdb\u653b\u3002\u57fa\u672c\u4e0a\u7b97\u662f\u4e00\u6ce2\u5c31\u63a8\u4e86MaNa\u3002<\/p>\n

\u6b63\u5982\u5f00\u59cb\u6240\u8bf4\uff0c5\u520636\u79d2\uff0cMaNa\u6253\u51faGG\u3002<\/p>\n

\u7136\u540e\u7b2c\u4e8c\u5c40\u4e5f\u8f93\u4e86\u3002\u8fd9\u65f6\u5019MaNa\u7d27\u5f20\u8d77\u6765\uff0c\u7b2c\u4e09\u5c40\u51b3\u5fc3\u7ffb\u76d8\u30027\u520630\u79d2\uff0cAlphaStar\u51fa\u52a8\u4e86\u4e00\u652f\u5927\u519b\u6253\u5230MaNa\u5bb6\uff0cMaNa GG\u3002<\/p>\n

\u6700\u7cbe\u5f69\u7684\u662f\u7b2c\u56db\u5c40\uff0cMaNa\u7684\u64cd\u4f5c\u8ba9\u73b0\u573a\u89e3\u8bf4\u53f9\u4e3a\u89c2\u6b62\uff0c\u4ed6\u81ea\u5df1\u8d5b\u540e\u4e5f\u5766\u8a00\u201d\u771f\u662f\u5c3d\u529b\u4e86\u201c\u3002\u4f46\u6700\u540e\uff0c\u4ed6\u7684\u9ad8\u79d1\u6280\u519b\u56e2\u5728\u4e00\u7fa4\u8ffd\u730e\u8005\u7684360\u5ea6\u5305\u56f4\u4e0b\uff0c\u5168\u706d\u3002MaNa\u6253\u51fa\u4e86GG\u3002<\/p>\n

\u800c\u4e14\uff0cAlphaStar\u5b8c\u6210360\u5ea6\u5305\u56f4\u8fd9\u4e00\u9ad8\u96be\u5ea6\u64cd\u4f5c\u65f6\uff0cAPM\u53ea\u6709250\u5de6\u53f3\u3002<\/p>\n

\u7b2c\u56db\u5c40\u5168\u7a0b\uff1a<\/p>\n

\u9700\u8981\u8bf4\u660e\u7684\u662f\uff0c\u5176\u5b9e\u5728\u8fd9\u5c40\u6bd4\u8d5b\u4e2d\uff0cAlphaStar\u7684APM\u51e0\u4e4e\u5df2\u7ecf\u5931\u63a7\uff0c\u51e0\u5ea6\u98d9\u52301000\u591a\u3002\u91cf\u5b50\u4f4d\u6293\u5230\u4e86\u4e00\u4e9b\u8fd9\u6837\u7684\u77ac\u95f4\u3002<\/p>\n

MaNa\u8bf4\uff0c\u8f93\u4e86\u597d\u5931\u671b\uff0c\u6211\u80fd\u51fa\u7684\u5355\u4f4d\u90fd\u51fa\u4e86\uff0c\u6700\u540e\u8f93\u7ed9\u4e86\u4e00\u7fa4\u8ffd\u730e\u8005\uff1f\u4ed6\u8fd8\u8bf4\uff0cAlphaStar\u7684\u5fae\u64cd\u592a\u5389\u5bb3\u4e86\u3002incredible\u3002\u8ddfAI\u5b66\u4e1c\u897f\uff0c\u8fd9\u79cd\u7ecf\u5386\u633a\u597d\u3002<\/p>\n

\u4eba\u7c7b\u6273\u56de\u4e00\u57ce<\/strong><\/p>\n

\u4eca\u5929\u7684\u76f4\u64ad\u7684\u6700\u540e\uff0c\u662f\u73b0\u573a\u7684\u8868\u6f14\u5c40\uff08Exhibition game\uff09\uff0c\u76f4\u64adMaNa\u5bf9\u6218AlphaStar\u3002<\/p>\n

\u5728\u8fd9\u573a\u6bd4\u8d5b\u4e2d\uff0cMaNa\u91c7\u7528\u4e86\u4e00\u79cd\u66f4\u6fc0\u8fdb\u7684\u6253\u6cd5\uff0c\u4e00\u5f00\u5c40\u5c31\u9020\u4e86\u66f4\u591a\u7684\u519c\u6c11\uff08\u63a2\u673a\uff09\uff0c\u8fd9\u8bf4\u4e0d\u5b9a\u662f\u4e0a\u4e2a\u6708\u521a\u521a\u8ddfAlphaStar\u5b66\u6765\u7684\u6218\u672f\u3002<\/p>\n

12\u5206\u949f\u540e\uff0cMaNa\u4e00\u8def\u62c6\u6389AlphaStar\u7684\u5404\u79cd\u5efa\u7b51\uff0c\u51fb\u8d25\u4e86\u65e0\u6cd5\u6253\u51faGG\u7684AlphaStar\u3002<\/p>\n

\u603b\u7b97\u662f\u5e2e\u4eba\u7c7b\u633d\u56de\u4e00\u4e9b\u989c\u9762\u3002<\/p>\n

\u8fd9\u573a\u6bd4\u8d5b\uff0c\u5168\u7a0b\u5728\u6b64\uff1a<\/p>\n

\u53e6\u5916DeepMind\u4e5f\u653e\u51fa\u4e86\u5168\u90e811\u5c40\u5bf9\u51b3\u7684\u89c6\u9891\uff0c\u6709\u5174\u8da3\u53ef\u4ee5\u524d\u5f80\u8fd9\u4e2a\u5730\u5740\u67e5\u770b\uff1a<\/p>\n

https:\/\/deepmind.com\/research\/alphastar-resources\/<\/p>\n

\u4e4b\u524d\u768410\u5c40\u6bd4\u8d5b\uff0cDeepMind\u8fd8\u62cd\u6210\u4e86\u4e00\u4e2a\u7eaa\u5f55\u7247\u3002<\/p>\n

\u89e3\u8bfbAlphaStar<\/span><\/h1>\n

DeepMind\u548c\u66b4\u96ea\u5468\u4e09\u53d1\u51fa\u9884\u544a\u540e\uff0c\u70ed\u60c5\u7684\u7f51\u53cb\u4eec\u5c31\u5df2\u7ecf\u628a\u5404\u79cd\u53ef\u80fd\u7684\u6280\u672f\u65b9\u6848\u731c\u4e86\u4e00\u904d\u3002<\/p>\n

\u73b0\u5728\u7b54\u6848\u63ed\u6653\uff1a<\/p>\n

AlphaStar\u5b66\u4f1a\u6253\u661f\u9645\uff0c\u5168\u9760\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff0c\u8fd9\u4e2a\u7f51\u7edc\u4ece\u539f\u59cb\u6e38\u620f\u754c\u9762\u63a5\u6536\u6570\u636e (\u8f93\u5165) \uff0c\u7136\u540e\u8f93\u51fa\u4e00\u7cfb\u5217\u6307\u4ee4\uff0c\u7ec4\u6210\u6e38\u620f\u4e2d\u7684\u67d0\u4e00\u4e2a\u52a8\u4f5c\u3002<\/p>\n

\u518d\u8bf4\u5f97\u5177\u4f53\u4e00\u4e9b\uff0c\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u5bf9\u661f\u9645\u91cc\u7684\u90a3\u4e9b\u5355\u4f4d\uff0c\u5e94\u7528\u4e00\u4e2aTransformer\uff0c\u518d\u7ed3\u5408\u4e00\u4e2a\u6df1\u5ea6LSTM\u6838\u5fc3\uff0c\u4e00\u4e2a\u81ea\u52a8\u56de\u5f52\u7b56\u7565 (\u5728\u5934\u90e8) \uff0c\u4ee5\u53ca\u4e00\u4e2a\u96c6\u4e2d\u503c\u57fa\u7ebf (Centralised Value Baseline)\u3002<\/p>\n

DeepMind\u56e2\u961f\u76f8\u4fe1\uff0c\u8fd9\u4e2a\u8fdb\u5316\u4e86\u7684\u6a21\u578b\uff0c\u53ef\u4ee5\u4e3a\u8bb8\u591a\u5176\u4ed6\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u96be\u9898\u5e26\u6765\u5e2e\u52a9\uff1a\u4e3b\u8981\u9488\u5bf9\u90a3\u4e9b\u6d89\u53ca\u957f\u671f\u5e8f\u5217\u5efa\u6a21\u3001\u8f93\u51fa\u7a7a\u95f4\u5f88\u5927\u7684\u95ee\u9898\uff0c\u6bd4\u5982\u8bed\u8a00\u5efa\u6a21\u548c\u89c6\u89c9\u8868\u793a\u3002<\/p>\n

AlphaStar\u8fd8\u7528\u4e86\u4e00\u4e2a\u65b0\u7684\u591a\u667a\u80fd\u4f53\u5b66\u4e60\u7b97\u6cd5<\/strong>\u3002<\/p>\n

\u8fd9\u4e2a\u795e\u7ecf\u7f51\u7edc\uff0c\u7ecf\u8fc7\u4e86\u76d1\u7763\u5b66\u4e60\u548c\u5f3a\u5316\u5b66\u4e60\u7684\u8bad\u7ec3\u3002<\/p>\n

\u6700\u5f00\u59cb\uff0c\u8bad\u7ec3\u7528\u7684\u662f\u76d1\u7763\u5b66\u4e60\uff0c\u7d20\u6750\u6765\u81ea\u66b4\u96ea\u53d1\u5e03\u7684\u533f\u540d\u4eba\u7c7b\u73a9\u5bb6\u7684\u6e38\u620f\u5b9e\u51b5\u3002<\/p>\n

\u8fd9\u4e9b\u8d44\u6599\u53ef\u4ee5\u8ba9AlphaStar\u901a\u8fc7\u6a21\u4eff\u661f\u9645\u5929\u68af\u9009\u624b\u7684\u64cd\u4f5c\uff0c\u6765\u5b66\u4e60\u6e38\u620f\u7684\u5b8f\u89c2\u548c\u5fae\u89c2\u7b56\u7565\u3002<\/p>\n

\u6700\u521d\u7684\u667a\u80fd\u4f53\uff0c\u6e38\u620f\u5185\u7f6e\u7684\u7cbe\u82f1\u7ea7 (Elite) AI\u5c31\u80fd\u51fb\u8d25\uff0c\u76f8\u5f53\u4e8e\u4eba\u7c7b\u7684\u9ec4\u91d1\u6bb5\u4f4d (95%) \u3002<\/p>\n

\u800c\u8fd9\u4e2a\u65e9\u671f\u7684\u667a\u80fd\u4f53\uff0c\u5c31\u662f\u5f3a\u5316\u5b66\u4e60\u7684\u79cd\u5b50\u3002<\/p>\n

\u5728\u5b83\u7684\u57fa\u7840\u4e4b\u4e0a\uff0c\u4e00\u4e2a\u8fde\u7eed\u8054\u8d5b (Continuous League) \u88ab\u521b\u5efa\u51fa\u6765\uff0c\u76f8\u5f53\u4e8e\u4e3a\u667a\u80fd\u4f53\u51c6\u5907\u4e86\u4e00\u4e2a\u7ade\u6280\u573a\uff0c\u91cc\u9762\u7684\u667a\u80fd\u4f53\u4e92\u4e3a\u7ade\u4e89\u5bf9\u624b\uff0c\u5c31\u597d\u50cf\u4eba\u7c7b\u5728\u5929\u68af\u4e0a\u4e92\u76f8\u8f83\u91cf\u4e00\u6837\uff1a<\/p>\n

\u4ece\u73b0\u6709\u7684\u667a\u80fd\u4f53\u4e0a\u9020\u51fa\u65b0\u7684\u5206\u652f\uff0c\u5c31\u4f1a\u6709\u8d8a\u6765\u8d8a\u591a\u7684\u9009\u624b\u4e0d\u65ad\u52a0\u5165\u6bd4\u8d5b\u3002\u65b0\u7684\u667a\u80fd\u4f53\u518d\u4ece\u4e0e\u5bf9\u624b\u7684\u7ade\u4e89\u4e2d\u5b66\u4e60\u3002<\/p>\n

\u8fd9\u79cd\u65b0\u7684\u8bad\u7ec3\u5f62\u5f0f\uff0c\u662f\u628a\u4ece\u524d\u57fa\u4e8e\u79cd\u7fa4 (Population-Based) \u7684\u5f3a\u5316\u5b66\u4e60\u601d\u8def\u53c8\u6df1\u5316\u4e86\u4e00\u4e9b\uff0c\u5236\u9020\u51fa\u4e00\u79cd\u53ef\u4ee5\u5bf9\u5de8\u5927\u7684\u7b56\u7565\u7a7a\u95f4\u8fdb\u884c\u6301\u7eed\u63a2\u7d22\u7684\u8fc7\u7a0b\u3002<\/p>\n

\u8fd9\u4e2a\u65b9\u6cd5\uff0c\u5728\u4fdd\u8bc1\u667a\u80fd\u4f53\u5728\u7b56\u7565\u5f3a\u5927\u7684\u5bf9\u624b\u9762\u524d\u8868\u73b0\u4f18\u79c0\u7684\u540c\u65f6\uff0c\u4e5f\u4e0d\u5fd8\u600e\u6837\u5e94\u5bf9\u4e0d\u90a3\u4e48\u5f3a\u5927\u7684\u65e9\u671f\u5bf9\u624b\u3002<\/p>\n

\u968f\u7740\u667a\u80fd\u4f53\u8054\u8d5b\u4e0d\u65ad\u8fdb\u884c\uff0c\u65b0\u667a\u80fd\u4f53\u7684\u51fa\u751f\uff0c\u5c31\u4f1a\u51fa\u73b0\u65b0\u7684\u53cd\u51fb\u7b56\u7565 (Counter Strategies) \uff0c\u6765\u5e94\u5bf9\u65e9\u671f\u7684\u6e38\u620f\u7b56\u7565\u3002<\/p>\n

\u4e00\u90e8\u5206\u65b0\u667a\u80fd\u4f53\u6267\u884c\u7684\u7b56\u7565\uff0c\u53ea\u662f\u65e9\u671f\u7b56\u7565\u7a0d\u7a0d\u6539\u8fdb\u540e\u7684\u7248\u672c\uff1b\u800c\u53e6\u4e00\u90e8\u5206\u667a\u80fd\u4f53\uff0c\u53ef\u4ee5\u63a2\u7d22\u51fa\u5168\u65b0\u7684\u7b56\u7565\uff0c\u5b8c\u5168\u4e0d\u540c\u7684\u5efa\u9020\u987a\u5e8f\uff0c\u5b8c\u5168\u4e0d\u540c\u7684\u5355\u4f4d\u7ec4\u5408\uff0c\u5b8c\u5168\u4e0d\u540c\u7684\u5fae\u89c2\u5fae\u64cd\u65b9\u6cd5\u3002<\/p>\n

\u65e9\u671f\u7684\u8054\u8d5b\u91cc\uff0c\u4e00\u4e9b\u4fd7\u6c14\u7684\u7b56\u7565\u5f88\u53d7\u6b22\u8fce\uff0c\u6bd4\u5982\u7528\u5149\u5b50\u70ae\u548c\u6697\u9ed1\u5723\u5802\u6b66\u58eb\u5feb\u901frush\u3002<\/p>\n

\u8fd9\u4e9b\u98ce\u9669\u5f88\u9ad8\u7684\u7b56\u7565\uff0c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5c31\u88ab\u9010\u6e10\u629b\u5f03\u4e86\u3002\u540c\u65f6\uff0c\u667a\u80fd\u4f53\u4f1a\u5b66\u5230\u4e00\u4e9b\u65b0\u7b56\u7565\uff1b\u6bd4\u5982\u901a\u8fc7\u589e\u52a0\u5de5\u4eba\u6765\u589e\u52a0\u7ecf\u6d4e\uff0c\u6216\u8005\u727a\u7272\u4e24\u4e2a\u5148\u77e5\u6765\u6765\u7834\u574f\u5bf9\u65b9\u7684\u7ecf\u6d4e\u3002<\/p>\n

\u8fd9\u4e2a\u8fc7\u7a0b\u5c31\u50cf\u4eba\u7c7b\u9009\u624b\uff0c\u4ece\u661f\u9645\u4e89\u9738\u8bde\u751f\u7684\u90a3\u5e74\u8d77\uff0c\u4e0d\u65ad\u5b66\u5230\u65b0\u7684\u7b56\u7565\uff0c\u6452\u5f03\u65e7\u7684\u7b56\u7565\uff0c\u76f4\u5230\u5982\u4eca\u3002<\/p>\n

\u9664\u6b64\u4e4b\u5916\uff0c\u8981\u9f13\u52b1\u8054\u8d5b\u4e2d\u667a\u80fd\u4f53\u7684\u591a\u6837\u6027\uff0c\u6240\u4ee5\u6bcf\u4e2a\u667a\u80fd\u4f53\u90fd\u6709\u4e0d\u540c\u7684\u5b66\u4e60\u76ee\u6807\uff1a\u6bd4\u5982\u4e00\u4e2a\u667a\u80fd\u4f53\u7684\u76ee\u6807\u5e94\u8be5\u8bbe\u5b9a\u6210\u6253\u51fb\u54ea\u4e9b\u5bf9\u624b\uff0c\u6bd4\u5982\u8be5\u7528\u54ea\u4e9b\u5185\u90e8\u52a8\u673a\u6765\u5f71\u54cd\u4e00\u4e2a\u667a\u80fd\u4f53\u7684\u504f\u597d\u3002<\/p>\n

\u800c\u4e14\uff0c\u667a\u80fd\u4f53\u7684\u5b66\u4e60\u76ee\u6807\u4f1a\u9002\u5e94\u73af\u5883\u4e0d\u65ad\u6539\u53d8\u3002<\/p>\n

\u795e\u7ecf\u7f51\u7edc\u7ed9\u6bcf\u4e00\u4e2a\u667a\u80fd\u4f53\u7684\u6743\u91cd\uff0c\u4e5f\u662f\u968f\u7740\u5f3a\u5316\u5b66\u4e60\u8fc7\u7a0b\u4e0d\u65ad\u53d8\u5316\u7684\u3002\u800c\u4e0d\u65ad\u53d8\u5316\u7684\u6743\u91cd\uff0c\u5c31\u662f\u5b66\u4e60\u76ee\u6807\u6f14\u5316\u7684\u4f9d\u636e\u3002<\/p>\n

\u6743\u91cd\u66f4\u65b0\u7684\u89c4\u5219\uff0c\u662f\u4e00\u4e2a\u65b0\u7684off-policy\u6f14\u5458\u8bc4\u8bba\u5bb6\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u91cc\u9762\u5305\u542b\u4e86\u7ecf\u9a8c\u91cd\u64ad (Experience Replay) \uff0c\u81ea\u6211\u6a21\u4eff\u5b66\u4e60 (Self-Imitation Learning) \u4ee5\u53ca\u7b56\u7565\u84b8\u998f (Policy Distillation) \u7b49\u7b49\u673a\u5236\u3002<\/p>\n

\u4e3a\u4e86\u8bad\u7ec3AlphaStar\uff0cDeepMind\u7528\u8c37\u6b4c\u4e09\u4ee3TPU\u642d\u5efa\u4e86\u4e00\u4e2a\u9ad8\u5ea6\u53ef\u6269\u5c55\u7684\u5206\u5e03\u5f0f\u8bad\u7ec3\u73af\u5883\uff0c\u652f\u6301\u8bb8\u591a\u4e2a\u667a\u80fd\u4f53\u4e00\u8d77\u4ece\u51e0\u5343\u4e2a\u661f\u96452\u7684\u5e76\u884c\u5b9e\u4f8b\u4e2d\u5b66\u4e60\u3002\u6bcf\u4e2a\u667a\u80fd\u4f53\u7528\u4e8616\u4e2aTPU\u3002<\/p>\n

\u667a\u80fd\u4f53\u8054\u8d5b\u8fdb\u884c\u4e8614\u5929\uff0c\u8fd9\u76f8\u5f53\u4e8e\u8ba9\u6bcf\u4e00\u4e2a\u667a\u80fd\u4f53\u90fd\u7ecf\u5386\u4e86\u8fde\u6253200\u5e74\u6e38\u620f\u7684\u8bad\u7ec3\u65f6\u95f4\u3002<\/p>\n

\u6700\u7ec8\u7684AlphaStar\u667a\u80fd\u4f53\uff0c\u662f\u8054\u8d5b\u4e2d\u6240\u6709\u667a\u80fd\u4f53\u7684\u7b56\u7565\u6700\u6709\u6548\u7684\u878d\u5408\uff0c\u5e76\u4e14\u53ea\u8981\u4e00\u53f0\u666e\u901a\u7684\u53f0\u5f0f\u673a\uff0c\u4e00\u5757\u666e\u901a\u7684GPU\u5c31\u80fd\u8dd1\u3002<\/p>\n

AlphaStar\u6253\u6e38\u620f\u7684\u65f6\u5019\uff0c\u5728\u770b\u4ec0\u4e48\u3001\u60f3\u4ec0\u4e48\uff1f<\/strong><\/p>\n

\u4e0a\u56fe\uff0c\u5c31\u662fDeepMind\u5c55\u793a\u7684AI\u6253\u6e38\u620f\u8fc7\u7a0b\u3002<\/p>\n

\u539f\u59cb\u7684\u89c2\u5bdf\u91cc\u6570\u636e\u8f93\u5165\u5230\u795e\u7ecf\u7f51\u7edc\u4e4b\u4e2d\uff0c\u4ea7\u751f\u4e00\u4e9b\u5185\u90e8\u6fc0\u6d3b\uff0c\u8fd9\u4e9b\u6fc0\u6d3b\u4f1a\u8f6c\u5316\u6210\u521d\u6b65\u7684\u51b3\u7b56\uff1a\u8be5\u505a\u54ea\u4e9b\u64cd\u4f5c\u3001\u70b9\u51fb\u4ec0\u4e48\u4f4d\u7f6e\u3001\u5728\u54ea\u5efa\u9020\u5efa\u7b51\u7b49\u7b49\u3002\u53e6\u5916\uff0c\u795e\u7ecf\u7f51\u7edc\u8fd8\u4f1a\u9884\u6d4b\u5404\u79cd\u64cd\u4f5c\u4f1a\u5bfc\u81f4\u7684\u7ed3\u679c\u3002<\/p>\n

AlphaStar\u770b\u5230\u7684\u6e38\u620f\u754c\u9762\uff0c\u548c\u6211\u4eec\u6253\u6e38\u620f\u65f6\u770b\u5230\u7684\u5c0f\u5730\u56fe\u5dee\u4e0d\u591a\uff1a\u4e00\u4e2a\u5c0f\u578b\u5b8c\u6574\u5730\u56fe\uff0c\u80fd\u770b\u5230\u81ea\u5df1\u5728\u5730\u56fe\u4e0a\u7684\u6240\u6709\u5355\u4f4d\u3001\u4ee5\u53ca\u654c\u65b9\u6240\u6709\u53ef\u89c1\u5355\u4f4d\u3002<\/p>\n

\u8fd9\u548c\u4eba\u7c7b\u76f8\u6bd4\u6709\u4e00\u70b9\u70b9\u4f18\u52bf\u3002\u4eba\u7c7b\u5728\u6253\u6e38\u620f\u7684\u65f6\u5019\uff0c\u8981\u660e\u786e\u5730\u5408\u7406\u5206\u914d\u6ce8\u610f\u529b\uff0c\u6765\u51b3\u5b9a\u5230\u5e95\u8981\u770b\u54ea\u4e00\u7247\u533a\u57df\u3002<\/p>\n

\u4e0d\u8fc7\uff0cDeepMind\u5bf9AlphaStar\u6e38\u620f\u6570\u636e\u7684\u5206\u6790\u663e\u793a\uff0c\u5b83\u89c2\u5bdf\u5730\u56fe\u65f6\u4e5f\u6709\u7c7b\u4f3c\u4e8e\u4eba\u7c7b\u7684\u6ce8\u610f\u529b\u5207\u6362\uff0c\u4f1a\u5e73\u5747\u6bcf\u5206\u949f\u5207\u636230\u8bcd\u5de6\u53f3\u5173\u6ce8\u7684\u533a\u57df\u3002<\/p>\n

\u8fd9\uff0c\u662f12\u6708\u6253\u768410\u573a\u6e38\u620f\u7684\u60c5\u51b5\u3002<\/p>\n

\u4eca\u5929\u76f4\u64ad\u4e2d\u548cMaNa\u5bf9\u6218\u7684AI\uff0c\u5c31\u7565\u6709\u4e0d\u540c\u3002<\/p>\n

\u8fde\u80dc\u4e4b\u540e\uff0cDeepMind\u56e2\u961f\u603b\u4f1a\u6709\u5927\u80c6\u7684\u60f3\u6cd5\u5192\u51fa\u6765\u2014\u2014\u4ed6\u4eec\u8fed\u4ee3\u4e86\u7b2c\u4e8c\u7248AlphaStar\uff0c\u8fd9\u4e00\u7248\u548c\u4eba\u7c7b\u89c2\u5bdf\u5730\u56fe\u7684\u65b9\u5f0f\u662f\u4e00\u6837\u7684\uff0c\u4e5f\u8981\u4e0d\u505c\u9009\u62e9\u5c06\u89c6\u91ce\u5207\u6362\u5230\u54ea\uff0c\u53ea\u80fd\u770b\u5230\u5c4f\u5e55\u4e0a\u89c6\u91ce\u8303\u56f4\u5185\u7684\u4fe1\u606f\uff0c\u800c\u4e14\u53ea\u80fd\u5728\u8fd9\u4e2a\u8303\u56f4\u5185\u64cd\u4f5c\u3002<\/p>\n

\u89c6\u91ce\u5207\u6362\u7248AlphaStar\u7ecf\u8fc77\u5929\u8bad\u7ec3\uff0c\u8fbe\u5230\u4e86\u548c\u7b2c\u4e00\u7248\u5dee\u4e0d\u591a\u7684\u6c34\u5e73\u3002<\/p>\n

\u4e0d\u8fc7\uff0c\u8fd9\u4e2a\u7248\u672c\u7684\u667a\u80fd\u4f53\u539f\u578b\u8fd8\u662f\u5728\u4eca\u5929\u7684\u76f4\u64ad\u4e2d\u8f93\u7ed9\u4e86MaNa\uff0c\u6210\u4e3a\u4e8610-1\u91cc\u76841\u3002<\/p>\n

DeepMind\u5bf9\u4ed6\u4eec\u7684AI\u4ecd\u7136\u5145\u6ee1\u4fe1\u5fc3\uff0c\u4ed6\u4eec\u5728\u535a\u5ba2\u4e2d\u8bf4\uff0c\u8fd9\u4e2a\u667a\u80fd\u4f53\u53ea\u8bad\u7ec3\u4e867\u5929\uff0c\u5e0c\u671b\u80fd\u5728\u4e0d\u4e45\u7684\u5c06\u6765\uff0c\u80fd\u6d4b\u8bd5\u4e00\u4e2a\u5b8c\u5168\u8bad\u7ec3\u597d\u4e86\u7684\u89c6\u91ce\u7248\u667a\u80fd\u4f53\u3002<\/p>\n

\u73b0\u5728\uff0cAlphaStar\u8fd8\u53ea\u80fd\u73a9\u795e\u65cf\u3002DeepMind\u8bf4\uff0c\u4ed6\u4eec\u4e3a\u4e86\u5728\u5185\u90e8\u6d4b\u8bd5\u4e2d\u51cf\u5c11\u8bad\u7ec3\u65f6\u95f4\u548c\u53d8\u91cf\uff0c\u51b3\u5b9a\u5148\u53ea\u73a9\u4e00\u4e2a\u79cd\u65cf\u3002<\/p>\n

\u4e0d\u8fc7\uff0c\u8fd9\u4e0d\u4ee3\u8868\u5b83\u5c31\u5b66\u4e0d\u4f1a\u5176\u4ed6\u79cd\u65cf\u3002\u540c\u6837\u7684\u8bad\u7ec3\u6d41\u7a0b\uff0c\u6362\u4e2a\u79cd\u65cf\u8fd8\u662f\u4e00\u6837\u7528\u3002<\/p>\n

\u661f\u9645\u754c\u7684\u6a0a\u9ebe\u548c\u5e26\u8def\u515a<\/span><\/h1>\n

\u8fd9\u6b21\u4eba\u673a\u5927\u6218\u80cc\u540e\uff0c\u6709\u5f88\u591a\u4eba\u7684\u52aa\u529b\uff0c\u6211\u4eec\u8fd9\u6b21\u91cd\u70b9\u4ecb\u7ecd\u4e09\u4e2a\u4eba\u3002<\/p>\n

\u9996\u5148\u662fAlphaStar\u7684\u4e24\u4e2a\u4eba\u7c7b\u5bf9\u624b\u3002<\/strong><\/p>\n

TLO<\/strong>\u662f\u4e00\u4f4d\u5fb7\u56fd\u804c\u4e1a\u661f\u96452\u9009\u624b\uff0c\u539f\u540dDario W\u00fcnsch\uff0c1990\u5e747\u670813\u65e5\u51fa\u751f\u3002\u73b0\u5728\u6548\u529b\u4e8e\u804c\u4e1a\u6e38\u620f\u6218\u961fLiquid\u3002<\/p>\n

\u4e4b\u524dTLO\u6709\u4e2a\u79f0\u53f7\uff1a\u968f\u673a\u5929\u738b\u3002\u661f\u96452\u7684\u516c\u6d4b\u9636\u6bb5\uff0c\u4ed6\u4f7f\u7528\u54ea\u4e2a\u79cd\u65cf\u90fd\u5f97\u5fc3\u5e94\u624b\uff0c\u4e0d\u8fc7\u540e\u6765\uff0cTLO\u5f00\u59cb\u9010\u6e10\u4e13\u653b\u4e8e\u866b\u65cf\u3002<\/p>\n

\u6839\u636e\u5b98\u65b9\u516c\u5e03\u7684\u6570\u636e\uff0cTLO\u57282018 WCS Circuit\u6392\u540d\uff1a44\u3002<\/p>\n

\u56fd\u5185\u5173\u4e8eTLO\u7684\u8d44\u6599\uff0c\u4e0d\u5c11\u90fd\u662f\u51e0\u5e74\u524d\u7684\u5bf9\u6218\uff0c\u73b0\u5728TLO\u5e94\u8be5\u5df2\u7ecf\u5728\u81ea\u5df1\u804c\u4e1a\u751f\u6daf\u7684\u672b\u671f\uff0c\u53ef\u4ee5\u7b97\u662f\u4e00\u4f4d\u4e45\u7ecf\u6c99\u573a\u7684\u8001\u5c06\u3002<\/p>\n

MaNa<\/strong>\u662f\u4e00\u4f4d\u51fa\u751f\u4e8e\u6ce2\u5170\u7684\u804c\u4e1a\u661f\u96452\u9009\u624b\uff0c\u539f\u540dGrzegorz Komincz\uff0c1993\u5e7412\u670814\u65e5\u51fa\u751f\uff0c\u76ee\u524d\u4e5f\u6548\u529b\u4e8eLiquid\u3002<\/p>\n

\u4e0eTLO\u76f8\u6bd4\uff0cMaNa\u662f\u4e00\u4e2a\u6b63\u503c\u5f53\u6253\u4e4b\u5e74\u7684\u9009\u624b\u3002<\/p>\n

\u800c\u4e14\uff0c\u4ed6\u66f4\u64c5\u957f\u7684\u662f\u795e\u65cf\u3002\u5c3d\u7ba1\u4ed6\u6253\u51faGG\u7684\u901f\u5ea6\u66f4\u5feb\u2026\u2026<\/p>\n

MaNa\u53bb\u5e74\u83b7\u5f97WCS Austin\u7684\u7b2c\u4e8c\u540d\u3002\u6839\u636e\u5b98\u65b9\u516c\u5e03\u7684\u6570\u636e\uff0c\u4ed6\u57282018 WCS Circuit\u6392\u540d\uff1a13\u3002<\/p>\n

MaNa\u548cTLO\u548cAlphaStar\u7684\u5bf9\u6218\uff0c\u53d1\u751f\u5728\u53bb\u5e7412\u6708\u3002\u5730\u70b9\u5728\u4f26\u6566\uff0c\u5c31\u662fDeepMind\u7684\u603b\u90e8\u3002\u8fd9\u4e0d\u7981\u8ba9\u4eba\u60f3\u8d77\u5f53\u5e74AlphaGo\u7684\u6545\u4e8b\u3002<\/p>\n

AlphaGo\u540d\u4e0d\u89c1\u7ecf\u4f20\u65f6\uff0c\u4e5f\u662f\u6084\u6084\u628a\u6a0a\u9ebe\u8bf7\u5230\u4e86\u4f26\u6566\uff0c\u7136\u540e\u628a\u6a0a\u9ebe\u6740\u5f97\u6709\u70b9\u6000\u7591\u201c\u68cb\u201d\u751f\u3002\u7136\u540e\u5f00\u59cb\u5411\u5168\u4e16\u754c\u516c\u5e03\u7a81\u7834\u6027\u7684\u8fdb\u5c55\u3002<\/p>\n

TLO\u548cMaNa\uff0c\u5e94\u8be5\u5c31\u662f\u661f\u96452\u754c\u7684\u6a0a\u9ebe\u4e86\u5427\u3002<\/p>\n

\u7b2c\u4e09\u4e2a\u662fAlphaStar\u7684\u6559\u7236\uff1aOriol Vinyals\u3002<\/strong><\/p>\n

\u4ed6\u662fDeepMind\u661f\u96452\u9879\u76ee\u7684\u6838\u5fc3\u8d1f\u8d23\u4eba\u3002\u6211\u4eec\u5728\u6b64\u524d\u7684\u62a5\u9053\u91cc\u4ecb\u7ecd\u8fc7\u4ed6\u30021990\u5e74\u4ee3\uff0c\u5341\u51e0\u5c81\u7684Oriol Vinyals\u6210\u4e86\u897f\u73ed\u7259\u300a\u661f\u9645\u4e89\u9738\u300b\u5168\u56fd\u51a0\u519b\u3002<\/p>\n

\u4ed6\u4e4b\u6240\u4ee5\u73a9\u8fd9\u6b3e\u79d1\u5e7b\u7b56\u7565\u6e38\u620f\uff0c\u662f\u56e0\u4e3a\u6bd4\u5176\u4ed6\u6253\u6253\u6740\u6740\u7684\u6e38\u620f\u66f4\u9700\u8981\u52a8\u8111\u5b50\u3002\u7ef4\u7ebd\u65af\u8bf4\uff1a\u201c\u6ca1\u4e0a\u5927\u5b66\u4e4b\u524d\uff0c\u8fd9\u6b3e\u6e38\u620f\u5c31\u8ba9\u6211\u5728\u751f\u6d3b\u4e2d\u6000\u6709\u66f4\u5f3a\u7684\u6218\u7565\u601d\u7ef4\u3002\u201d<\/p>\n

Vinyals\u7684\u6218\u7565\u601d\u7ef4\u7684\u786e\u83b7\u5f97\u4e86\u56de\u62a5\uff1a\u5728\u5df4\u585e\u7f57\u90a3\u5b66\u4e60\u4e86\u7535\u4fe1\u5de5\u7a0b\u548c\u6570\u5b66\u4e4b\u540e\uff0c\u7ef4\u7ebd\u65af\u53bb\u8fc7\u5fae\u8f6f\u7814\u7a76\u9662\u5b9e\u4e60\uff0c\u83b7\u5f97\u4e86\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u7684\u8ba1\u7b97\u673a\u535a\u58eb\u5b66\u4f4d\uff0c\u63a5\u7740\u52a0\u5165\u8c37\u6b4c\u5927\u8111\u56e2\u961f\uff0c\u5f00\u59cb\u4ece\u4e8b\u4eba\u5de5\u667a\u80fd\u5f00\u53d1\u5de5\u4f5c\uff0c\u7136\u540e\u53c8\u8f6c\u5165\u8c37\u6b4c\u65d7\u4e0bDeepMind\u56e2\u961f\u3002<\/p>\n

\u4ed6\u53c8\u8ddf\u201c\u661f\u9645\u4e89\u9738\u201d\u6253\u8d77\u4e86\u4ea4\u9053\u3002<\/p>\n

\u4f46\u8fd9\u4e00\u6b21\u4e0d\u662f\u4ed6\u4eb2\u81ea\u73a9\uff0c\u800c\u662f\u6559\u7ed9\u673a\u5668\u4eba\u600e\u4e48\u73a9\u3002\u5728\u4eba\u5de5\u667a\u80fd\u6210\u4e3a\u5168\u7403\u6700\u4f18\u79c0\u7684\u56f4\u68cb\u9009\u624b\u540e\uff0c\u661f\u9645\u6210\u4e3a\u4e86\u4e0b\u4e00\u4e2a\u653b\u514b\u76ee\u6807\u3002<\/p>\n

AI\u6253\u661f\u9645\u7684\u610f\u4e49<\/span><\/h1>\n

\u65e9\u57282003\u5e74\u4eba\u7c7b\u5c31\u5f00\u59cb\u5c1d\u8bd5\u7528AI\u89e3\u51b3\u5373\u65f6\u6218\u7565\uff08RTS\uff09\u6e38\u620f\u95ee\u9898\u3002\u90a3\u65f6\u5019AI\u8fd8\u8fde\u56f4\u68cb\u95ee\u9898\u8fd8\u6ca1\u6709\u89e3\u51b3\uff0c\u800cRTS\u6bd4\u56f4\u68cb\u8fd8\u8981\u590d\u6742\u3002<\/p>\n

\u76f4\u52302016\u5e74\uff0c\u201c\u963f\u5c14\u6cd5\u72d7\u201d\u6253\u8d25\u4e86\u674e\u4e16\u77f3\u3002DeepMind\u5728\u89e3\u51b3\u56f4\u68cb\u95ee\u9898\u540e\uff0c\u5f88\u5feb\u628a\u76ee\u5149\u8f6c\u5411\u4e86\u300a\u661f\u96452\u300b\u3002<\/p>\n

\u4e0e\u56fd\u9645\u8c61\u68cb\u6216\u56f4\u68cb\u4e0d\u540c\uff0c\u661f\u9645\u73a9\u5bb6\u9762\u5bf9\u7684\u662f\u201c\u4e0d\u5b8c\u7f8e\u4fe1\u606f\u535a\u5f08\u201d\u3002<\/p>\n

\u5728\u73a9\u5bb6\u505a\u51b3\u7b56\u4e4b\u524d\uff0c\u56f4\u68cb\u68cb\u76d8\u4e0a\u6240\u6709\u7684\u4fe1\u606f\u90fd\u80fd\u76f4\u63a5\u770b\u5230\u3002\u800c\u6e38\u620f\u4e2d\u7684\u201c\u6218\u4e89\u8ff7\u96fe\u201d\u5374\u8ba9\u4f60\u65e0\u6cd5\u770b\u5230\u5bf9\u65b9\u7684\u64cd\u4f5c\u3001\u9634\u5f71\u4e2d\u6709\u54ea\u4e9b\u5355\u4f4d\u3002<\/p>\n

\u8fd9\u610f\u5473\u7740\u73a9\u5bb6\u7684\u89c4\u5212\u3001\u51b3\u7b56\u3001\u884c\u52a8\uff0c\u8981\u4e00\u6bb5\u65f6\u95f4\u540e\u624d\u80fd\u770b\u5230\u7ed3\u679c\u3002\u8fd9\u7c7b\u95ee\u9898\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n

\u4e3a\u4e86\u83b7\u80dc\uff0c\u73a9\u5bb6\u5fc5\u987b\u5728\u5b8f\u89c2\u6218\u7565\u548c\u5fae\u89c2\u64cd\u4f5c\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002<\/p>\n

\u5e73\u8861\u77ed\u671f\u548c\u957f\u671f\u76ee\u6807\u5e76\u9002\u5e94\u610f\u5916\u60c5\u51b5\u7684\u9700\u8981\uff0c\u5bf9\u8106\u5f31\u548c\u7f3a\u4e4f\u7075\u6d3b\u6027\u7684\u7cfb\u7edf\u6784\u6210\u4e86\u5de8\u5927\u6311\u6218\u3002<\/p>\n

\u638c\u63e1\u8fd9\u4e2a\u95ee\u9898\u9700\u8981\u5728\u51e0\u4e2aAI\u7814\u7a76\u6311\u6218\u4e2d\u53d6\u5f97\u7a81\u7834\uff0c\u5305\u62ec:<\/p>\n

\u535a\u5f08\u8bba<\/strong>\uff1a\u661f\u9645\u4e89\u9738\u6ca1\u6709\u5355\u4e00\u7684\u6700\u4f73\u7b56\u7565\u3002\u56e0\u6b64\uff0cAI\u8bad\u7ec3\u8fc7\u7a0b\u9700\u8981\u4e0d\u65ad\u63a2\u7d22\u548c\u62d3\u5c55\u6218\u7565\u77e5\u8bc6\u7684\u524d\u6cbf\u3002<\/p>\n

\u4e0d\u5b8c\u7f8e\u4fe1\u606f<\/strong>\uff1a\u4e0d\u50cf\u8c61\u68cb\u6216\u56f4\u68cb\u90a3\u6837\uff0c\u68cb\u624b\u4ec0\u4e48\u90fd\u770b\u5f97\u5230\uff0c\u5173\u952e\u4fe1\u606f\u5bf9\u661f\u9645\u73a9\u5bb6\u6765\u8bf4\u662f\u9690\u85cf\u7684\uff0c\u5fc5\u987b\u901a\u8fc7\u201c\u4fa6\u5bdf\u201d\u6765\u4e3b\u52a8\u53d1\u73b0\u3002<\/p>\n

\u957f\u671f\u89c4\u5212<\/strong>\uff1a\u50cf\u8bb8\u591a\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u95ee\u9898\u4e00\u6837\uff0c\u56e0\u679c\u5173\u7cfb\u4e0d\u662f\u7acb\u7aff\u89c1\u5f71\u7684\u3002\u6e38\u620f\u53ef\u80fd\u9700\u8981\u4e00\u4e2a\u5c0f\u65f6\u624d\u80fd\u7ed3\u675f\uff0c\u8fd9\u610f\u5473\u7740\u6e38\u620f\u65e9\u671f\u91c7\u53d6\u7684\u884c\u52a8\u53ef\u80fd\u5728\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u5185\u90fd\u4e0d\u4f1a\u6709\u56de\u62a5\u3002<\/p>\n

\u5b9e\u65f6<\/strong>\uff1a\u4e0d\u540c\u4e8e\u4f20\u7edf\u7684\u68cb\u7c7b\u6e38\u620f\uff0c\u661f\u9645\u4e89\u9738\u73a9\u5bb6\u5fc5\u987b\u968f\u7740\u6e38\u620f\u65f6\u95f4\u7684\u63a8\u79fb\u4e0d\u65ad\u5730\u6267\u884c\u52a8\u4f5c\u3002<\/p>\n

\u66f4\u5927\u7684\u64cd\u4f5c\u7a7a\u95f4<\/strong>\uff1a\u5fc5\u987b\u5b9e\u65f6\u63a7\u5236\u6570\u767e\u4e2a\u4e0d\u540c\u7684\u5355\u5143\u548c\u5efa\u7b51\u7269\uff0c\u4ece\u800c\u5f62\u6210\u53ef\u80fd\u7684\u7ec4\u5408\u7a7a\u95f4\u3002\u6b64\u5916\uff0c\u64cd\u4f5c\u662f\u5206\u5c42\u7684\uff0c\u53ef\u4ee5\u4fee\u6539\u548c\u6269\u5145\u3002<\/p>\n

\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63a2\u7d22\u8fd9\u4e9b\u95ee\u9898\uff0cDeepMind\u4e0e\u66b4\u96ea2017\u5e74\u5408\u4f5c\u53d1\u5e03\u4e86\u4e00\u5957\u540d\u4e3aPySC2\u7684\u5f00\u6e90\u5de5\u5177\uff0c\u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u7ed3\u5408\u5de5\u7a0b\u548c\u7b97\u6cd5\u7a81\u7834\uff0c\u624d\u6709\u4e86\u73b0\u5728\u7684AlphaStar\u3002<\/p>\n

\u9664\u4e86DeepMind\u4ee5\u5916\uff0c\u5176\u4ed6\u516c\u53f8\u548c\u9ad8\u6821\u53bb\u5e74\u4e5f\u79ef\u6781\u5907\u6218\uff1a<\/p>\n

4\u6708\uff0c\u5357\u4eac\u5927\u5b66\u7684\u4fde\u626c\u56e2\u961f\uff0c\u7814\u7a76\u4e86\u300a\u661f\u96452\u300b\u7684\u5206\u5c42\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\uff0c\u5728\u5bf9\u6218\u6700\u9ad8\u7b49\u7ea7\u7684\u65e0\u4f5c\u5f0a\u7535\u8111\u60c5\u51b5\u4e0b\uff0c\u80dc\u7387\u8d85\u8fc793%\u3002<\/p>\n

9\u6708\uff0c\u817e\u8bafAI Lab\u53d1\u5e03\u8bba\u6587\u79f0\uff0c\u4ed6\u4eec\u6784\u5efa\u7684AI\u9996\u6b21\u5728\u5b8c\u6574\u7684\u866b\u65cfVS\u866b\u65cf\u6bd4\u8d5b\u4e2d\u51fb\u8d25\u4e86\u661f\u96452\u7684\u5185\u7f6e\u673a\u5668\u4ebaBot\u3002<\/p>\n

11\u6708\uff0c\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u5728\u661f\u96452\u4e2d\u4f7f\u7528\u4e86\u4e00\u79cd\u65b0\u578b\u6a21\u5757\u5316AI\u67b6\u6784\uff0c\u7528\u866b\u65cf\u5bf9\u6297\u7535\u8111\u96be\u5ea65\u7ea7\u7684\u866b\u65cf\u65f6\uff0c\u5206\u522b\u8fbe\u5230 94%\uff08\u6709\u6218\u4e89\u8ff7\u96fe\uff09\u548c 87%\uff08\u65e0\u6218\u4e89\u8ff7\u96fe\uff09\u7684\u80dc\u7387\u3002<\/p>\n

\u4e0b\u4e00\u6b65<\/span><\/h1>\n

\u4eca\u5929AI\u641e\u5b9a\u4e86\u300a\u661f\u96452\u300b\uff0cDeepMind\u663e\u7136\u4e0d\u6ee1\u8db3\u4e8e\u6b64\uff0c\u4ed6\u4eec\u7684\u4e0b\u4e00\u6b65\u4f1a\u662f\u4ec0\u4e48\uff1f<\/p>\n

\u54c8\u8428\u6bd4\u65af\u5728\u8d5b\u540e\u8bf4\uff0c\u867d\u7136\u661f\u9645\u4e89\u9738\u201c\u53ea\u662f\u201d\u4e00\u4e2a\u975e\u5e38\u590d\u6742\u7684\u6e38\u620f\uff0c\u4f46\u4ed6\u5bf9AlphaStar\u80cc\u540e\u7684\u6280\u672f\u66f4\u611f\u5174\u8da3\u3002\u5176\u4e2d\u5305\u542b\u7684\u8d85\u957f\u5e8f\u5217\u7684\u9884\u6d4b\uff0c\u672a\u6765\u53ef\u4ee5\u7528\u5728\u5929\u6c14\u9884\u6d4b\u548c\u6c14\u5019\u5efa\u6a21\u4e2d\u3002<\/p>\n

\u4ed6\u8fd8\u900f\u9732\u5c06\u5728\u671f\u520a\u4e0a\u53d1\u8868\u7ecf\u8fc7\u540c\u884c\u8bc4\u5ba1\u7684\u8bba\u6587\uff0c\u8be6\u7ec6\u63cf\u8ff0AlphaStar\u7684\u6280\u672f\u7ec6\u8282\u3002\u4e00\u8d77\u671f\u5f85\u5427~<\/p>\n

*\u672c\u6587\u4f5c\u8005\u5173\u6ce8\u524d\u6cbf\u79d1\u6280\uff0c\u7531\u65b0\u82bdNewSeed\u5408\u4f5c\u4f19\u4f34\u91cf\u5b50\u4f4d\u6388\u6743\u53d1\u5e03\uff0c\u8f6c\u8f7d\u8bf7\u8054\u7cfb\u539f\u51fa\u5904\u3002\u5982\u5185\u5bb9\u3001\u56fe\u7247\u6709\u4efb\u4f55\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u65b0\u82bdNewSeed\u5904\u7406\u3002 \u5206\u4eab\u957f\u5fae\u535a \u5206\u4eab\u5230\u5fae\u4fe1 AI \u661f\u9645\u4e89\u9738 AlphaStar <\/p>\n

\u76f8\u5173\u9886\u57df\u7684\u6295\u8d44\u4eba<\/h4>\n
    \n
  • \"1-10\u843d\u8d25\uff0c5\u5206\u949f\u5d29\u76d8\uff01\u661f\u96452\u804c\u4e1a\u9ad8\u624b\u53f2\u4e0a\u9996\u6b21\u88abAI\u51fb\u6e83\uff0cAlphaStar\u4e00\u6218\u6210\u540d\u63d2\u56fe\"
    \n

    \u7ea2\u6749\u8d44\u672c-\u90ed\u5c71\u6c55<\/h3>\n

    \u7ea2\u6749\u8d44\u672c<\/p>\n

    \u5408\u4f19\u4eba \u673a\u6784\u6295\u8d44\u4eba\u8ba4\u8bc1<\/span><\/p>\n

    \u7ea6\u8c08 \u6295\u8d44\u9886\u57df\uff1a 5G \u82af\u7247 \u5f71\u89c6 \u6e38\u620f \u793e\u4ea4 \u65c5\u6e38 <\/li>\n<\/ul>\n

    <\/span><\/h3>\n
      \n
    • \"1-10\u843d\u8d25\uff0c5\u5206\u949f\u5d29\u76d8\uff01\u661f\u96452\u804c\u4e1a\u9ad8\u624b\u53f2\u4e0a\u9996\u6b21\u88abAI\u51fb\u6e83\uff0cAlphaStar\u4e00\u6218\u6210\u540d\u63d2\u56fe1\"
      \n

      \u5979\u7ecf\u6d4e|\u5927\u59e8\u5988VS\u7f8e\u67da\uff1a\u5979\u7ecf\u6d4e\u7684\u5f52\u5bbf\u662fAI\u533b\u7597\u8fd8\u662f\u793e\u533a\u7535\u5546\uff1f<\/h3>\n

      \u5218\u65f7<\/span> \u00b7<\/span> 2019\/1\/23 9:48:00<\/span> \u5973\u6027\u5065\u5eb7 \u7f8e\u67da \u5927\u59e8\u5988 <\/li>\n

    • \"1-10\u843d\u8d25\uff0c5\u5206\u949f\u5d29\u76d8\uff01\u661f\u96452\u804c\u4e1a\u9ad8\u624b\u53f2\u4e0a\u9996\u6b21\u88abAI\u51fb\u6e83\uff0cAlphaStar\u4e00\u6218\u6210\u540d\u63d2\u56fe2\"
      \n

      \u62bd\u53d6\u77e5\u8bc6\u56fe\u8c31\u6253\u9020\u201c\u533b\u7597\u5927\u8111\u201d\uff0c\u8fd9\u5bb6\u516c\u53f8\u7528\u201dAI+\u6570\u636e\u201d\u8ba9\u533b\u60a3\u6c9f\u901a\u66f4\u52a0\u9ad8\u6548<\/h3>\n

      \u5b81\u6cfd\u897f<\/span> \u00b7<\/span> 2019\/1\/22 13:20:00<\/span> \u533b\u7597 AI \u5eb7\u592b\u5b50 <\/li>\n

    • \"1-10\u843d\u8d25\uff0c5\u5206\u949f\u5d29\u76d8\uff01\u661f\u96452\u804c\u4e1a\u9ad8\u624b\u53f2\u4e0a\u9996\u6b21\u88abAI\u51fb\u6e83\uff0cAlphaStar\u4e00\u6218\u6210\u540d\u63d2\u56fe3\"
      \n

      AI\u5982\u4f55\u7528\u201c\u6c14\u529f\u201d\u542c\u61c2\u4f60\u7684\u8bdd\uff1f<\/h3>\n

      \u949b\u5a92\u4f53<\/span> \u00b7<\/span> 2019\/1\/22 10:10:00<\/span> AI \u8bed\u97f3 \u65e0\u58f0\u8bed\u8a00 <\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

      \u54c8\u8428\u6bd4\u65af\u5728\u8d5b\u540e\u8bf4\uff0c\u867d\u7136\u661f\u9645\u4e89\u9738\u201c\u53ea\u662f\u201d\u4e00\u4e2a\u975e\u5e38\u590d\u6742\u7684\u6e38\u620f\uff0c\u4f46\u4ed6\u5bf9AlphaStar\u80cc\u540e\u7684\u6280\u672f\u66f4\u611f\u5174\u8da3\u3002\u5176\u4e2d\u5305\u542b…<\/p>\n","protected":false},"author":45,"featured_media":3527,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8],"tags":[283],"class_list":["post-3526","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-tech","tag-283"],"_links":{"self":[{"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=\/wp\/v2\/posts\/3526","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=\/wp\/v2\/users\/45"}],"replies":[{"embeddable":true,"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3526"}],"version-history":[{"count":0,"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=\/wp\/v2\/posts\/3526\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=\/wp\/v2\/media\/3527"}],"wp:attachment":[{"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3526"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3526"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.yuntou8.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3526"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}