{"id":5965,"date":"2025-06-12T10:02:56","date_gmt":"2025-06-12T02:02:56","guid":{"rendered":"https:\/\/nullthought.net\/?p=5965"},"modified":"2025-06-12T10:02:57","modified_gmt":"2025-06-12T02:02:57","slug":"%e4%bb%8e%e4%ba%ba%e7%b1%bb%e6%95%b0%e6%8d%ae%e6%97%b6%e4%bb%a3%e5%88%b0%e7%bb%8f%e9%aa%8c%e6%97%b6%e4%bb%a3","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5965","title":{"rendered":"\u4ece\u201c\u4eba\u7c7b\u6570\u636e\u65f6\u4ee3\u201d\u5230\u201c\u7ecf\u9a8c\u65f6\u4ee3\u201d"},"content":{"rendered":"\n<p>\u8fd1\u65e5\uff0cDavid Silver \u4e0e Richard S. Sutton\u64b0\u6587<strong><a href=\"https:\/\/storage.googleapis.com\/deepmind-media\/Era-of-Experience%20\/The%20Era%20of%20Experience%20Paper.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">Welcome to the Era of Experience<\/a><\/strong>\u3002\u6587\u7ae0\u63d0\u51fa\u5f53\u524d\u4eba\u5de5\u667a\u80fd\u6b63\u5904\u4e8e\u4e00\u4e2a\u5386\u53f2\u6027\u7684\u8f6c\u6298\u70b9\uff1a\u4ece\u201c\u4eba\u7c7b\u6570\u636e\u65f6\u4ee3\u201d\u8fc8\u5165\u201c\u7ecf\u9a8c\u65f6\u4ee3\u201d\uff0c\u6838\u5fc3\u89c2\u70b9\u662f\u672a\u6765\u7684 AI \u4e0d\u518d\u4e3b\u8981\u4f9d\u8d56\u4e8e\u4eba\u7c7b\u63d0\u4f9b\u7684\u6570\u636e\uff0c\u800c\u662f\u901a\u8fc7\u81ea\u4e3b\u4e0e\u73af\u5883\u4ea4\u4e92\u6240\u79ef\u7d2f\u7684\u7ecf\u9a8c\u6765\u5b9e\u73b0\u8d85\u4eba\u80fd\u529b\u7684\u6f14\u5316\u3002<\/p>\n\n\n\n<p>\u4e00\u3001\u4eba\u5de5\u667a\u80fd\u4ece\u201c\u4eba\u7c7b\u6570\u636e\u65f6\u4ee3\u201d\u8fc8\u5165\u74f6\u9888<\/p>\n\n\n\n<p>\u6587\u7ae0\u6307\u51fa\uff0c\u8fd1\u5e74\u6765 AI \u5c24\u5176\u662f\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u5f97\u76ca\u4e8e\u5927\u89c4\u6a21\u4eba\u7c7b\u6570\u636e\u7684\u8bad\u7ec3\u548c\u7cbe\u8c03\u3002\u8fd9\u4f7f\u5f97\u5355\u4e2a\u6a21\u578b\u53ef\u4ee5\u80dc\u4efb\u5199\u8bd7\u3001\u89e3\u9898\u3001\u8bca\u65ad\u3001\u6458\u8981\u7b49\u5e7f\u6cdb\u4efb\u52a1\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u6a21\u4eff\u4eba\u7c7b\u7684\u65b9\u5f0f\u6709\u5176\u5929\u82b1\u677f\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6570\u5b66\u3001\u7f16\u7a0b\u3001\u79d1\u5b66\u7b49\u9ad8\u9636\u9886\u57df\u7684\u95ee\u9898\u5df2\u63a5\u8fd1\u73b0\u6709\u4eba\u7c7b\u6570\u636e\u7684\u8fb9\u754c\u3002<\/li>\n\n\n\n<li>\u9ad8\u8d28\u91cf\u7684<a href=\"https:\/\/nullthought.net\/?p=5340\" target=\"_blank\" rel=\"noreferrer noopener\">\u6570\u636e\u8d44\u6e90\u6b63\u5728\u8017\u5c3d<\/a>\uff0c\u4ec5\u9760\u76d1\u7763\u5b66\u4e60\u5e26\u6765\u7684\u63d0\u5347\u6b63\u5728\u51cf\u7f13\u3002<\/li>\n\n\n\n<li>\u771f\u6b63\u7684\u65b0\u53d1\u73b0\uff08\u5982\u65b0\u7684\u5b9a\u7406\u3001\u79d1\u6280\u6216\u7406\u8bba\u7a81\u7834\uff09\u65e0\u6cd5\u901a\u8fc7\u5df2\u6709\u6570\u636e\u5b66\u4e60\u5230\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u56e0\u6b64\uff0c\u4f5c\u8005\u8ba4\u4e3a\u4ec5\u4f9d\u8d56\u4eba\u7c7b\u6570\u636e\u7684\u6a21\u5f0f\u65e0\u6cd5\u6301\u7eed\u63a8\u52a8 AI \u5b9e\u73b0\u901a\u7528\u6216\u8d85\u4eba\u667a\u80fd\u3002<\/p>\n\n\n\n<p>\u4e8c\u3001\u7ecf\u9a8c\u65f6\u4ee3\u7684\u5f00\u542f\uff1aAI \u81ea\u4e3b\u751f\u6210\u548c\u5b66\u4e60\u7ecf\u9a8c<\/p>\n\n\n\n<p>\u4f5c\u8005\u5f3a\u8c03\uff0c\u8981\u8fdb\u4e00\u6b65\u7a81\u7834\uff0cAI \u5fc5\u987b\u8fdb\u5165\u201c\u7ecf\u9a8c\u65f6\u4ee3\u201d\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u6765\u6e90\u4ece\u9759\u6001\u7684\u4eba\u7c7b\u793a\u4f8b\uff0c\u8f6c\u5411\u52a8\u6001\u7684\u3001\u7531 AI \u4e0e\u73af\u5883\u4e92\u52a8\u6240\u4ea7\u751f\u7684\u6570\u636e\u3002<\/li>\n\n\n\n<li>AlphaProof \u662f\u91cd\u8981\u6848\u4f8b\uff1a\u8be5\u6a21\u578b\u5148\u5b66\u4e60 10 \u4e07\u6761\u4eba\u7c7b\u6784\u9020\u7684\u5f62\u5f0f\u8bc1\u660e\uff0c\u518d\u901a\u8fc7\u81ea\u8eab\u4e0e\u5b9a\u7406\u9a8c\u8bc1\u7cfb\u7edf\u4ea4\u4e92\u751f\u6210\u4e0a\u4ebf\u6761\u65b0\u8bc1\u660e\uff0c\u4ece\u800c\u5728\u56fd\u9645\u6570\u5b66\u5965\u6797\u5339\u514b\u4e2d\u8fbe\u5230\u4e86\u5956\u724c\u6c34\u5e73\u3002<\/li>\n\n\n\n<li>DeepSeek \u7684\u5de5\u4f5c\u4e5f\u8868\u660e\uff0c\u5f3a\u5316\u5b66\u4e60\u4f7f\u5f97 AI \u80fd\u591f\u57fa\u4e8e\u6fc0\u52b1\u81ea\u53d1\u5730\u53d1\u5c55\u590d\u6742\u89e3\u9898\u80fd\u529b\uff0c\u800c\u975e\u4eba\u7c7b\u660e\u786e\u793a\u6559\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e09\u3001\u7ecf\u9a8c\u65f6\u4ee3\u7684\u6838\u5fc3\u7279\u5f81<\/p>\n\n\n\n<p>\u4f5c\u8005\u6307\u51fa\uff0c\u5728\u7ecf\u9a8c\u65f6\u4ee3\u4e2d\uff0cAI \u7cfb\u7edf\u5c06\u5177\u5907\u4ee5\u4e0b\u56db\u5927\u65b0\u7279\u6027\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6301\u7eed\u7684\u7ecf\u9a8c\u6d41\uff08Streams\uff09<\/strong>\uff1a\u4e0d\u518d\u662f\u77ed\u671f\u4ea4\u4e92\uff0c\u800c\u662f\u50cf\u4eba\u7c7b\u4e00\u6837\u5728\u957f\u671f\u7ecf\u9a8c\u4e2d\u4e0d\u65ad\u5b66\u4e60\u4e0e\u9002\u5e94\u3002\u4f8b\u5982\u5065\u5eb7\u52a9\u624b\u53ef\u4ee5\u6839\u636e\u51e0\u4e2a\u6708\u7684\u6570\u636e\u52a8\u6001\u8c03\u6574\u5efa\u8bae\uff0c\u5b66\u4e60\u52a9\u624b\u53ef\u8ddf\u8e2a\u8bed\u8a00\u5b66\u4e60\u8fdb\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u4e30\u5bcc\u7684\u611f\u77e5\u4e0e\u884c\u52a8\u63a5\u53e3\uff08Actions and Observations\uff09<\/strong>\uff1a\u4e0d\u4ec5\u901a\u8fc7\u6587\u672c\u5bf9\u8bdd\uff0c\u4e5f\u901a\u8fc7\u4e0e\u73b0\u5b9e\u73af\u5883\u548c\u6570\u5b57\u7cfb\u7edf\u4ea4\u4e92\u3002\u4f8b\u5982\u53ef\u4ee5\u8c03\u7528 API\u3001\u63a7\u5236\u673a\u5668\u4eba\u81c2\u3001\u8fdc\u7a0b\u64cd\u4f5c\u5929\u6587\u671b\u8fdc\u955c\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u73af\u5883\u9a71\u52a8\u7684\u5956\u52b1\u4fe1\u53f7\uff08Grounded Rewards\uff09<\/strong>\uff1a\u4e0d\u518d\u4ec5\u4f9d\u8d56\u4eba\u7c7b\u9884\u5224\u7684\u8bc4\u5206\uff08\u5982\u70b9\u8d5e\u3001\u504f\u597d\u9009\u62e9\uff09\uff0c\u800c\u662f\u57fa\u4e8e\u73af\u5883\u53d8\u5316\u7684\u5b9e\u9645\u53cd\u9988\u4fe1\u53f7\uff08\u5982\u5fc3\u7387\u3001\u7761\u7720\u65f6\u95f4\u3001\u6c14\u5019\u6307\u6807\u3001\u4ea7\u54c1\u9500\u552e\u7b49\uff09\u8c03\u6574\u7b56\u7565\u3002<\/li>\n\n\n\n<li><strong>\u4ee5\u73af\u5883\u4e3a\u57fa\u7840\u7684\u89c4\u5212\u4e0e\u63a8\u7406\uff08Planning and Reasoning\uff09<\/strong>\uff1a\u4e0d\u518d\u6a21\u4eff\u4eba\u7c7b\u601d\u7ef4\u94fe\u6761\uff0c\u800c\u662f\u4ece\u771f\u5b9e\u4e16\u754c\u4e2d\u63a8\u5bfc\u3001\u9a8c\u8bc1\u548c\u66f4\u65b0\u6a21\u578b\u3002\u4f8b\u5982\u6784\u5efa\u4e16\u754c\u6a21\u578b\u9884\u6d4b\u884c\u4e3a\u7684\u540e\u679c\uff0c\u5e76\u7528\u6765\u89c4\u5212\u884c\u52a8\u8def\u5f84\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u56db\u3001\u7ecf\u9a8c\u65f6\u4ee3\u7684\u52a8\u56e0\uff1a\u4e3a\u4f55\u662f\u73b0\u5728\uff1f<\/p>\n\n\n\n<p>\u5c3d\u7ba1\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u65e9\u5df2\u5b58\u5728\u5e76\u53d6\u5f97\u4e86\u8c61\u68cb\u3001\u56f4\u68cb\u3001\u6e38\u620f\u3001\u7269\u7406\u64cd\u63a7\u7b49\u65b9\u9762\u7684\u6210\u529f\uff0c\u4f46\u8fd9\u4e9b\u6210\u5c31\u4e3b\u8981\u5c40\u9650\u4e8e\u5c01\u95ed\u6a21\u62df\u73af\u5883\uff0c\u5956\u52b1\u4fe1\u53f7\u660e\u786e\uff0c\u4efb\u52a1\u8fb9\u754c\u6e05\u6670\u3002<\/p>\n\n\n\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6210\u529f\u6765\u81ea\u4e8e\u4eba\u7c7b\u6570\u636e\u9a71\u52a8\u7684\u901a\u7528\u6027\u8bad\u7ec3\uff0c\u4f46\u5b83\u4eec\u5931\u53bb\u4e86 RL \u6240\u5c55\u73b0\u7684\u201c\u81ea\u6211\u53d1\u73b0\u201d\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u73b0\u5728\uff0c\u65b0\u7684\u6280\u672f\u6761\u4ef6\u4f7f\u5f97\u4e24\u8005\u53ef\u4ee5\u878d\u5408\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6a21\u578b\u53ef\u4ee5\u5728\u73b0\u5b9e\u4e2d\u611f\u77e5\u4e0e\u884c\u52a8\u3002<\/li>\n\n\n\n<li>\u5956\u52b1\u4fe1\u53f7\u53ef\u4ee5\u6765\u81ea\u4e8e\u591a\u6837\u4e14\u5177\u4f53\u7684\u73af\u5883\u53cd\u9988\u3002<\/li>\n\n\n\n<li>\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u4e0d\u65ad\u8fdb\u5316\uff0c\u53ef\u5904\u7406\u590d\u6742\u7684\u957f\u65f6\u95f4\u89c4\u5212\u95ee\u9898\u3002<\/li>\n\n\n\n<li>Agent \u53ef\u4ee5\u901a\u8fc7\u771f\u5b9e\u4ea4\u4e92\u81ea\u4e3b\u79ef\u7d2f\u77e5\u8bc6\u3001\u4fee\u6b63\u504f\u5dee\u3001\u63a2\u7d22\u65b0\u7b56\u7565\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u56e0\u6b64\uff0c\u4f5c\u8005\u8ba4\u4e3a\u201c\u7ecf\u9a8c\u65f6\u4ee3\u201d\u7684\u8f6c\u53d8\u5df2\u8feb\u5728\u7709\u776b\u3002<\/p>\n\n\n\n<p>\u4e94\u3001\u91cd\u65b0\u5ba1\u89c6\u5f3a\u5316\u5b66\u4e60\u7684\u4ef7\u503c<\/p>\n\n\n\n<p>\u6587\u7ae0\u6307\u51fa\uff0cRL \u793e\u533a\u65e9\u671f\u53d1\u5c55\u51fa\u7684\u5f88\u591a\u5173\u952e\u7406\u5ff5\u88ab LLM \u70ed\u6f6e\u6240\u5ffd\u89c6\uff0c\u4f46\u5b83\u4eec\u5c06\u5728\u7ecf\u9a8c\u65f6\u4ee3\u91cd\u65b0\u7115\u53d1\u751f\u673a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u65f6\u5e8f\u5dee\u5206\u5b66\u4e60\uff08TD learning\uff09<\/strong>\uff1a\u9884\u6d4b\u672a\u6765\u5956\u52b1\u3002<\/li>\n\n\n\n<li><strong>\u63a2\u7d22\u673a\u5236\uff08Curiosity\/Optimism-based exploration\uff09<\/strong>\uff1a\u907f\u514d\u5c40\u9650\u4e8e\u5c40\u90e8\u6700\u4f18\u3002<\/li>\n\n\n\n<li><strong>\u4e16\u754c\u6a21\u578b\uff08World Models\uff09<\/strong>\uff1a\u9884\u6d4b\u73af\u5883\u53d8\u5316\u4ee5\u8f85\u52a9\u89c4\u5212\u3002<\/li>\n\n\n\n<li><strong>\u65f6\u95f4\u62bd\u8c61\uff08Temporal Abstraction\uff09<\/strong>\uff1a\u5b66\u4e60\u8de8\u65f6\u95f4\u5c42\u7ea7\u7684\u7b56\u7565\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u7ecf\u9a8c\u65f6\u4ee3\u5c06\u50ac\u751f\uff1a<\/p>\n\n\n\n<ul 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