{"id":25307,"date":"2025-02-20T17:29:28","date_gmt":"2025-02-20T09:29:28","guid":{"rendered":"http:\/\/192.168.10.115\/?p=25307"},"modified":"2025-02-20T17:29:28","modified_gmt":"2025-02-20T09:29:28","slug":"2025-02-20-llm%e5%a2%9e%e5%bc%ba%e7%9a%84rlhf%e6%a1%86%e6%9e%b6%ef%bc%8c%e7%94%a8%e5%a4%9a%e6%a8%a1%e6%80%81%e4%ba%ba%e7%b1%bb%e5%8f%8d%e9%a6%88%e6%8f%90%e5%8d%87%e8%87%aa%e5%8a%a8%e9%a9%be%e9%a9%b6","status":"publish","type":"post","link":"http:\/\/222.128.65.89:18086\/index.php\/2025\/02\/20\/25307\/","title":{"rendered":"2025-02-20 LLM\u589e\u5f3a\u7684RLHF\u6846\u67b6\uff0c\u7528\u591a\u6a21\u6001\u4eba\u7c7b\u53cd\u9988\u63d0\u5347\u81ea\u52a8\u9a7e\u9a76\u5b89\u5168\u6027\uff01"},"content":{"rendered":"\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/24594360929\">https:\/\/zhuanlan.zhihu.com\/p\/24594360929<\/a><\/p>\n\n\n\n<p>\u5bfc\u8bfb<br>\u8fd9\u662f\u4e00\u7bc7\u53d1\u8868\u4e8e<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=253940915&amp;content_type=Article&amp;match_order=1&amp;q=UbiComp+2024&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">UbiComp 2024<\/a>\uff08CCFA\uff09\u7684\u8bba\u6587\uff0c\u63a2\u8ba8\u4e86\u5982\u4f55\u5c06\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=253940915&amp;content_type=Article&amp;match_order=1&amp;q=RLHF&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">RLHF<\/a>\uff09\u548c<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=253940915&amp;content_type=Article&amp;match_order=1&amp;q=%E5%A4%A7%E8%AF%AD%E8%A8%80%E6%A8%A1%E5%9E%8B&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">\u5927\u8bed\u8a00\u6a21\u578b<\/a>\uff08LLM\uff09\u7ed3\u5408\uff0c\u7528\u4e8e\u4f18\u5316\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u7684\u5b89\u5168\u6027\u3002<\/p>\n\n\n\n<p><em>\u8bba\u6587\u6807\u9898\uff1aOptimizing Autonomous Driving for Safety: A Human-Centric Approach with LLM-Enhanced RLHF<\/em><\/p>\n\n\n\n<p><em>\u8bba\u6587\u4f5c\u8005\uff1aYuan Sun, Navid Salami Pargoo\uff0cPeter Jin\uff0cJorge Ortiz<\/em><\/p>\n\n\n\n<p><em>\u8bba\u6587\u5730\u5740\uff1a<a href=\"https:\/\/link.zhihu.com\/?target=https%3A\/\/dl.acm.org\/doi\/abs\/10.1145\/3675094.3677588\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/dl.acm.org\/doi\/abs\/10.1145\/3675094.3677588<\/a><\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">01 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href=\"https:\/\/zhida.zhihu.com\/search?content_id=253940915&amp;content_type=Article&amp;match_order=1&amp;q=ASAP-RL&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">ASAP-RL<\/a><\/p>\n\n\n\n<p>\u8fd9\u6837\u7684\u9ad8\u6548\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u8be5\u7b97\u6cd5\u901a\u8fc7\u8fd0\u52a8\u6280\u80fd\u548c\u4e13\u5bb6\u5148\u9a8c\u77e5\u8bc6\u6765\u63d0\u9ad8\u5728\u5bc6\u96c6\u4ea4\u901a\u73af\u5883\u4e0b\u7684\u5b66\u4e60\u6548\u7387\u548c\u9a7e\u9a76\u6027\u80fd\u3002\u8fd8\u6709\u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u6df1\u5ea6Q\u7f51\u7edc\uff08DQN\uff09\u7684\u65b9\u6cd5\uff0c\u7528\u4e8e\u8bad\u7ec3\u6a21\u578b\u5e76\u9884\u6d4b\u6700\u4f18\u52a8\u4f5c\uff0c\u4ee5\u5b9e\u73b0\u53d8\u9053\u3001\u52a0\u901f\u548c\u5236\u52a8\u7b49\u51b3\u7b56\u3002<\/p>\n\n\n\n<p><strong>\u8fd1\u671f\u7814\u7a76\u8d8a\u6765\u8d8a\u591a\u5730\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u6574\u5408\u5230\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u4e2d\uff0c\u5229\u7528\u5176\u5728\u51b3\u7b56\u63a8\u7406\u548c\u4ea4\u4e92\u65b9\u9762\u7684\u80fd\u529b\u3002<\/strong>\u4f8b\u5982\uff0c\u4e00\u4e9b\u7814\u7a76\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u7528\u4e8e\u589e\u5f3a\u5e38\u8bc6\u63a8\u7406\u548c\u9ad8\u5c42\u51b3\u7b56\u5236\u5b9a\u3002\u53e6\u6709\u7814\u7a76\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u5e2e\u52a9\u81ea\u52a8\u9a7e\u9a76\u6a21\u578b\u6a21\u4eff\u4eba\u7c7b\u884c\u4e3a\uff0c\u4ece\u800c\u63d0\u5347\u7aef\u5230\u7aef\u9a7e\u9a76\u6027\u80fd\u3002\u6709\u7814\u7a76\u4f7f\u7528GPT\u4ee5\u95ee\u7b54\u65b9\u5f0f\u4ece\u7f8e\u56fd\u56fd\u5bb6\u516c\u8def\u4ea4\u901a\u5b89\u5168\u7ba1\u7406\u5c40\uff08NHTSA\uff09\u7684\u4e8b\u6545\u62a5\u544a\u4e2d\u63d0\u53d6\u5173\u952e\u4fe1\u606f\uff0c\u7528\u4e8e\u751f\u6210\u591a\u6837\u5316\u7684\u573a\u666f\u4ee3\u7801\u8fdb\u884c\u4eff\u771f\u548c\u6d4b\u8bd5\u3002\u8fd8\u6709\u7814\u7a76\u5c55\u793a\u4e86\u5982\u4f55\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u7528\u4f5c\u5f3a\u5927\u7684\u89e3\u91ca\u5668\uff0c\u5c06\u7528\u6237\u6587\u672c\u67e5\u8be2\u8f6c\u6362\u4e3a\u4ea4\u901a\u4eff\u771f\u573a\u666f\u4e2d\u7ed3\u6784\u5316\u7684\u8f66\u9053\u548c\u8f66\u8f86\u4f4d\u7f6e\u89c4\u8303\u3002<\/p>\n\n\n\n<p><strong>\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09\u662f\u5927\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u4e2d\u7684\u57fa\u7840\u7ec4\u4ef6\uff0c\u88ab\u8ba4\u4e3a\u662f\u73b0\u4ee3\u5927\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u6d41\u7a0b\u4e2d\u7684\u91cd\u8981\u73af\u8282\u3002<\/strong>RLHF\u7279\u522b\u9002\u5408\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u56e0\u4e3a\u5b83\u6d89\u53ca\u667a\u80fd\u4f53\u4ece\u4eba\u7c7b\u504f\u597d\u53cd\u9988\u4e2d\u5b66\u4e60\u3002\u8fd9\u79cd\u53cd\u9988\u88ab\u8ba4\u4e3a\u66f4\u7b26\u5408\u4eba\u7c7b\u76f4\u89c9\uff0c\u66f4\u597d\u5730\u4e0e\u4eba\u7c7b\u4ef7\u503c\u89c2\u4e00\u81f4\uff0c\u5e76\u4e14\u5728\u5404\u79cd\u5e94\u7528\u4e2d\u66f4\u5bb9\u6613\u83b7\u53d6\u3002\u5927\u591a\u6570\u5de5\u4f5c\u5c06RLHF\u5e94\u7528\u4e8e\u4f18\u5316\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u56e0\u4e3a\u4eba\u7c7b\u4f7f\u7528\u5927\u8bed\u8a00\u6a21\u578b\u7684\u573a\u666f\u66f4\u9002\u5408\u8ffd\u8e2a\u4eba\u7c7b\u504f\u597d\u3002\u8fd9\u79cd\u4e0e\u4eba\u7c7b\u4ef7\u503c\u89c2\u7684\u4e00\u81f4\u6027\u786e\u4fdd\u4e86\u6a21\u578b\u5728\u73b0\u5b9e\u5e94\u7528\u4e2d\u8868\u73b0\u5f97\u66f4\u52a0\u76f4\u89c2\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u5728\u81ea\u52a8\u9a7e\u9a76\u573a\u666f\u4e2d\uff0c\u8ba9\u4eba\u7c7b\u9010\u5e27\u63d0\u4f9b\u504f\u597d\u53cd\u9988\u662f\u4e0d\u5207\u5b9e\u9645\u7684\u3002\u56e0\u6b64\uff0cRLHF\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\u8f83\u5c11\u88ab\u4f7f\u7528\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">02 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class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic3.zhimg.com\/v2-d618e8a7dc4c5ad8c92de255ae77b4b2_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">\u25b2\u56fe1\uff5c \u7cfb\u7edf\u6846\u67b6\u00a9\ufe0f\u3010\u6df1\u84ddAI\u3011\u7f16\u8bd1<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/pic3.zhimg.com\/v2-6bbcb3f70bd021b2a836081f29b4ab1c_1440w.jpg\" alt=\"\"\/><figcaption class=\"wp-element-caption\">\u25b2\u56fe2\uff5c \u5b9e\u9a8c\u914d\u7f6e\u00a9\ufe0f\u3010\u6df1\u84ddAI\u3011\u7f16\u8bd1<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.1. \u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff08RLHF\uff09<\/strong><\/h3>\n\n\n\n<p>\u5728\u4f20\u7edf\u7684\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0c\u667a\u80fd\u4f53\u7684\u76ee\u6807\u662f\u5f00\u53d1\u4e00\u4e2a\u7b56\u7565\uff0c\u5373\u4e00\u4e2a\u6307\u5bfc\u5176\u884c\u4e3a\u7684\u51fd\u6570\u3002\u8fd9\u4e2a\u7b56\u7565\u9700\u8981\u901a\u8fc7\u4e00\u4e2a\u57fa\u4e8e\u667a\u80fd\u4f53\u5728\u7279\u5b9a\u4efb\u52a1\u4e2d\u8868\u73b0\u7684\u72ec\u7279\u5956\u52b1\u51fd\u6570\u6765\u4f18\u5316\u3002\u7136\u800c\uff0c\u5b9a\u4e49\u4e00\u4e2a\u80fd\u51c6\u786e\u53cd\u6620\u4eba\u7c7b\u504f\u597d\u7684\u5956\u52b1\u51fd\u6570\u5177\u6709\u6311\u6218\u6027\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c<strong>RLHF\u81f4\u529b\u4e8e\u76f4\u63a5\u4ece\u4eba\u7c7b\u53cd\u9988\u4e2d\u8bad\u7ec3&#8221;\u5956\u52b1\u6a21\u578b&#8221;<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e0d\u8fc7\uff0c\u5728\u6211\u4eec\u7684\u573a\u666f\u4e2d\uff0c\u5f88\u96be\u5728\u9010\u5e27\u57fa\u7840\u4e0a\u76f4\u63a5\u83b7\u5f97&#8221;\u504f\u597d&#8221;\u53cd\u9988\u3002\u4f8b\u5982\uff0c\u5f53\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u81ea\u52a8\u9a7e\u9a76\u6a21\u578b\u65f6\uff0c\u8f66\u8f86\u53ef\u80fd\u4ec5\u4ec5\u56e0\u4e3a\u907f\u514d\u78b0\u649e\u5c31\u7ed9\u81ea\u5df1\u4e00\u4e2a\u6b63\u9762\u8bc4\u5206\u3002\u7136\u800c\uff0c\u5982\u679c\u8f66\u8f86\u6267\u884c\u4e86\u4e00\u4e2a\u8ba9\u7528\u6237\u611f\u5230\u4e0d\u5b89\u7684\u5feb\u901f\u53d8\u9053\u52a8\u4f5c\uff0c\u8fd9\u79cd\u53cd\u9988\u5c31\u65e0\u6cd5\u53cd\u6620\u7528\u6237\u5bf9\u8212\u9002\u5ea6\u548c\u5b89\u5168\u6027\u7684\u504f\u597d\u3002\u540c\u6837\uff0c\u6fc0\u8fdb\u7684\u5239\u8f66\u3001\u7a81\u7136\u52a0\u901f\u6216\u672a\u80fd\u8ba9\u884c\u7ed9\u884c\u4eba\u7b49\u60c5\u51b5\u90fd\u53ef\u80fd\u5bfc\u81f4\u8d1f\u9762\u7684\u7528\u6237\u4f53\u9a8c\uff0c\u8fd9\u4e9b\u90fd\u662f\u81ea\u52a8\u9a7e\u9a76\u5f3a\u5316\u5b66\u4e60\u5faa\u73af\u4e2d\u7684\u91cd\u8981&#8221;\u504f\u597d&#8221;\u53c2\u8003\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.2. \u5927\u8bed\u8a00\u6a21\u578b\u5728\u81ea\u52a8\u9a7e\u9a76\u4e2d\u7684\u96c6\u6210<\/strong><\/h3>\n\n\n\n<p>\u5728\u672c\u7814\u7a76\u4e2d\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4e3b\u8981\u529f\u80fd\u5305\u62ec\uff1a\u5728\u4eff\u771f\u4e2d\u5145\u5f53\u667a\u80fd\u4f53\u3001\u4fc3\u8fdb\u4eba\u7c7b\u4e0e\u4eff\u771f\u7cfb\u7edf\u4e4b\u95f4\u7684\u4ea4\u4e92\uff0c\u4ee5\u53ca\u4f18\u5316\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u5faa\u73af\u3002<\/p>\n\n\n\n<p><strong>1\uff09\u4eff\u771f\u4e2d\u7684\u5927\u8bed\u8a00\u6a21\u578b\u667a\u80fd\u4f53\u3002<\/strong>\u5728\u8fd9\u90e8\u5206\uff0c\u4f5c\u8005\u5f3a\u8c03\u4e86\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u7684\u4e24\u4e2a\u5173\u952e\u7528\u4f8b\u3002\u9996\u5148\uff0c\u5f53\u6ca1\u6709\u4eba\u7c7b\u53c2\u4e0e\u65f6\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u667a\u80fd\u4f53\u53ef\u4ee5\u6a21\u4eff\u4eba\u7c7b\u884c\u4e3a\u6765\u4e0e\u8f66\u8f86\u667a\u80fd\u4f53\u4e92\u52a8\u3002\u5176\u6b21\uff0c\u5f53\u6709\u4eba\u7c7b\u53c2\u4e0e\u5faa\u73af\u65f6\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u667a\u80fd\u4f53\u53ef\u4ee5\u4f5c\u4e3a\u53e6\u4e00\u4e2a\u667a\u80fd\u4f53\uff08\u5982\u5176\u4ed6\u8f66\u8f86\u6216\u884c\u4eba\uff09\u6765\u589e\u52a0\u7cfb\u7edf\u7684\u590d\u6742\u6027\u3002\u4f8b\u5982\uff0c\u4eba\u7c7b\u7684\u53cd\u9988\u5728\u53ea\u6709\u4e00\u8f86\u8f66\u548c\u6709\u591a\u8f86\u8f66\u7684\u9053\u8def\u4e0a\u662f\u4e0d\u540c\u7684\u3002\u5728\u8fd9\u79cd\u590d\u6742\u573a\u666f\u4e2d\u7684\u53cd\u9988\u66f4\u80fd\u4ee3\u8868\u73b0\u5b9e\u751f\u6d3b\u4e2d\u7684\u60c5\u51b5\u3002<\/p>\n\n\n\n<p><strong>2\uff09\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4eba\u673a\u4ea4\u4e92\u589e\u5f3a\u3002<\/strong>\u5f53\u4eff\u771f\u7cfb\u7edf\u4e0e\u4eba\u7c7b\u667a\u80fd\u4f53\u4ea4\u4e92\u65f6\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u589e\u5f3a\u8fd9\u79cd\u4ea4\u4e92\u3002\u9996\u5148\uff0c\u5728\u5c06\u4ece\u4eba\u7c7b\u6536\u96c6\u7684\u6570\u636e\u53d1\u9001\u5230\u7cfb\u7edf\u65f6\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5e2e\u52a9\u89e3\u91ca\u8fd9\u4e9b\u6570\u636e\u3002\u4f8b\u5982\uff0c\u5982\u679c\u9a7e\u9a76\u5458\u6280\u672f\u719f\u7ec3\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u80fd\u4f1a\u8c03\u6574\u4eff\u771f\u5929\u6c14\u4e3a\u6709\u96fe\u72b6\u51b5\u3002\u76f8\u53cd\uff0c\u5982\u679c\u9a7e\u9a76\u5458\u7ecf\u9a8c\u8f83\u5c11\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5728\u8f66\u8f86\u667a\u80fd\u4f53\u5f00\u59cb\u8bad\u7ec3\u4e4b\u524d\u5e2e\u52a9\u7528\u6237\u9002\u5e94\u73af\u5883\u3002<\/p>\n\n\n\n<p><strong>3\uff09\u5927\u8bed\u8a00\u6a21\u578b\u589e\u5f3a\u7684RLHF\u3002<\/strong>\u5728RLHF\u5faa\u73af\u4e2d\uff0c&#8221;\u504f\u597d&#8221;\u5e76\u4e0d\u50cf\u662f\u7b80\u5355\u7684\u662f\u4e0e\u5426\u7684\u7b54\u6848\u3002\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5c06\u7269\u7406\u548c\u751f\u7406\u6570\u636e\u8f6c\u6362\u4e3a\u504f\u597d\u683c\u5f0f\uff0c\u7136\u540e\u5c06\u5176\u6574\u5408\u5230\u76ee\u6807\u51fd\u6570\u4e2d\u3002\u4f8b\u5982\uff0c\u5982\u679c\u9a7e\u9a76\u5458\u5728\u7279\u5b9a\u52a8\u4f5c\u671f\u95f4\u5fc3\u7387\u663e\u8457\u589e\u52a0\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5c06\u8fd9\u79cd\u751f\u7406\u53cd\u5e94\u89e3\u91ca\u4e3a\u5bf9\u8be5\u52a8\u4f5c\u7684\u8d1f\u9762\u504f\u597d\u3002\u540c\u6837\uff0c\u5982\u679c\u4f20\u611f\u5668\u6570\u636e\u663e\u793a\u8f66\u8f86\u64cd\u63a7\u5e73\u7a33\u81ea\u4fe1\uff0c\u8fd9\u53ef\u4ee5\u88ab\u8f6c\u6362\u4e3a\u6b63\u9762\u504f\u597d\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">03 \u5b9e\u9a8c\u786c\u4ef6\u8bbe\u7f6e<\/h2>\n\n\n\n<p>\u5728\u8fd9\u4e2a\u591a\u667a\u80fd\u4f53\u5927\u8bed\u8a00\u6a21\u578b\u589e\u5f3aRLHF\u7cfb\u7edf\u4e2d\uff0c\u4f7f\u7528\u7684\u4f20\u611f\u5668\u53ef\u4ee5\u5206\u4e3a\u4e24\u5927\u7c7b\uff1a<strong>\u8f66\u8f86\u4f20\u611f\u5668\u548c\u751f\u7406\u4f20\u611f\u5668\u3002<\/strong><\/p>\n\n\n\n<p>\u8f66\u8f86\u4f20\u611f\u5668\u4e3b\u8981\u6765\u81ea<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=253940915&amp;content_type=Article&amp;match_order=1&amp;q=CARLA%E6%A8%A1%E6%8B%9F%E5%99%A8&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">CARLA\u6a21\u62df\u5668<\/a><\/p>\n\n\n\n<p>\u548c\u7f57\u6280\u786c\u4ef6\uff0c\u5305\u62ec\u52a0\u901f\u5ea6\u3001\u65cb\u8f6c\uff08\u9640\u87ba\u4eea\uff09\u3001\u901f\u5ea6\u3001\u5236\u52a8\u3001\u8f6c\u5411\u3001\u6cb9\u95e8\u548c\u5012\u8f66\u7b49\u6570\u636e\uff0c\u91c7\u6837\u9891\u7387\u7ea6\u4e3a60\u8d6b\u5179\u3002\u8fd9\u4e9b\u4f20\u611f\u5668\u8d1f\u8d23\u6355\u83b7\u81ea\u52a8\u9a7e\u9a76\u8f66\u8f86\u7684\u52a8\u6001\u72b6\u6001\u548c\u63a7\u5236\u8f93\u5165\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u751f\u7406\u4f20\u611f\u5668\u7531<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=253940915&amp;content_type=Article&amp;match_order=1&amp;q=Empatica&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer noopener\">Empatica<\/a><\/p>\n\n\n\n<p>\u63d0\u4f9b\uff0c\u7528\u4e8e\u6d4b\u91cf\u591a\u79cd\u751f\u7406\u4fe1\u53f7\uff0c\u5177\u4f53\u5305\u62ec\uff1a\u8840\u5bb9\u91cf\u8109\u640f\u3001\u5fc3\u7387\u3001\u5fc3\u8df3\u95f4\u9694\u3001\u76ae\u7535\u6d3b\u52a8\u3001\u624b\u8155\u52a0\u901f\u5ea6\u4ee5\u53ca\u4f53\u6e29\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u5728\u89c6\u7ebf\u8ffd\u8e2a\u65b9\u9762\uff0c\u7cfb\u7edf\u91c7\u7528\u4e86<a href=\"https:\/\/zhida.zhihu.com\/search?content_id=253940915&amp;content_type=Article&amp;match_order=1&amp;q=Adhawk%E4%BC%A0%E6%84%9F%E5%99%A8&amp;zhida_source=entity\" target=\"_blank\" rel=\"noreferrer 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class=\"wp-block-heading\">04 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