{"id":36699,"date":"2025-01-16T20:00:17","date_gmt":"2025-01-16T12:00:17","guid":{"rendered":"https:\/\/17aitech.com\/?p=36699"},"modified":"2025-01-16T20:00:17","modified_gmt":"2025-01-16T12:00:17","slug":"%e7%8e%87%e5%85%88%e8%a7%a3%e5%86%b3%e5%a4%9a%e7%b1%bb%e6%95%b0%e6%8d%ae%e5%90%8c%e6%97%b6%e5%8f%97%e6%8d%9f%ef%bc%8c%e4%b8%ad%e7%a7%91%e5%a4%a7mira%e5%9b%a2%e9%98%9ftracer%e5%85%a5%e9%80%89neurips-20","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36699","title":{"rendered":"\u7387\u5148\u89e3\u51b3\u591a\u7c7b\u6570\u636e\u540c\u65f6\u53d7\u635f\uff0c\u4e2d\u79d1\u5927MIRA\u56e2\u961fTRACER\u5165\u9009NeurIPS 2024\uff1a\u5f3a\u9c81\u68d2\u6027\u7684\u79bb\u7ebf\u53d8\u5206\u8d1d\u53f6\u65af\u5f3a\u5316\u5b66\u4e60"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-16-5\" target=\"_blank\">\u7387\u5148\u89e3\u51b3\u591a\u7c7b\u6570\u636e\u540c\u65f6\u53d7\u635f\uff0c\u4e2d\u79d1\u5927MIRA\u56e2\u961fTRACER\u5165\u9009NeurIPS 2024\uff1a\u5f3a\u9c81\u68d2\u6027\u7684\u79bb\u7ebf\u53d8\u5206\u8d1d\u53f6\u65af\u5f3a\u5316\u5b66\u4e60<\/a><\/p>\n<p><strong>\u672c\u8bba\u6587\u4f5c\u8005\u6768\u777f\u662f\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66 2019 \u7ea7\u7855\u535a\u8fde\u8bfb\u751f\uff0c\u5e08\u4ece\u738b\u6770\u6559\u6388\u3001\u674e\u658c\u6559\u6388\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u4e3a\u5f3a\u5316\u5b66\u4e60\u3001\u81ea\u52a8\u9a7e\u9a76\u7b49\u3002\u4ed6\u66fe\u4ee5\u7b2c\u4e00\u4f5c\u8005\u5728 NeurIPS\u3001KDD \u7b49\u9876\u7ea7\u671f\u520a\u4e0e\u4f1a\u8bae\u4e0a\u53d1\u8868\u8bba\u6587\u4e24\u7bc7\uff0c\u66fe\u83b7\u6ef4\u6ef4\u7cbe\u82f1\u5b9e\u4e60\u751f\uff0816\/1000+\uff09\u3002<\/strong><\/p>\n<p>\u8fd1\u65e5\uff0c\u4e2d\u79d1\u5927\u738b\u6770\u6559\u6388\u56e2\u961f (MIRA Lab) \u9488\u5bf9\u79bb\u7ebf\u5f3a\u5316\u5b66\u4e60\u6570\u636e\u96c6\u5b58\u5728\u591a\u7c7b\u6570\u636e\u635f\u574f\u8fd9\u4e00\u590d\u6742\u7684\u5b9e\u9645\u95ee\u9898\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u9c81\u68d2\u7684\u53d8\u5206\u8d1d\u53f6\u65af\u63a8\u65ad\u65b9\u6cd5\uff0c\u6709\u6548\u5730\u63d0\u5347\u4e86\u667a\u80fd\u51b3\u7b56\u6a21\u578b\u7684\u9c81\u68d2\u6027\uff0c\u4e3a\u673a\u5668\u4eba\u63a7\u5236\u3001\u81ea\u52a8\u9a7e\u9a76\u7b49\u9886\u57df\u7684\u9c81\u68d2\u5b66\u4e60\u5960\u5b9a\u4e86\u91cd\u8981\u57fa\u7840\u3002\u8bba\u6587\u53d1\u8868\u5728 CCF-A \u7c7b\u4eba\u5de5\u667a\u80fd\u9876\u7ea7\u4f1a\u8bae Neural Information Processing Systems\uff08NeurIPS 2024\uff09\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-62324f938a402b59e3090d1d311a2745.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-62324f938a402b59e3090d1d311a2745.png\"><\/a><\/p>\n<ul>\n<li>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2411.00465<\/li>\n<li>\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/MIRALab-USTC\/RL-TRACER<\/li>\n<\/ul>\n<p><strong>\u5f15\u8a00<\/strong><\/p>\n<p>\u5728\u673a\u5668\u4eba\u63a7\u5236\u9886\u57df\uff0c\u79bb\u7ebf\u5f3a\u5316\u5b66\u4e60\u6b63\u9010\u6e10\u6210\u4e3a\u63d0\u5347\u667a\u80fd\u4f53\u51b3\u7b56\u548c\u63a7\u5236\u80fd\u529b\u7684\u5173\u952e\u6280\u672f\u3002\u7136\u800c\uff0c\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u79bb\u7ebf\u6570\u636e\u96c6\u5e38\u5e38\u7531\u4e8e\u4f20\u611f\u5668\u6545\u969c\u3001\u6076\u610f\u653b\u51fb\u7b49\u539f\u56e0\u800c\u906d\u53d7\u4e0d\u540c\u7a0b\u5ea6\u7684\u635f\u574f\u3002\u8fd9\u4e9b\u635f\u574f\u53ef\u80fd\u8868\u73b0\u4e3a\u968f\u673a\u566a\u58f0\u3001\u5bf9\u6297\u653b\u51fb\u6216\u5176\u4ed6\u5f62\u5f0f\u7684\u6570\u636e\u6270\u52a8\uff0c\u5f71\u54cd\u6570\u636e\u96c6\u4e2d\u7684\u72b6\u6001\u3001\u52a8\u4f5c\u3001\u5956\u52b1\u548c\u8f6c\u79fb\u52a8\u6001\u7b49\u5173\u952e\u5143\u7d20\u3002\u7ecf\u5178\u79bb\u7ebf\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u5f80\u5f80\u5047\u8bbe\u6570\u636e\u96c6\u662f\u5e72\u51c0\u3001\u5b8c\u597d\u65e0\u635f\u7684\uff0c\u56e0\u6b64\u5728\u9762\u5bf9\u6570\u636e\u635f\u574f\u65f6\uff0c\u673a\u5668\u5b66\u4e60\u5230\u7684\u7b56\u7565\u901a\u5e38\u8d8b\u5411\u4e8e\u635f\u574f\u6570\u636e\u4e2d\u7684\u7b56\u7565\uff0c\u8fdb\u800c\u5bfc\u81f4\u673a\u5668\u5728\u5e72\u51c0\u73af\u5883\u4e0b\u7684\u90e8\u7f72\u65f6\u6027\u80fd\u663e\u8457\u4e0b\u964d\u3002<\/p>\n<p>\u5c3d\u7ba1\u7814\u7a76\u8005\u5728\u9c81\u68d2\u79bb\u7ebf\u5f3a\u5316\u5b66\u4e60\u9886\u57df\u5df2\u7ecf\u53d6\u5f97\u4e86\u4e00\u4e9b\u8fdb\u5c55\uff0c\u5982\u4e00\u4e9b\u65b9\u6cd5\u5c1d\u8bd5\u901a\u8fc7\u589e\u5f3a\u6d4b\u8bd5\u671f\u95f4\u7684\u9c81\u68d2\u6027\u6765\u7f13\u89e3\u566a\u58f0\u6216\u5bf9\u6297\u653b\u51fb\u7684\u5f71\u54cd\uff0c\u4f46\u5b83\u4eec\u5927\u591a\u5728\u5e72\u51c0\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u667a\u80fd\u4f53\u6a21\u578b\uff0c\u4ee5\u9632\u5fa1\u6d4b\u8bd5\u73af\u5883\u4e2d\u53ef\u80fd\u51fa\u73b0\u7684\u566a\u58f0\u548c\u653b\u51fb\uff0c\u7f3a\u4e4f\u5bf9\u8bad\u7ec3\u7528\u79bb\u7ebf\u6570\u636e\u96c6\u5b58\u5728\u635f\u574f\u7684\u5e94\u5bf9\u65b9\u6848\u3002\u800c\u9488\u5bf9\u79bb\u7ebf\u6570\u636e\u635f\u574f\u7684\u9c81\u68d2\u5f3a\u5316\u5b66\u4e60\u65b9\u6cd5\u5219\u53ea\u5173\u6ce8\u67d0\u4e00\u7279\u5b9a\u7c7b\u522b\u7684\u6570\u636e\u5b58\u5728\u635f\u574f\uff0c\u5982\u72b6\u6001\u6570\u636e\u3001\u6216\u8f6c\u79fb\u52a8\u6001\u6570\u636e\u5b58\u5728\u90e8\u5206\u635f\u574f\uff0c\u4ed6\u4eec\u65e0\u6cd5\u6709\u6548\u5e94\u5bf9\u6570\u636e\u96c6\u4e2d\u591a\u4e2a\u5143\u7d20\u540c\u65f6\u53d7\u635f\u7684\u590d\u6742\u60c5\u51b5\u3002<\/p>\n<p>\u4e3a\u4e86\u9488\u5bf9\u6027\u5730\u89e3\u51b3\u8fd9\u4e9b\u73b0\u6709\u7b97\u6cd5\u7684\u5c40\u9650\u6027\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u9c81\u68d2\u7684\u53d8\u5206\u8d1d\u53f6\u65af\u63a8\u65ad\u65b9\u6cd5\uff08TRACER\uff09\uff0c\u6709\u6548\u5730\u589e\u5f3a\u4e86\u79bb\u7ebf\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u5728\u9762\u4e34\u5404\u7c7b\u6570\u636e\u635f\u574f\u65f6\u7684\u9c81\u68d2\u6027\u3002TRACER \u7684\u4f18\u52bf\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n<p>1. \u636e\u6211\u4eec\u6240\u77e5\uff0cTRACER \u9996\u6b21\u5c06\u8d1d\u53f6\u65af\u63a8\u65ad\u5f15\u5165\u5230\u6297\u635f\u574f\u7684\u79bb\u7ebf\u5f3a\u5316\u5b66\u4e60\u4e2d\u3002\u901a\u8fc7\u5c06\u6240\u6709\u79bb\u7ebf\u6570\u636e\u4f5c\u4e3a\u89c2\u6d4b\u503c\uff0cTRACER \u6355\u6349\u4e86\u7531\u5404\u7c7b\u635f\u574f\u6570\u636e\u6240\u5bfc\u81f4\u7684\u52a8\u4f5c\u4ef7\u503c\u51fd\u6570\u4e2d\u7684\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n<p>2. \u901a\u8fc7\u5f15\u5165\u57fa\u4e8e\u71b5\u7684\u4e0d\u786e\u5b9a\u6027\u5ea6\u91cf\uff0cTRACER \u80fd\u591f\u533a\u5206\u635f\u574f\u6570\u636e\u548c\u5e72\u51c0\u6570\u636e\uff0c\u4ece\u800c\u8c03\u63a7\u5e76\u51cf\u5f31\u635f\u574f\u6570\u636e\u5bf9\u667a\u80fd\u4f53\u6a21\u578b\u8bad\u7ec3\u7684\u5f71\u54cd\uff0c\u4ee5\u589e\u5f3a\u9c81\u68d2\u6027\u3002<\/p>\n<p>3. \u6211\u4eec\u5728\u673a\u5668\u4eba\u63a7\u5236\uff08MuJoCo\uff09\u548c\u81ea\u52a8\u9a7e\u9a76\uff08CARLA\uff09\u4eff\u771f\u73af\u5883\u4e2d\u8fdb\u884c\u4e86\u7cfb\u7edf\u6027\u5730\u6d4b\u8bd5\uff0c\u9a8c\u8bc1\u4e86 TRACER \u5728\u5404\u7c7b\u79bb\u7ebf\u6570\u636e\u635f\u574f\u3001\u5355\u7c7b\u79bb\u7ebf\u6570\u636e\u635f\u574f\u7684\u573a\u666f\u4e2d\u5747\u663e\u8457\u63d0\u5347\u4e86\u667a\u80fd\u4f53\u7684\u9c81\u68d2\u6027\uff0c\u8d85\u51fa\u4e86\u591a\u4e2a\u73b0\u6709\u7684 SOTA \u65b9\u6cd5\u3002<\/p>\n<p><strong>1. \u65b9\u6cd5\u4ecb\u7ecd<\/strong><\/p>\n<p><strong>1.1 \u52a8\u673a<\/strong><\/p>\n<p>\u8003\u8651\u5230\uff081\uff09\u591a\u79cd\u7c7b\u578b\u7684\u635f\u6bc1\u4f1a\u5411\u6570\u636e\u96c6\u7684\u6240\u6709\u5143\u7d20\u5f15\u5165\u8f83\u9ad8\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\uff082\uff09\u6bcf\u4e2a\u5143\u7d20\u4e0e\u7d2f\u79ef\u5956\u52b1\uff08\u5373\u52a8\u4f5c\u503c\u3001Q \u503c\uff09\u4e4b\u95f4\u5b58\u5728\u660e\u786e\u7684\u76f8\u5173\u6027\u5173\u7cfb\uff08\u89c1\u56fe 1 \u4e2d\u7684\u865a\u7ebf\uff09\uff0c\u56e0\u6b64\u4f7f\u7528\u591a\u79cd\u53d7\u635f\u6570\u636e\u4f30\u8ba1\u7d2f\u79ef\u5956\u52b1\u51fd\u6570\uff08\u5373\u52a8\u4f5c\u503c\u51fd\u6570\uff09\u4f1a\u5f15\u5165\u5f88\u9ad8\u7684\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-07c0427573539010865c1e2362435307.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-07c0427573539010865c1e2362435307.png\"><\/a><\/p>\n<p><em>\u56fe 1. \u51b3\u7b56\u8fc7\u7a0b\u7684\u6982\u7387\u56fe\u6a21\u578b\u3002\u5b9e\u7ebf\u8fde\u63a5\u7684\u8282\u70b9\u8868\u793a\u6570\u636e\u96c6\u4e2d\u7684\u6570\u636e\uff0c\u800c\u865a\u7ebf\u8fde\u63a5\u7684 Q \u503c\uff08\u5373\u52a8\u4f5c\u503c\u3001\u7d2f\u79ef\u56de\u62a5\uff09\u4e0d\u5c5e\u4e8e\u6570\u636e\u96c6\u3002<\/em><\/p>\n<p>\u4e3a\u4e86\u5904\u7406\u8fd9\u7c7b\u7531\u591a\u79cd\u6570\u636e\u635f\u6bc1\uff08\u5373\u72b6\u6001\u3001\u52a8\u4f5c\u3001\u5956\u52b1\u3001\u72b6\u6001\u8f6c\u79fb\u6570\u636e\u53d7\u635f\uff09\u5bfc\u81f4\u7684\u9ad8\u4e0d\u786e\u5b9a\u6027\u95ee\u9898\uff0c\u57fa\u4e8e\u56fe 2 \u6240\u793a\u7684\u6982\u7387\u56fe\u6a21\u578b\uff0c\u6211\u4eec\u63d0\u51fa\u5229\u7528\u6570\u636e\u96c6\u4e2d\u7684\u6240\u6709\u5143\u7d20\u4f5c\u4e3a\u89c2\u6d4b\u6570\u636e\u3002\u6211\u4eec\u65e8\u5728\u5229\u7528\u8fd9\u4e9b\u89c2\u6d4b\u6570\u636e\u4e0e\u7d2f\u79ef\u5956\u52b1\u4e4b\u95f4\u7684\u9ad8\u5ea6\u76f8\u5173\u6027\uff0c\u6765\u51c6\u786e\u5730\u8bc6\u522b\u52a8\u4f5c\u503c\u51fd\u6570\u7684\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n<p><strong>1.2 \u57fa\u4e8e\u53d7\u635f\u6570\u636e\u7684\u8d1d\u53f6\u65af\u63a8\u65ad<\/strong><\/p>\n<p>\u6211\u4eec\u63d0\u51fa\u4f7f\u7528\u79bb\u7ebf\u6570\u636e\u96c6\u7684\u6240\u6709\u5143\u7d20\u4f5c\u4e3a\u89c2\u6d4b\u503c\uff0c\u5229\u7528\u6570\u636e\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u540c\u65f6\u89e3\u51b3\u4e0d\u786e\u5b9a\u6027\u95ee\u9898\u3002\u5177\u4f53\u5730\uff0c\u57fa\u4e8e\u79bb\u7ebf\u6570\u636e\u96c6\u4e2d\u52a8\u4f5c\u4ef7\u503c\u4e0e\u56db\u4e2a\u5143\u7d20\uff08\u5373\u72b6\u6001\u3001\u52a8\u4f5c\u3001\u5956\u52b1\u3001\u4e0b\u4e00\u72b6\u6001\uff09\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u6211\u4eec\u5206\u522b\u4f7f\u7528\u5404\u4e2a\u5143\u7d20\u4f5c\u4e3a\u89c2\u6d4b\u6570\u636e\uff0c\u901a\u8fc7\u5f15\u5165\u53d8\u5206\u8d1d\u53f6\u65af\u63a8\u7406\u6846\u67b6\uff0c\u6211\u4eec\u6700\u5927\u5316\u52a8\u4f5c\u503c\u51fd\u6570\u7684\u540e\u9a8c\u5206\u5e03\uff0c\u4ece\u800c\u63a8\u5bfc\u51fa\u5404\u4e2a\u5143\u7d20\u5bf9\u5e94\u7684\u57fa\u4e8e\u6700\u5927\u5316\u8bc1\u636e\u4e0b\u754c (ELBO) \u7684\u635f\u5931\u51fd\u6570\u3002\u57fa\u4e8e\u5bf9\u52a8\u4f5c\u4ef7\u503c\u51fd\u6570\u7684\u540e\u9a8c\u5206\u5e03\u7684\u62df\u5408\uff0c\u6211\u4eec\u80fd\u6709\u6548\u5730\u5c06\u6570\u636e\u635f\u574f\u5efa\u6a21\u4e3a\u52a8\u4f5c\u503c\u51fd\u6570\u4e2d\u7684\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n<p><strong>1.3 \u57fa\u4e8e\u71b5\u7684\u4e0d\u786e\u5b9a\u6027\u5ea6\u91cf<\/strong><\/p>\n<p>\u4e3a\u4e86\u8fdb\u4e00\u6b65\u5e94\u5bf9\u5404\u7c7b\u6570\u636e\u635f\u574f\u5e26\u6765\u7684\u6311\u6218\uff0c\u6211\u4eec\u601d\u8003\u5982\u4f55\u5229\u7528\u4e0d\u786e\u5b9a\u6027\u8fdb\u4e00\u6b65\u589e\u5f3a\u9c81\u68d2\u6027\u3002\u9274\u4e8e\u6211\u4eec\u7684\u76ee\u6807\u662f\u63d0\u9ad8\u5728\u5e72\u51c0\u73af\u5883\u4e2d\u7684\u667a\u80fd\u4f53\u6027\u80fd\uff0c\u6211\u4eec\u63d0\u51fa\u51cf\u5c11\u635f\u574f\u6570\u636e\u7684\u5f71\u54cd\uff0c\u91cd\u70b9\u662f\u4f7f\u7528\u5e72\u51c0\u6570\u636e\u6765\u8bad\u7ec3\u667a\u80fd\u4f53\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u4e2a\u4e24\u6b65\u8ba1\u5212\uff1a\uff081\uff09\u533a\u5206\u635f\u574f\u6570\u636e\u548c\u5e72\u51c0\u6570\u636e\uff1b\uff082\uff09\u8c03\u63a7\u4e0e\u635f\u574f\u6570\u636e\u76f8\u5173\u7684\u635f\u5931\uff0c\u51cf\u5c11\u5176\u5f71\u54cd\uff0c\u4ece\u800c\u63d0\u5347\u5728\u5e72\u51c0\u73af\u5883\u4e2d\u7684\u8868\u73b0\u3002<\/p>\n<p>\u5bf9\u4e8e\uff081\uff09\uff0c\u7531\u4e8e\u635f\u574f\u6570\u636e\u901a\u5e38\u4f1a\u9020\u6210\u6bd4\u5e72\u51c0\u6570\u636e\u66f4\u9ad8\u7684\u4e0d\u786e\u5b9a\u6027\u548c\u52a8\u4f5c\u4ef7\u503c\u5206\u5e03\u71b5\uff0c\u56e0\u6b64\u6211\u4eec\u63d0\u51fa\u901a\u8fc7\u4f30\u8ba1\u52a8\u4f5c\u503c\u5206\u5e03\u7684\u71b5\uff0c\u6765\u91cf\u5316\u635f\u574f\u6570\u636e\u548c\u5e72\u51c0\u6570\u636e\u5f15\u5165\u7684\u4e0d\u786e\u5b9a\u6027\u3002<\/p>\n<p>\u5bf9\u4e8e (2)\uff0c\u6211\u4eec\u4f7f\u7528\u5206\u5e03\u71b5\u6307\u6570\u7684\u5012\u6570\u6765\u52a0\u6743\u6211\u4eec\u63d0\u51fa\u7684 ELBO \u635f\u5931\u51fd\u6570\u3002\u56e0\u6b64\uff0c\u5728\u5b66\u4e60\u8fc7\u7a0b\u4e2d\uff0cTRACER \u80fd\u591f\u901a\u8fc7\u8c03\u63a7\u4e0e\u635f\u574f\u6570\u636e\u76f8\u5173\u7684\u635f\u5931\u6765\u51cf\u5f31\u5176\u5f71\u54cd\uff0c\u5e76\u540c\u65f6\u4e13\u6ce8\u4e8e\u6700\u5c0f\u5316\u4e0e\u5e72\u51c0\u6570\u636e\u76f8\u5173\u7684\u635f\u5931\uff0c\u4ee5\u589e\u5f3a\u5728\u5e72\u51c0\u73af\u5883\u4e2d\u7684\u9c81\u68d2\u6027\u548c\u6027\u80fd\u3002<\/p>\n<p><strong>1.4 \u7b97\u6cd5\u67b6\u6784<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c14cf54d205b8df0b315477ace35e813.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c14cf54d205b8df0b315477ace35e813.png\"><\/a><\/p>\n<p><em>\u56fe 2. TRACER \u7b97\u6cd5\u6846\u67b6\u56fe\u3002<\/em><\/p>\n<p><strong>2. \u5b9e\u9a8c\u4ecb\u7ecd<\/strong><\/p>\n<p>\u4e3a\u4e86\u6a21\u62df\u6570\u636e\u53d7\u635f\u7684\u60c5\u5f62\uff0c\u6211\u4eec\u5bf9\u6570\u636e\u96c6\u7684\u90e8\u5206\u6570\u636e\u52a0\u5165\u968f\u673a\u566a\u58f0\u6216\u5bf9\u6297\u653b\u51fb\u6765\u6784\u5efa\u635f\u574f\u6570\u636e\u3002\u5728\u6211\u4eec\u7684\u5b9e\u9a8c\u4e2d\uff0c\u6211\u4eec\u5bf9\u00a030% \u7684\u5355\u7c7b\u6570\u636e\u8fdb\u884c\u635f\u574f\u3002\u56e0\u6b64\uff0c\u5728\u6240\u6709\u7c7b\u578b\u7684\u6570\u636e\u90fd\u6709\u635f\u574f\u65f6\uff0c\u6574\u4e2a\u79bb\u7ebf\u6570\u636e\u96c6\u4e2d\uff0c\u635f\u574f\u6570\u636e\u5360\u7ea6<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b4663294edfe1024d58f5b3f2addf63b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b4663294edfe1024d58f5b3f2addf63b.png\"><\/a>\u7684\u89c4\u6a21\u3002<\/p>\n<p><strong>\u5404\u7c7b\u6570\u636e\u5747\u53d7\u635f<\/strong><\/p>\n<p>\u6240\u6709\u7c7b\u578b\u6570\u636e\u5143\u7d20\u5747\u5b58\u5728\u635f\u574f\u7684\u90e8\u5206\u5b9e\u9a8c\u7ed3\u679c\u89c1\u8868 1\uff0cTRACER \u5728\u6240\u6709\u63a7\u5236\u73af\u5883\u4e2d\u5747\u83b7\u5f97\u4e86\u8f83\u4e3a\u660e\u663e\u7684\u6027\u80fd\u63d0\u5347\uff0c\u63d0\u5347\u5e45\u5ea6\u8fbe + 21.1%\uff0c\u8fd9\u4e00\u7ed3\u679c\u5c55\u73b0\u4e86 TRACER \u5bf9\u5927\u89c4\u6a21\u3001\u5404\u7c7b\u6570\u636e\u635f\u574f\u7684\u5f3a\u9c81\u68d2\u6027\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-65614794b45dae03e8b6af4cee77d7ae.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-65614794b45dae03e8b6af4cee77d7ae.png\"><\/a><\/p>\n<p><em>\u8868 1. \u79bb\u7ebf\u6570\u636e\u96c6\u7684\u6240\u6709\u7c7b\u578b\u5143\u7d20\u5747\u5b58\u5728\u968f\u673a\u635f\u574f\uff08random\uff09\u6216\u5bf9\u6297\u635f\u574f\uff08advers\uff09\u65f6\uff0c\u6211\u4eec\u7684\u65b9\u6cd5 TRACER \u5728\u6240\u6709\u73af\u5883\u4e2d\u90fd\u83b7\u5f97\u4e86\u6700\u9ad8\u7684\u5e73\u5747\u5f97\u5206\u3002<\/em><\/p>\n<p><strong>\u5355\u7c7b\u6570\u636e\u53d7\u635f<\/strong><\/p>\n<p>\u5355\u79cd\u7c7b\u578b\u6570\u636e\u5143\u7d20\u5b58\u5728\u635f\u574f\u7684\u90e8\u5206\u5b9e\u9a8c\u7ed3\u679c\u89c1\u8868 2 \u548c\u8868 3\u3002\u5728\u5355\u7c7b\u6570\u636e\u635f\u574f\u4e2d\uff0cTRACER \u4e8e 24 \u4e2a\u5b9e\u9a8c\u8bbe\u7f6e\u91cc\u5b9e\u73b0 16 \u7ec4\u6700\u4f18\u6027\u80fd\uff0c\u53ef\u89c1 TRACER 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-95bbb96c8aea2c9da1dc0723c2e940b0.png\"><\/a><\/p>\n<p><em>\u8868 3. \u5355\u7c7b\u5143\u7d20\u5b58\u5728\u5bf9\u6297\u635f\u574f\u65f6\uff0c\u6211\u4eec\u7684\u65b9\u6cd5 TRACER \u5728 8 \u4e2a\u5b9e\u9a8c\u8bbe\u7f6e\u4e2d\u83b7\u5f97\u4e86\u6700\u9ad8\u7684\u5e73\u5747\u5f97\u5206\u3002<\/em><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-16-5\" target=\"_blank\">\u7387\u5148\u89e3\u51b3\u591a\u7c7b\u6570\u636e\u540c\u65f6\u53d7\u635f\uff0c\u4e2d\u79d1\u5927MIRA\u56e2\u961fTRACER\u5165\u9009NeurIPS 2024\uff1a\u5f3a\u9c81\u68d2\u6027\u7684\u79bb\u7ebf\u53d8\u5206\u8d1d\u53f6\u65af\u5f3a\u5316\u5b66\u4e60<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u7387\u5148\u89e3\u51b3\u591a\u7c7b\u6570\u636e\u540c\u65f6\u53d7 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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