{"id":37267,"date":"2025-01-25T05:00:19","date_gmt":"2025-01-24T21:00:19","guid":{"rendered":"https:\/\/17aitech.com\/?p=37267"},"modified":"2025-01-25T05:00:19","modified_gmt":"2025-01-24T21:00:19","slug":"%e4%b8%8e1500%e5%a4%9a%e6%94%af%e5%9b%bd%e5%86%85%e5%a4%96%e9%98%9f%e4%bc%8d%e5%90%8c%e5%8f%b0%e7%ab%9e%e6%8a%80%ef%bc%8c%e5%bf%ab%e6%89%8b%e5%9c%a8neurips-2024%e9%a1%b6%e7%ba%a7%e5%a4%a7%e8%b5%9b","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37267","title":{"rendered":"\u4e0e1500\u591a\u652f\u56fd\u5185\u5916\u961f\u4f0d\u540c\u53f0\u7ade\u6280\uff0c\u5feb\u624b\u5728NeurIPS 2024\u9876\u7ea7\u5927\u8d5b\u4e2d\u4e0a\u6f14\u53cc\u6740"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-16-10\" target=\"_blank\">\u4e0e1500\u591a\u652f\u56fd\u5185\u5916\u961f\u4f0d\u540c\u53f0\u7ade\u6280\uff0c\u5feb\u624b\u5728NeurIPS 2024\u9876\u7ea7\u5927\u8d5b\u4e2d\u4e0a\u6f14\u53cc\u6740<\/a><\/p>\n<p>\u8fd9\u51e0\u5929\uff0c\u5b66\u672f\u5708\u7684\u5c0f\u4f19\u4f34\u80af\u5b9a\u90fd\u5f88\u5173\u6ce8\u6b63\u5728\u52a0\u62ff\u5927\u6e29\u54e5\u534e\u4e3e\u529e\u7684\u673a\u5668\u5b66\u4e60\u9876\u4f1a\u2014\u2014NeurIPS 2024\u3002\u672c\u5c4a\u4f1a\u8bae\u4e8e\u4eca\u65e5\u843d\u4e0b\u5e37\u5e55\uff0c\u5171\u63a5\u6536 15671 \u7bc7\u6709\u6548\u8bba\u6587\u6295\u7a3f\uff0c\u6bd4\u53bb\u5e74\u589e\u957f\u4e86 27%\uff0c\u6700\u7ec8\u63a5\u6536\u7387\u4e3a 25.8%\u3002<\/p>\n<p>\u672c\u5c4a\u4f1a\u8bae\u4e0a\u540c\u6837\u503c\u5f97\u5173\u6ce8\u7684\uff0c\u8fd8\u6709\u4e00\u9879\u91cd\u8981\u7684\u8d5b\u4e8b\uff0c\u5b83\u5c31\u662f<strong>\u300cNeurIPS 2024 Auto-Bidding in Large-Scale Auctions\u300d\uff08\u5927\u89c4\u6a21\u62cd\u5356\u4e2d\u7684\u81ea\u52a8\u51fa\u4ef7\uff09<\/strong>\uff0c\u65e8\u5728\u63a2\u7d22\u5f53\u524d\u706b\u70ed\u7684\u5f3a\u5316\u5b66\u4e60\u3001\u751f\u6210\u6a21\u578b\u3001Agent \u7b49\u524d\u6cbf AI \u6280\u672f\u5728\u5e7f\u544a\u6295\u653e\u4ee5\u53ca\u51b3\u7b56\u667a\u80fd\u573a\u666f\u7684\u5e94\u7528\u3002<\/p>\n<p>\u8be5\u8d5b\u4e8b\u4e0d\u4ec5\u662f\u4e1a\u5185\u9996\u6b21\u5e7f\u544a\u51fa\u4ef7\u6bd4\u8d5b\uff0c\u4e5f\u662f NeurIPS 2024 \u552f\u4e00\u7684\u641c\u5e7f\u63a8\u6bd4\u8d5b\uff0c\u53ef\u4ee5\u8bf4\u89c4\u683c\u548c\u542b\u91d1\u91cf\u90fd\u5f88\u9ad8\uff0c\u4e5f\u56e0\u6b64\u6536\u83b7\u4e86\u8d85\u9ad8\u7684\u70ed\u5ea6\uff0c\u5438\u5f15<strong>\u8d85\u8fc7 1500 \u652f\u961f\u4f0d<\/strong>\u53c2\u8d5b\uff0c\u5176\u4e2d\u4e0d\u4e4f\u56fd\u5185\u5916\u77e5\u540d\u9ad8\u6821\u548c\u516c\u53f8\u3001\u4e13\u4e1a\u7814\u7a76\u673a\u6784\u4ee5\u53ca\u51b3\u7b56\u667a\u80fd\u9886\u57df\u77e5\u540d\u56e2\u961f\u7684\u8eab\u5f71\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-498ece9738c5462456f16da18333077e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-498ece9738c5462456f16da18333077e.png\"><\/a><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u8d5b\u4e8b\u4e3b\u9875\uff1ahttps:\/\/tianchi.aliyun.com\/specials\/promotion\/neurips2024_alimama#\/<\/sup><\/em><\/p>\n<p>\u7b80\u5355\u6765\u8bf4\uff0c\u5728\u6bd4\u8d5b\u4e2d\uff0c\u53c2\u8d5b\u8005\u626e\u6f14\u81ea\u52a8\u51fa\u4ef7 Agent\uff08\u5373\u5e7f\u544a\u4e3b\uff09\uff0c\u5728\u5927\u89c4\u6a21\u62cd\u5356\u73af\u5883\u4e0b\u4e0e\u5176\u4ed6 47 \u4e2a\u7ade\u4e89\u5bf9\u624b\u5bf9\u6297\uff0c\u4f5c\u51fa\u6709\u6548\u7684\u51fa\u4ef7\u51b3\u7b56\uff0c\u5e76\u5728\u6ee1\u8db3\u6295\u653e\u9700\u6c42\u7684\u60c5\u51b5\u4e0b\u5e2e\u52a9\u5e7f\u544a\u4e3b\u6700\u5927\u5316\u6295\u653e\u6548\u679c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-506343cf322d29c443bf8db0746111c3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-506343cf322d29c443bf8db0746111c3.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4ece\u2460\u5230\u2464\u4e3a\u5178\u578b\u5e7f\u544a\u5e73\u53f0\u7684\u81ea\u52a8\u51fa\u4ef7\u5168\u6d41\u7a0b\u3002<\/sup><\/em><\/p>\n<p>\u6b64\u6b21\u6bd4\u8d5b\u5206\u4e3a\u4e86\u4e24\u4e2a\u8d5b\u9053\uff0c\u5206\u522b\u662f<strong>\u901a\u7528\u8d5b\u9053<\/strong>\u548c<strong>\u00a0AIGB\uff08AI-Generated Bidding\uff09\u8d5b\u9053<\/strong>\u3002\u4e24\u4e2a\u8d5b\u9053\u4fa7\u91cd\u70b9\u5404\u6709\u4e0d\u540c\uff0c\u5bf9\u53c2\u8d5b\u961f\u4f0d\u63d0\u51fa\u4e86\u4e0d\u540c\u7684\u6280\u672f\u8981\u6c42\uff0c\u5176\u4e2d\uff1a<\/p>\n<ul>\n<li>\n<p>\u901a\u7528\u8d5b\u9053\u5173\u6ce8\u4e0d\u786e\u5b9a\u73af\u5883\u4e2d\u7684\u81ea\u52a8\u51fa\u4ef7\uff0c\u9700\u8981\u89e3\u51b3\u6570\u636e\u7a00\u758f\u6027\u3001\u8f6c\u5316\u65b9\u5dee\u3001\u591a\u5751\u7b49\u4e0d\u786e\u5b9a\u95ee\u9898\uff1b<\/p>\n<\/li>\n<li>\n<p>AIGB \u8d5b\u9053\u4f7f\u7528\u751f\u6210\u6a21\u578b\u6765\u5b66\u4e60\u81ea\u52a8\u51fa\u4ef7 Agent\uff0c\u9700\u8981\u91c7\u7528\u751f\u6210\u6a21\u578b\u6765\u7aef\u5230\u7aef\u8f93\u51fa\u51b3\u7b56\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u7b97\u8d77\u6765\uff0c\u81ea\u4eca\u5e74 6 \u6708\u5e95\u6ce8\u518c\u9636\u6bb5\u5f00\u59cb\uff0c\u7ecf\u8fc7\u4e86\u8fd1\u534a\u5e74\u7684\u6fc0\u70c8\u89d2\u9010\uff0c\u6bd4\u8d5b\u7ec8\u4e8e\u51b3\u51fa\u4e86\u80dc\u8d1f\uff01<\/p>\n<p><strong>\u5feb\u624b\u5546\u4e1a\u5316\u7b97\u6cd5\u56e2\u961f\uff08\u7b80\u79f0\u5feb\u624b\u56e2\u961f\uff09\u4ece\u5343\u4f59\u652f\u961f\u4f0d\u4e2d\u8131\u9896\u800c\u51fa\uff0c\u5305\u63fd\u4e86\u4e24\u4e2a\u8d5b\u9053\u7684\u7b2c\u4e00\u540d<\/strong>\uff0c\u6210\u4e3a\u672c\u6b21\u8d5b\u4e8b\u6700\u5927\u8d62\u5bb6\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0290f951e88550149855bb145fe70273.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0290f951e88550149855bb145fe70273.png\"><\/a><\/section>\n<section><strong>\u593a\u51a0\u65b9\u6848<\/strong><\/section>\n<section><\/section>\n<section>\u81ea\u52a8\u51fa\u4ef7\u670d\u52a1\u662f\u56fd\u5185\u5916\u5404\u5e7f\u544a\u5e73\u53f0\u7684\u57fa\u7840\u7ec4\u6210\u6a21\u5757\uff0c\u6709\u4f17\u591a\u7684\u4e1a\u754c\u5b9e\u8df5\u548c\u7814\u7a76\u5de5\u4f5c\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u6b21\u6bd4\u8d5b\u4efb\u52a1\u57fa\u4e8e\u4e00\u4e2a\u7b80\u5316\u7248\u672c\u7684 Target CPA\uff0c\u5e76\u5c06 CPA \u5b9a\u4e49\u4e3a\u5e73\u5747\u8f6c\u5316\u6210\u672c\u3002\u53c2\u8d5b\u8005\u9700\u8981\u8bbe\u8ba1\u548c\u5b9e\u73b0\u4e00\u4e2a\u81ea\u52a8\u51fa\u4ef7 Agent\u3002\u7ed9\u5b9a\u5e7f\u544a\u4e3b j \u7684\u9884\u7b97 B \u548c\u76ee\u6807 CPA C\uff0c\u8be5\u81ea\u52a8\u51fa\u4ef7 Agent \u5728\u4e00\u4e2a\u5e7f\u544a\u6295\u653e\u5468\u671f\u5185\u5bf9 N \u4e2a\u5c55\u73b0\u673a\u4f1a\u8fdb\u884c\u7ade\u4ef7\uff0c\u76ee\u6807\u662f\u5728\u4fdd\u8bc1\u6700\u7ec8\u5b9e\u73b0\u7684 CPA \u4e0d\u5927\u4e8e C \u7684\u524d\u63d0\u4e0b\uff0c\u6700\u5927\u5316\u603b\u8f6c\u5316\u91cf\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u6765\u8bf4\uff0c\u6240\u6709\u5c55\u73b0\u673a\u4f1a\u6309\u987a\u5e8f\u5230\u8fbe\uff0c\u51fa\u4ef7 Agent \u4f9d\u6b21\u5bf9\u6bcf\u4e2a\u673a\u4f1a\u8fdb\u884c\u7ade\u4ef7\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u673a\u4f1a i\uff1a<\/section>\n<section><\/section>\n<section><strong>\u51fa\u4ef7<\/strong>\uff1a\u81ea\u52a8\u51fa\u4ef7 Agent \u51fa\u4ef7<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9f34fc60bc64d28b824d4cacddad5623.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9f34fc60bc64d28b824d4cacddad5623.png\"><\/a>\uff0c\u540c\u65f6\u5176\u4ed6\u7ade\u4e89\u5e7f\u544a\u4e3b\u5229\u7528\u4ed6\u4eec\u7684\u5355\u72ec\u7684\u51fa\u4ef7 Agent \u51fa\u4ef7<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-246766e2b82765b484b04829b2ed45d9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-246766e2b82765b484b04829b2ed45d9.png\"><\/a>\uff0c\u6765\u7ade\u4e89 3 \u4e2a\u5e7f\u544a\u5751\u4f4d\u3002\u5176\u4e2d\uff0c\u51fa\u4ef7\u4f1a\u4f9d\u8d56\u8f6c\u5316\u6982\u7387\u503c\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f7bbd20df4474db85679b3e0eea11ef7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f7bbd20df4474db85679b3e0eea11ef7.png\"><\/a>\u5b9a\u4e49\u4e3a\u5e7f\u544a\u4e3b j \u7684\u5e7f\u544a\u66dd\u5149\u7ed9\u7528\u6237\u65f6\u7684\u8f6c\u5316\u52a8\u4f5c\u6982\u7387\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c37afb7b971bff44c35c66b556ee5781.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-c37afb7b971bff44c35c66b556ee5781.png\"><\/a>\u5b9a\u4f4d\u4e3a\u9884\u4f30\u7684\u6807\u51c6\u5dee\u3002<\/section>\n<section><\/section>\n<section><strong>\u62cd\u5356<\/strong>\uff1a\u5e7f\u544a\u5e73\u53f0\u8fd0\u884c GSP\uff08Generalized Second Price\uff09\u62cd\u5356\u673a\u5236\uff0c\u6309\u7167\u51fa\u4ef7\u4ece\u9ad8\u5230\u4f4e\u4f9d\u6b21\u5206\u914d 3 \u4e2a\u5230\u5751\u4f4d\u4e0a\uff0c\u83b7\u80dc\u8005\u6309\u7167\u4e0b\u4e00\u4f4d\u51fa\u4ef7\u8fdb\u884c\u6263\u8d39\u3002\u62cd\u5356\u7ed3\u679c\u4f1a\u8fd4\u56de\u7ed9\u51fa\u4ef7 Agent\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e00f924dd54ba01950526d0f5e3b90bb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e00f924dd54ba01950526d0f5e3b90bb.png\"><\/a>\u8868\u793a\u662f\u5426\u83b7\u80dc\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-78713abce54feeeb532a1f46f7b76ccb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-78713abce54feeeb532a1f46f7b76ccb.png\"><\/a>\u8868\u793a\u8d62\u5f97\u7684\u5e7f\u544a\u5751\u4f4d\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e2327d07783e874f6bf5d37de8f09c81.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-e2327d07783e874f6bf5d37de8f09c81.png\"><\/a>\u8868\u793a\u9700\u8981\u652f\u4ed8\u7684\u8d39\u7528\u3002<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7197160f10ad668f96c7e75c1a76c23f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-7197160f10ad668f96c7e75c1a76c23f.png\"><\/a>\u4e0d\u4ec5\u53d6\u51b3\u4e8e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-bfca5f86c97b06ad0e8086ade5218552.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-bfca5f86c97b06ad0e8086ade5218552.png\"><\/a>\u8fd8\u53d6\u51b3\u4e8e<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b32e4a5b2fcad658f1ca879b9fe4a974.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b32e4a5b2fcad658f1ca879b9fe4a974.png\"><\/a>\u3002<\/section>\n<section><\/section>\n<section><strong>\u5c55\u73b0<\/strong>\uff1a\u5e7f\u544a\u5751\u4f4d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-fb5475fd53baa0b85d0703ab40dd99b8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-fb5475fd53baa0b85d0703ab40dd99b8.png\"><\/a>\u662f\u5426\u66dd\u5149\u7ed9\u7528\u6237\u7531\u968f\u673a\u53d8\u91cf<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-30fc1de7eb8b1d7fbf8d2c2a22269cb8.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-30fc1de7eb8b1d7fbf8d2c2a22269cb8.png\"><\/a>\u51b3\u5b9a\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-66ffbbfd89dee19446c4237192c34bfc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-66ffbbfd89dee19446c4237192c34bfc.png\"><\/a>\u662f\u5e7f\u544a\u5751\u4f4d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-90d862eecf5838a1cae52c3a03d1e3c3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-90d862eecf5838a1cae52c3a03d1e3c3.png\"><\/a>\u7684\u66dd\u5149\u6982\u7387\u3002\u5b9e\u9645\u662f\u5426\u53d1\u751f\u8f6c\u5316\u4e5f\u662f\u4e00\u4e2a\u968f\u673a\u53d8\u91cf\uff0c\u5b9a\u4e49\u4e3a<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-bebb2a129b67f4f52c957611926b8bea.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-bebb2a129b67f4f52c957611926b8bea.png\"><\/a>\uff0c\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-96b5740d4865257df3e50e9ba811febb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-96b5740d4865257df3e50e9ba811febb.png\"><\/a>\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-bbb2b7eb4a627c299cdaf9f14f1f9381.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-bbb2b7eb4a627c299cdaf9f14f1f9381.png\"><\/a>\u4e3a\u9884\u4f30\u6807\u51c6\u5dee\u3002\u5982\u679c\u5e7f\u544a\u5751\u4f4d\u672a\u66dd\u5149\uff0c\u5e7f\u544a\u4e3b\u65e0\u9700\u652f\u4ed8\u8d39\u7528\uff0c\u8f6c\u5316\u4e5f\u4e0d\u4f1a\u53d1\u751f\u3002\u56e0\u6b64\uff0c\u8fd9\u4e2a\u4efb\u52a1\u53ef\u4ee5\u5f62\u5f0f\u5316\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-645d45bbdba3585ec481dde810bfa9a4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-645d45bbdba3585ec481dde810bfa9a4.png\"><\/a><\/section>\n<section>\u6700\u7ec8\u5b9e\u73b0\u7684 CPA \u5b9a\u4e49\u4e3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-327e7f6fb2296c2305519105c0b4de54.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-327e7f6fb2296c2305519105c0b4de54.png\"><\/a><\/section>\n<section>\u81ea\u52a8\u51fa\u4ef7 Agent \u7684\u76ee\u6807\u662f\u5728\u6ee1\u8db3\u5e7f\u544a\u4e3b\u8bbe\u5b9a\u7684 CPA \u7ea6\u675f\u60c5\u51b5\u4e0b\u6700\u5927\u5316\u8f6c\u5316\u91cf\u3002\u5177\u4f53\u7684\u8bc4\u4f30\u6307\u6807\u5b9a\u4e49\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d007d21f383bc376fe8e8a01f792c630.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d007d21f383bc376fe8e8a01f792c630.png\"><\/a><\/section>\n<section>\u5176\u4e2d\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-863fbd515036cccfe64335425c56ec70.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-863fbd515036cccfe64335425c56ec70.png\"><\/a>\u5bf9\u5e94\u4f18\u5316\u76ee\u6807\u6700\u5927\u5316\u8f6c\u5316<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0e2ae8f6668c72aa1e90e0a72a91a239.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0e2ae8f6668c72aa1e90e0a72a91a239.png\"><\/a>\uff0c\u5728\u8d85\u6210\u672c\u5373\u5b9e\u9645 CPA &gt; C \u65f6\uff0cP (CPA; C) &lt; 1\uff0c\u4f1a\u5bf9\u8f6c\u5316\u8fdb\u884c\u964d\u6743\u3002<\/section>\n<section><\/section>\n<section>\u603b\u4f53\u6765\u8bf4\uff0c\u8fd9\u9879\u6bd4\u8d5b\u4e0d\u4ec5\u53ef\u4ee5\u4fc3\u8fdb\u51b3\u7b56\u6280\u672f\u7684\u7a81\u7834\uff0c\u800c\u4e14\u8fd8\u5c06\u7ed9\u884c\u4e1a\u5e94\u7528\u573a\u666f\u5e26\u6765\u542f\u53d1\u3002\u6211\u4eec\u6765\u770b\u4e0b\u5feb\u624b\u662f\u5982\u4f55\u5728\u901a\u7528\u548c AIGB \u4e24\u4e2a\u8d5b\u9053\u62d4\u5f97\u5934\u7b79\u7684\u3002<\/section>\n<section><\/section>\n<section><strong>\u901a\u7528\u8d5b\u9053<\/strong><\/section>\n<section><\/section>\n<section>\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u590d\u6742\u7684\u5e7f\u544a\u62cd\u5356\u73af\u5883\u5f80\u5f80\u4f1a\u5e26\u6765\u989d\u5916\u7684\u6311\u6218\uff0c\u7279\u522b\u662f\u4e0d\u786e\u5b9a\u6027\u3002\u56e0\u6b64\uff0c\u901a\u7528\u8d5b\u9053\u8981\u6c42\u53c2\u8d5b\u8005\u5728\u5927\u89c4\u6a21\u62cd\u5356\u4e2d\u505a\u51fa\u6709\u6548\u7ade\u4ef7\u51b3\u7b56\uff0c\u9700\u8981\u6709\u6548\u611f\u77e5\u7ade\u4e89\u5bf9\u624b\u7b56\u7565\u7684\u53d8\u5316\u3002\u53c2\u8d5b\u8005\u5fc5\u987b\u8003\u8651\u5ba2\u6237\u5230\u8fbe\u7684\u968f\u673a\u6027\u3001\u8f6c\u5316\u9884\u6d4b\u7684\u65b9\u5dee\u3001\u6570\u636e\u7a00\u758f\u6027\u548c\u5176\u4ed6\u56e0\u7d20\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u5c31\u9700\u8981\u5728\u79bb\u7ebf\u89c4\u5212\u6700\u4f18\u89e3\u7684\u57fa\u7840\u4e0a\uff0c\u81ea\u9002\u5e94\u5728\u7ebf\u7ade\u4ef7\u8fc7\u7a0b\uff0c\u4ee5\u83b7\u5f97\u66f4\u4f18\u51fa\u4ef7\u5e8f\u5217\u3002\u5feb\u624b\u56e2\u961f\u521b\u65b0\u5730\u63d0\u51fa\u4e86\u4e00\u79cd<strong>\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u5728\u7ebf\u63a2\u7d22\u6280\u672f\u65b9\u6848<\/strong>\uff0c\u5de7\u5999\u5730\u89e3\u51b3\u4e86\u8be5\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u8003\u8651\u591a\u5751\u7279\u70b9\uff0c\u5feb\u624b\u56e2\u961f\u57fa\u4e8e\u7ade\u80dc\u7387\u4ee5\u53ca\u591a\u5751\u7684\u66dd\u5149\u7387\u5c06\u95ee\u9898\u5efa\u6a21\u6210\u7ea6\u675f\u4f18\u5316\u95ee\u9898\uff0c\u5e76\u57fa\u4e8e\u8be5\u95ee\u9898\u7684\u5bf9\u5076\u95ee\u9898\u6c42\u89e3\u51fa\u79bb\u7ebf\u6700\u4f18\u51fa\u4ef7\u7cfb\u6570\uff0c\u5f97\u5230\u6700\u4f18\u51fa\u4ef7\u5f62\u5f0f\u3002<\/section>\n<section><\/section>\n<section>\u7136\u540e\uff0c\u5feb\u624b\u56e2\u961f\u5efa\u6a21\u51fa\u4ef7\u7cfb\u6570\u548c\u672a\u6765\u9884\u671f\u6d88\u8017\u4ee5\u53ca\u9884\u671f\u8f6c\u5316\u7684\u5173\u7cfb\uff0c\u5e76\u4e14\u4e3a\u4e86\u89e3\u51b3\u4e0d\u786e\u5b9a\u6027\u95ee\u9898\uff0c\u5728\u5efa\u6a21\u65f6\u7efc\u5408\u8003\u8651\u4e86\u7a20\u5bc6\u7684\u5148\u9a8c\u8f6c\u5316\u4ee5\u53ca\u7a00\u758f\u7684\u540e\u9a8c\u8f6c\u5316\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u4e3a\u4e86\u9002\u5e94\u5728\u7ebf\u73af\u5883\u7684\u4e0d\u786e\u5b9a\u6027\uff0c\u5feb\u624b\u56e2\u961f\u63d0\u51fa\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u5728\u7ebf\u641c\u7d22\u65b9\u6848\uff1a\u9996\u5148\u642d\u5efa\u4e00\u4e2a\u7ade\u4ef7\u6a21\u62df\u5668\u73af\u5883\uff0c\u80fd\u591f\u5b66\u4e60\u4e0d\u540c\u51fa\u4ef7\u5bf9\u5e94\u7684\u5e8f\u5217\u957f\u671f\u4ef7\u503c\uff1b\u7136\u540e\u57fa\u4e8e\u79bb\u7ebf\u6700\u4f18\u51fa\u4ef7\u7cfb\u6570\u5212\u5b9a\u4e00\u4e2a\u533a\u95f4\u8fdb\u884c\u91c7\u6837\uff0c\u6700\u540e\u6311\u9009\u51fa\u4ef7\u503c\u6700\u4f18\u7684\u52a8\u4f5c\uff08action\uff09\u4f5c\u4e3a\u6700\u7ec8\u7684\u51fa\u4ef7\u7cfb\u6570\u3002<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-48f47f95bd37c21e5a81d1bfb3eba5bf.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-48f47f95bd37c21e5a81d1bfb3eba5bf.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u7ed3\u5408\u6700\u4f18\u5316\u7406\u8bba\u548c\u5f3a\u5316\u5b66\u4e60\u5728\u7ebf\u641c\u7d22\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>AIGB \u8d5b\u9053<\/strong><\/section>\n<section><\/section>\n<section>\u76f8\u6bd4\u4e8e\u901a\u7528\u8d5b\u9053\uff0cAIGB \u8d5b\u9053\u9762\u5411\u4e00\u79cd\u5168\u65b0\u7684\u8fed\u4ee3\u8303\u5f0f\u3002\u7531\u4e8e\u751f\u6210\u6a21\u578b\uff0c\u5305\u62ec\u6269\u6563\u6a21\u578b\uff08Diffusion Model\uff09\u3001\u51b3\u7b56 Transformer\uff08Decision Transformer\uff09\u3001\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u5728\u8bed\u8a00\u3001\u89c6\u89c9\u7b49\u9886\u57df\u4f53\u73b0\u51fa\u7b97\u529b\u548c\u6570\u636e\u7684 scaling law\uff0c\u5e76\u4e14\u5728\u51b3\u7b56\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u4e86\u5de8\u5927\u7684\u6f5c\u529b\uff0c\u56e0\u6b64 AIGB \u8d5b\u9053\u8981\u6c42\u91c7\u7528\u751f\u6210\u6a21\u578b\uff0c\u5c06\u81ea\u52a8\u51fa\u4ef7\u5efa\u6a21\u4e3a\u751f\u6210\u5f0f\u5e8f\u5217\u51b3\u7b56\u95ee\u9898\uff0c\u63a2\u7d22\u751f\u6210\u6a21\u578b\u7528\u4e8e\u51fa\u4ef7\u95ee\u9898\u7684\u673a\u4f1a\u3002<\/section>\n<section><\/section>\n<section>\u5728 AIGB \u8d5b\u9053\uff0c\u4e00\u4e2a\u9996\u5148\u8981\u89e3\u51b3\u7684\u95ee\u9898\u662f\u9009\u62e9\u6a21\u578b\u67b6\u6784\u3002\u5e8f\u5217\u51b3\u7b56\u9886\u57df\u6709\u6269\u6563\u6a21\u578b\u548c\u51b3\u7b56 Transformer \u4e24\u5927\u7c7b\u3002\u53c2\u8d5b\u8005\u9762\u4e34\u5728\u7ade\u4e89\u6027\u6e38\u620f\u4e2d\u505a\u51fa\u957f\u671f\u6218\u7565\u51b3\u7b56\u7684\u5173\u952e\u6311\u6218\uff0c\u4f17\u591a\u7ade\u4e89\u5bf9\u624b\u7684\u7b56\u7565\u4f1a\u5feb\u901f\u53d1\u751f\u53d8\u5316\uff0c\u4ee5 DiffBid \u4e3a\u4ee3\u8868\u7684\u6269\u6563\u6a21\u578b\u65b9\u6848\u5b58\u5728\u4e24\u4e2a\u4e0d\u8db3\uff1a<\/section>\n<ol>\n<li>\n<p>\u4f18\u5316\u76ee\u6807\u5bf9\u9f50\u80fd\u529b\u5f31\uff1a\u4e00\u6b21\u6027\u751f\u6210\u4e00\u6761\u5e8f\u5217\uff0c\u5e8f\u5217\u4e4b\u95f4\u7ea6\u675f\u8f83\u5f31\uff0c\u751a\u81f3\u5b66\u4e0d\u51fa\u5269\u4f59\u9884\u7b97\u5355\u8c03\u9012\u51cf\u8fd9\u4e00\u6027\u8d28\uff1b<\/p>\n<\/li>\n<li>\n<p>\u8bad\u7ec3\u6548\u7387\u4f4e\uff1a\u662f\u4e24\u9636\u6bb5\u8303\u5f0f\uff0c\u9996\u5148\u9884\u6d4b\u72b6\u6001\u5e8f\u5217 {s_{t+1},s_{t+2},&#8230;,s_{T}}\uff0c\u7136\u540e\u6839\u636e {s_t,s_{t+1}} \u9884\u6d4b\u6700\u7ec8\u51fa\u4ef7\uff0c\u8bad\u7ec3\u8f83\u4e3a\u590d\u6742\u3002<\/p>\n<\/li>\n<\/ol>\n<section>\u800c\u51b3\u7b56 Transformer \u5efa\u6a21\u957f\u671f\u4ef7\u503c return to go\uff08RTG\uff09\uff0c\u76f4\u63a5\u9884\u6d4b\u51fa\u4ef7\uff0c\u76f8\u6bd4\u4e8e DiffBid \u5177\u6709\u548c\u76ee\u6807\u5bf9\u9f50\u80fd\u529b\u66f4\u5f3a\u3001\u8bad\u7ec3\u66f4\u7b80\u5355\u7684\u4f18\u52bf\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u5feb\u624b\u56e2\u961f\u53d1\u73b0\uff1a\u51b3\u7b56 Transformer \u6a21\u578b\u7684\u5b66\u4e60\u673a\u5236\u662f\u6a21\u4eff\u5b66\u4e60\uff0c\u96be\u4ee5\u5b66\u4e60\u5230\u8d85\u51fa\u6570\u636e\u96c6\u7684\u51fa\u4ef7\u7b56\u7565\u3002\u56e0\u6b64\uff0c\u4ed6\u4eec\u8003\u8651\u5728\u7b56\u7565\u5b66\u4e60\u65f6\u63a2\u7d22\u66f4\u4f18\u7684\u51fa\u4ef7\u7cfb\u6570\uff0c\u589e\u5f3a\u6a21\u578b\u5b66\u4e60\uff0c\u4f46\u7b80\u5355\u7684\u63a2\u7d22\u5f88\u5bb9\u6613\u5bfc\u81f4\u79bb\u7ebf\u5f3a\u5316\u5b66\u4e60\u7684\u5206\u5e03\u5916\uff08Out Of Distribution\uff0cOOD\uff09\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u5feb\u624b\u56e2\u961f\u4ece\u51b3\u7b56 Transformer \u7684\u672c\u8d28\u51fa\u53d1\uff0c\u5373\u51b3\u7b56 Transformer \u6839\u636e RTG \u751f\u6210\u5bf9\u5e94\u7684\u51fa\u4ef7\u7cfb\u6570\uff0c\u4e0b\u4e00\u65f6\u523b\u7684\u9ad8 RTG \u51fa\u4ef7\u7cfb\u6570\uff08\u957f\u671f\u4ef7\u503c\uff09\u9700\u8981\u6709\u66f4\u5927\u7684\u751f\u6210\u6982\u7387\u3002<\/section>\n<section><\/section>\n<section>\u6709\u4e86\u8fd9\u4e2a\u5173\u952e\u8ba4\u77e5\uff0c\u5feb\u624b\u56e2\u961f\u63d0\u51fa\u4e00\u79cd RTG \u5f15\u5bfc\u7684\u51fa\u4ef7\u7cfb\u6570\u63a2\u7d22\u65b9\u6848\u2014\u2014<strong>Decision Transformer with RTG-driven Explorations<\/strong>\uff0c\u4fdd\u8bc1\u63a2\u7d22\u6027\u7684\u540c\u65f6\u517c\u987e\u5b89\u5168\u6027\uff0c\u4ece\u800c\u589e\u5f3a\u6a21\u578b\u5b66\u4e60\u3002<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-799b30c057a57ff4c373ae3eb81ee3ca.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-799b30c057a57ff4c373ae3eb81ee3ca.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0Decision Transformer with RTG-driven Explorations<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u7b80\u5355\u6765\u8bf4\uff0cDecision Transformer with RTG-driven Explorations \u65b9\u6848\u4e3b\u8981\u5305\u62ec\u5982\u4e0b\u6b65\u9aa4\uff1a<\/section>\n<ol>\n<li>\n<p>\u9996\u5148\u8bad\u7ec3\u6a21\u578b\u9884\u4f30\u4e0b\u4e00\u65f6\u523b\u7684 RTG\uff0c\u5177\u5907\u8bc4\u4f30\u63a2\u7d22\u7684\u51fa\u4ef7\u7cfb\u6570\u597d\u574f\u7684\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p>\u6bcf\u4e2a timestep \u989d\u5916\u9884\u6d4b\u4e00\u4e2a\u57fa\u4e8e\u539f\u59cb\u51fa\u4ef7\u7cfb\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-01fa1ebb6ba146c565b8d72940cc6b57.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-01fa1ebb6ba146c565b8d72940cc6b57.png\"><\/a>\u63a2\u7d22\u65b0\u7684\u51fa\u4ef7\u7cfb\u6570<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-80e2a4859c11d439da707302df802588.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-80e2a4859c11d439da707302df802588.png\"><\/a>\uff0c\u9f13\u52b1\u6a21\u578b\u63a2\u7d22\u4e0b\u4e00\u65f6\u523b RTG \u66f4\u9ad8\u7684\u51fa\u4ef7\u7cfb\u6570\u3002<\/p>\n<\/li>\n<li>\n<p>\u6a21\u578b\u671d\u7740\u539f\u59cb\u51fa\u4ef7\u7cfb\u6570\u548c\u63a2\u7d22\u5230\u7684\u51fa\u4ef7\u7cfb\u6570\u4e2d\u66f4\u4f18\u7684\u51fa\u4ef7\u7cfb\u6570\u66f4\u65b0\uff0c\u907f\u514d OOD \u95ee\u9898\u3002<\/p>\n<\/li>\n<\/ol>\n<section><strong>\u5e7f\u544a\u6536\u5165\u63d0\u5347 5%+<\/strong><\/section>\n<section><strong>\u57fa\u4e8e RL \u7684\u81ea\u52a8\u51fa\u4ef7\u5728\u4e1a\u52a1\u4fa7\u5f00\u59cb\u53d1\u529b<\/strong><\/section>\n<section><\/section>\n<section>\u8bf4\u8d77\u6765\uff0c\u5e7f\u544a\u6295\u653e\u7684\u76ee\u7684\u5176\u5b9e\u5f88\u7b80\u5355\uff0c\u4ee5\u4f01\u4e1a\u6216\u5546\u5bb6\u4e3a\u4e3b\u7684\u5e7f\u544a\u4e3b\u9009\u62e9\u5408\u9002\u7684\u5e7f\u544a\u5e73\u53f0\uff0c\u5c06\u5e7f\u544a\u4f20\u9012\u7ed9\u53d7\u4f17\uff08\u5373\u6d88\u8d39\u8005\uff09\u3002\u4f46\u5b9e\u73b0\u8d77\u6765\u9700\u8981\u8003\u8651\u7684\u56e0\u7d20\u5c31\u591a\u4e86\uff0c\u6bd4\u5982\u9488\u5bf9\u540c\u4e00\u5e7f\u544a\u4f4d\u5c55\u5f00\u7ade\u4e89\u51fa\u4ef7\u3001\u6295\u653e\u9884\u7b97\u4e0e\u5b9e\u9645\u6295\u653e\u6210\u672c\u3001\u6295\u653e\u6536\u76ca\u7b49\u3002\u8fd9\u5c31\u8981\u6c42\u5e7f\u544a\u4e3b\u8fdb\u884c\u5168\u65b9\u4f4d\u6743\u8861\uff0c\u5176\u4e2d\u52a8\u6001\u8c03\u6574\u51fa\u4ef7\u662f\u63a7\u5236\u5e7f\u544a\u6210\u672c\u548c\u63d0\u5347\u5e7f\u544a\u6536\u5165\u7684\u5173\u952e\u4e00\u73af\u3002<\/section>\n<section><\/section>\n<section>\u800c\u4f5c\u4e3a\u5e7f\u544a\u6295\u653e\u5e73\u53f0\uff0c\u5feb\u624b\u4e5f\u5728\u5e7f\u544a\u63a8\u8350\u3001\u9884\u7b97\u5206\u914d\u7b56\u7565\u3001\u6548\u679c\u9884\u4f30\u4ee5\u53ca\u5c24\u4e3a\u91cd\u8981\u7684\u81ea\u52a8\u51fa\u4ef7\u8c03\u6574\u7b49\u5c42\u9762\u8fdb\u884c\u7b97\u6cd5\u4e0a\u7684\u4f18\u5316\u5347\u7ea7\uff0c\u66f4\u597d\u5730\u670d\u52a1\u4e8e\u5ba2\u6237\u7684\u540c\u65f6\u589e\u52a0\u81ea\u8eab\u5e7f\u544a\u6536\u5165\u3002<\/section>\n<section><\/section>\n<section>\u4ece\u7eb5\u5411\u6765\u770b\uff0c<strong>\u5feb\u624b\u7684\u51fa\u4ef7\u7b97\u6cd5\u7ecf\u5386\u4e86\u4ece PID\u3001MPC \u5230\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u7684\u300c\u4e09\u4ee3\u300d\u6f14\u5316\u8def\u5f84<\/strong>\uff0c\u6280\u672f\u4e0a\u7684\u6301\u7eed\u8fed\u4ee3\u66f4\u65b0\u5e26\u6765\u4e86\u5e7f\u544a\u6295\u653e\u6548\u679c\u7684\u8282\u8282\u63d0\u5347\u3002<\/section>\n<section><\/section>\n<section>\u7b2c\u4e00\u4ee3\u51fa\u4ef7\u7b97\u6cd5 PID\uff08\u88ab\u52a8\u53cd\u9988\u5f0f\u63a7\u5236\uff09\u5305\u542b\u4e86\u4e09\u4e2a\u5173\u952e\u7684\u63a7\u5236\u53c2\u6570\uff1a\u6bd4\u4f8b\uff08Proportional\uff09\u3001\u79ef\u5206\uff08Integral\uff09\u548c\u5fae\u5206\uff08Derivative\uff09\u3002\u8be5\u7b97\u6cd5\u53ef\u4ee5\u901a\u8fc7\u52a8\u6001\u8c03\u6574\u51fa\u4ef7\u6765\u5f88\u597d\u5730\u5c06\u5e7f\u544a\u5e73\u5747\u6210\u4ea4\u4ef7\u7a33\u5b9a\u5728\u76ee\u6807\u6210\u4ea4\u4ef7\uff0c\u4f46\u4e0d\u8db3\u7684\u70b9\u5728\u4e8e\u5bf9\u672a\u6765\u6d88\u8017\u548c\u9884\u671f\u6d88\u8017\u6ca1\u6709\u9884\u4f30\u548c\u89c4\u5212\u3002<\/section>\n<section><\/section>\n<section>\u7b2c\u4e8c\u4ee3\u51fa\u4ef7\u7b97\u6cd5 MPC\uff0c\u5b83\u7684\u5168\u79f0\u4e3a Model Predictive Control\uff0c\u5f15\u5165\u4e86\u5bf9\u672a\u6765\u7684\u9884\u6d4b\uff0c\u5728\u5bf9\u51fa\u4ef7\u4e0e\u672a\u6765\u6d88\u8017\u3001\u6210\u672c\u7684\u5173\u7cfb\u8fdb\u884c\u5efa\u6a21\u7684\u57fa\u7840\u4e0a\u53ef\u4ee5\u505a\u51fa\u66f4\u7cbe\u51c6\u7684\u51fa\u4ef7\u89c4\u5212\u3002\u4e0d\u8fc7\uff0c\u8be5\u7b97\u6cd5\u5efa\u6a21\u80fd\u529b\u8f83\u5f31\uff0c\u4e5f\u65e0\u6cd5\u505a\u51fa\u591a\u6b65\u957f\u671f\u51b3\u7b56\u3002<\/section>\n<section><\/section>\n<section>\u5230\u4e86\u5f3a\u5316\u5b66\u4e60\u9636\u6bb5\uff0c\u5305\u62ec\u51fa\u4ef7\u3001\u6210\u672c\u3001\u7528\u6237\u884c\u4e3a\u5728\u5185\u5404\u4e2a\u53d8\u91cf\u7684\u5efa\u6a21\u80fd\u529b\u5927\u5927\u52a0\u5f3a\uff0c\u5e76\u5bf9\u5e8f\u5217\u6574\u4f53\u957f\u671f\u4ef7\u503c\u8fdb\u884c\u4f18\u5316\u3002\u901a\u8fc7\u4e0d\u65ad\u4e0e\u73af\u5883\u4e92\u52a8\uff0c\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u53ef\u4ee5\u6839\u636e\u5b9e\u65f6\u5e02\u573a\u73af\u5883\u53d8\u5316\u8c03\u6574\u51fa\u4ef7\uff0c\u5e76\u80fd\u591f\u9884\u4f30\u957f\u671f\u5e7f\u544a\u6548\u679c\u4ee5\u505a\u51fa\u66f4\u7cbe\u786e\u7684\u51fa\u4ef7\u51b3\u7b56\u3002\u76f8\u8f83\u4e8e PID\u3001MPC\uff0c\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u5728\u52a8\u6001\u51b3\u7b56\u3001\u5904\u7406\u590d\u6742\u73af\u5883\u4e0e\u7ade\u4e89\u884c\u4e3a\u3001\u591a\u76ee\u6807\u4f18\u5316\u3001\u5e94\u5bf9\u4e0d\u786e\u5b9a\u6027\u4e0e\u6570\u636e\u7a00\u7f3a\u3001\u957f\u671f\u6536\u76ca\u4f18\u5316\u7b49\u591a\u4e2a\u65b9\u9762\u90fd\u5360\u4f18\u3002<\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u9762\u5bf9 OOD \u95ee\u9898\uff0c\u5feb\u624b\u5728\u7b97\u6cd5\u9009\u578b\u4e0a\u91c7\u7528\u4e86\u79bb\u7ebf\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\uff0c\u7f13\u89e3\u4e86\u8bad\u7ec3\u6570\u636e\u96c6\u4e0d\u8db3\u5e26\u6765\u7684\u95ee\u9898\uff0c\u53ef\u4ee5\u66f4\u7a33\u5065\u5730\u8fdb\u884c\u51b3\u7b56\uff0c\u964d\u4f4e\u7b56\u7565\u5931\u6548\u7684\u98ce\u9669\uff1b\u5feb\u624b\u53c8\u642d\u5efa\u79bb\u7ebf\u6a21\u62df\u73af\u5883\uff0c\u4f18\u5316\u51fa\u4ef7\u7b56\u7565\u5e76\u9a8c\u8bc1\u6548\u679c\uff0c\u786e\u4fdd\u5728\u7ebf\u7b56\u7565\u7684\u5b89\u5168\u6027\u3001\u6709\u6548\u6027\u548c\u7a33\u5065\u6027\uff0c\u964d\u4f4e\u9ad8\u98ce\u9669\u51b3\u7b56\u53ef\u80fd\u9020\u6210\u7684\u635f\u5931\u3002<\/section>\n<section><\/section>\n<section>\u76ee\u524d\uff0c\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u81ea\u52a8\u51fa\u4ef7\u6a21\u578b\u5df2\u7ecf\u5728\u5feb\u624b\u5e7f\u544a\u7cfb\u7edf\u5168\u91cf\u63a8\u5168\uff0c\u5728\u6210\u672c\u8fbe\u6807\u4e0d\u964d\u7ea6\u675f\u4e0b\u53d6\u5f97\u4e86\u00a0<strong>5% \u4ee5\u4e0a\u7684\u5e7f\u544a\u6536\u5165\u63d0\u5347<\/strong>\u3002\u6d88\u878d\u5b9e\u9a8c\u4e5f\u8bc1\u660e\u4e86\uff1a\u6536\u76ca\u6765\u81ea\u4e8e\u6a21\u578b\u6cdb\u5316\u4ee5\u53ca\u5f3a\u5316\u5b66\u4e60\u6700\u5927\u5316\u5e8f\u5217\u4ef7\u503c\u5efa\u6a21\u3002<\/section>\n<section><\/section>\n<section>\u901a\u8fc7\u6b64\u6b21\u5927\u8d5b\uff0c\u5feb\u624b\u770b\u5230\u751f\u6210\u6a21\u578b\uff08\u5982 Decision 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AI \u6280\u672f\u7684\u539a\u79ef\u8584\u53d1<\/strong><\/section>\n<section><\/section>\n<section>\u6b64\u6b21 NeurIPS 2024 \u5927\u8d5b\uff0c\u771f\u6b63\u8be0\u91ca\u4e86\u5feb\u624b\u5546\u4e1a\u5316\u7b97\u6cd5\u56e2\u961f\u7684 AI \u6280\u672f\u79ef\u7d2f\u4ee5\u53ca\u5728\u5b9e\u9645\u4e1a\u52a1\u4e2d\u7ecf\u53d7\u8003\u9a8c\u7684\u4fe1\u5fc3\u3002<\/section>\n<section><\/section>\n<section>\u4ece\u786e\u5b9a\u53c2\u8d5b\u3001\u524d\u671f\u51c6\u5907\uff0c \u5230\u7ec3\u4e60\u8f6e\uff08Practice Round\uff09\u3001\u518d\u5230\u6b63\u5f0f\u6bd4\u8d5b\uff08Official 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