{"id":36788,"date":"2025-01-18T16:00:11","date_gmt":"2025-01-18T08:00:11","guid":{"rendered":"https:\/\/17aitech.com\/?p=36788"},"modified":"2025-01-18T16:00:11","modified_gmt":"2025-01-18T08:00:11","slug":"neurips-2024-%e6%b0%b4%e5%8d%b0%e4%b8%8e%e9%ab%98%e6%95%88%e6%8e%a8%e7%90%86%e5%a6%82%e4%bd%95%e4%b8%a4%e5%85%a8%e5%85%b6%e7%be%8e%ef%bc%9f%e6%9c%80%e6%96%b0%e7%90%86%e8%ae%ba%ef%bc%9a%e8%bf%99","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36788","title":{"rendered":"NeurIPS 2024 | \u6c34\u5370\u4e0e\u9ad8\u6548\u63a8\u7406\u5982\u4f55\u4e24\u5168\u5176\u7f8e\uff1f\u6700\u65b0\u7406\u8bba\uff1a\u8fd9\u505a\u4e0d\u5230"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-21-3\" target=\"_blank\">NeurIPS 2024 | \u6c34\u5370\u4e0e\u9ad8\u6548\u63a8\u7406\u5982\u4f55\u4e24\u5168\u5176\u7f8e\uff1f\u6700\u65b0\u7406\u8bba\uff1a\u8fd9\u505a\u4e0d\u5230<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c2e5eaefb92f9555d1960cc391cd6adc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-c2e5eaefb92f9555d1960cc391cd6adc.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section><strong>\u672c\u6587\u7b2c\u4e00\u4f5c\u8005\u4e3a\u6bd5\u4e1a\u4e8e\u9a6c\u91cc\u5170\u5927\u5b66\u8ba1\u7b97\u673a\u7cfb\u7684\u535a\u58eb\u80e1\u6b63\u5195\uff0c\u5176\u5bfc\u5e08\u4e3a Heng Huang\u3002\u4ed6\u7684\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u662f\u91c7\u6837\u4e0e\u673a\u5668\u5b66\u4e60\u7406\u8bba\uff0c\u66fe\u5728 ICML\u3001NeurIPS\u3001ICLR\u3001EMNLP \u7b49\u9876\u4f1a\u4e0a\u53d1\u8868\u591a\u7bc7\u8bba\u6587\u3002\u90ae\u7bb1: huzhengmian@gmail.com<\/strong><\/section>\n<section><\/section>\n<section>\u8fd1\u65e5\uff0cDeepMind \u56e2\u961f\u5c06\u6c34\u5370\u6280\u672f\u548c\u6295\u673a\u91c7\u6837\uff08speculative sampling\uff09\u7ed3\u5408\uff0c\u5728\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u52a0\u5165\u6c34\u5370\u7684\u540c\u65f6\uff0c\u63d0\u5347\u5176\u63a8\u7406\u6548\u7387\uff0c\u964d\u4f4e\u63a8\u7406\u6210\u672c\uff0c\u56e0\u6b64\u9002\u5408\u7528\u4e8e\u5927\u89c4\u6a21\u751f\u4ea7\u73af\u5883\u3002\u8fd9\u9879\u7814\u7a76\u53d1\u8868\u5728\u4e86 Nature \u6742\u5fd7\u4e0a\uff0c\u7ed9\u51fa\u4e86\u4e24\u79cd\u5177\u4f53\u7684\u7ed3\u5408\u65b9\u6cd5\uff0c\u5206\u522b\u5728\u6c34\u5370\u68c0\u6d4b\u6548\u679c\u548c\u751f\u6210\u901f\u5ea6\u4e0a\u8fbe\u5230\u4e86\u73b0\u6709\u6700\u4f18\u6c34\u5e73\uff0c\u4f46\u65e0\u6cd5\u540c\u65f6\u517c\u987e\u4e24\u8005\u3002<\/section>\n<section><\/section>\n<section>\u65e0\u72ec\u6709\u5076\uff0c\u53e6\u4e00\u7ec4\u6765\u81ea\u9a6c\u91cc\u5170\u5927\u5b66\u7684\u7814\u7a76\u4eba\u5458\u9488\u5bf9\u540c\u4e00\u4e2a\u95ee\u9898\u8fdb\u884c\u4e86\u7406\u8bba\u89d2\u5ea6\u7684\u6df1\u5165\u5206\u6790\u3002\u4ed6\u4eec\u53d1\u73b0\u4e86\u4e00\u4e2a\u300c\u4e0d\u53ef\u884c\u300d\u5b9a\u7406\uff0c\u8bc1\u660e\u4e86\u4e0d\u5b58\u5728\u4e00\u4e2a\u7b97\u6cd5\u53ef\u4ee5\u540c\u65f6\u8fbe\u5230\u6700\u4f18\u7684\u63a8\u7406\u6548\u7387\u548c\u6700\u9ad8\u7684\u6c34\u5370\u5f3a\u5ea6\u3002\u56e0\u6b64\uff0c\u4efb\u4f55\u6c34\u5370\u7cfb\u7edf\u90fd\u5fc5\u987b\u5728\u8fd9\u4e24\u4e2a\u76ee\u6807\u4e4b\u95f4\u8fdb\u884c\u6743\u8861\u3002\u8fd9\u9879\u540d\u4e3a\u300cInevitable Trade-off between Watermark Strength and Speculative Sampling Efficiency for Language Models\u300d\u7684\u7814\u7a76\u5df2\u88ab NeurIPS 2024 \u4f1a\u8bae\u63a5\u6536\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-5b84325d41b7e501db2212fa5f8dd71a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-5b84325d41b7e501db2212fa5f8dd71a.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u5730\u5740: https:\/\/arxiv.org\/pdf\/2410.20418<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u4ed3\u5e93: https:\/\/github.com\/xiaoniu-578fa6bff964d005\/AcceleratedUnbiasedWatermark<\/p>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d512b1c215c136e900e368b45ef4bcfc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-d512b1c215c136e900e368b45ef4bcfc.png\"><\/a><\/section>\n<section><strong>\u65e0\u504f\u6c34\u5370\u4e0e\u6295\u673a\u91c7\u6837\u65b9\u6cd5<\/strong><\/section>\n<section><\/section>\n<section>\u65e0\u504f\u6c34\u5370\u65b9\u6cd5 [1] \u662f\u4e00\u79cd\u5c06\u6c34\u5370\u5d4c\u5165\u5230\u751f\u6210\u6587\u672c\u7684\u6280\u672f\uff0c\u5b83\u5728\u7406\u8bba\u4e0a\u4fdd\u8bc1\u4e0d\u5f71\u54cd\u751f\u6210\u6587\u672c\u7684\u8d28\u91cf\u548c\u591a\u6837\u6027\uff0c\u5e76\u8ba9\u6c34\u5370\u65e0\u6cd5\u88ab\u4eba\u5bdf\u89c9\u3002\u8fd9\u79cd\u6c34\u5370\u65b9\u6cd5\u53ef\u7528\u4e8e\u7248\u6743\u4fdd\u62a4\u548c\u6765\u6e90\u8ffd\u8e2a\u3002\u5176\u6838\u5fc3\u601d\u60f3\u662f\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u5bf9\u5019\u9009 token \u7684\u6982\u7387\u8fdb\u884c\u91cd\u65b0\u52a0\u6743\uff0c\u5e76\u8981\u6c42\u8c03\u6574\u540e\u7684\u6982\u7387\u5206\u5e03\u5728\u5bf9\u6c34\u5370\u7684\u968f\u673a\u79c1\u94a5\u8fdb\u884c\u5e73\u5747\u540e\uff0c\u5728\u6570\u5b66\u671f\u671b\u4e0a\u4e0e\u539f\u59cb\u5206\u5e03\u76f8\u540c\uff0c\u4ece\u800c\u907f\u514d\u5f15\u5165\u504f\u5dee\u3002<\/section>\n<section><\/section>\n<section>\u6295\u673a\u91c7\u6837\u65b9\u6cd5 [2,3] \u662f\u4e00\u79cd\u52a0\u901f\u5927\u8bed\u8a00\u6a21\u578b\u63a8\u7406\u7684\u6280\u672f\u3002\u6b64\u65b9\u6cd5\u5229\u7528\u8f83\u5c0f\u7684\u8349\u7a3f\u6a21\u578b\u5feb\u901f\u751f\u6210\u8349\u7a3f\u5e8f\u5217\uff0c\u518d\u901a\u8fc7\u76ee\u6807\u6a21\u578b\u5bf9\u8fd9\u4e9b\u8349\u7a3f\u8fdb\u884c\u9a8c\u8bc1\u548c\u4fee\u6b63\u3002\u8349\u7a3f\u6a21\u578b\u89c4\u6a21\u8f83\u5c0f\uff0c\u751f\u6210\u901f\u5ea6\u66f4\u5feb\u4f46\u8d28\u91cf\u8f83\u4f4e\uff1b\u76ee\u6807\u6a21\u578b\u5e76\u884c\u8fdb\u884c\u9a8c\u8bc1\uff0c\u63a5\u53d7\u7b26\u5408\u6761\u4ef6\u7684\u90e8\u5206\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5728\u4fdd\u6301\u751f\u6210\u8d28\u91cf\u7684\u540c\u65f6\uff0c\u663e\u8457\u63d0\u5347\u63a8\u7406\u6548\u7387\uff0c\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\uff0c\u5df2\u6210\u4e3a\u5927\u89c4\u6a21\u5e94\u7528\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u5de5\u5177\u3002<\/section>\n<section><\/section>\n<section><strong>\u300c\u4e0d\u53ef\u884c\u300d\u5b9a\u7406<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u4e24\u6b21\u91cd\u52a0\u6743\u6846\u67b6\uff0c\u5206\u522b\u5bf9\u8349\u7a3f\u6a21\u578b\u548c\u76ee\u6807\u6a21\u578b\u7684\u8f93\u51fa\u5206\u5e03\u8fdb\u884c\u91cd\u52a0\u6743\u3002\u8fd9\u4e2a\u6846\u67b6\u5177\u6709\u5f88\u9ad8\u7684\u81ea\u7531\u5ea6\uff0c\u4e24\u6b21\u91cd\u52a0\u6743\u51fd\u6570\u53ef\u4ee5\u4e0d\u540c\uff0c\u9a8c\u8bc1\u7b97\u6cd5\u4e5f\u53ef\u4ee5\u4efb\u610f\u9009\u62e9\uff0c\u53ea\u8981\u6ee1\u8db3\u6700\u7ec8\u7b97\u6cd5\u4fdd\u6301\u8f93\u51fa\u6982\u7387\u5206\u5e03\uff0c\u4ece\u800c\u7ef4\u6301\u8f93\u51fa\u8d28\u91cf\u5373\u53ef\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6b64\u6846\u67b6\u4e0b\uff0c\u7814\u7a76\u8005\u4e25\u683c\u63cf\u8ff0\u5e76\u8bc1\u660e\u4e86\u4e00\u4e2a\u300c\u4e0d\u53ef\u884c\u300d\u5b9a\u7406\uff1a\u5f53\u8bcd\u6c47\u8868\u5927\u5c0f\u5927\u4e8e 2 \u65f6\uff0c\u4efb\u4f55\u8bd5\u56fe\u540c\u65f6\u4fdd\u6301\u6c34\u5370\u5f3a\u5ea6\u548c\u52a0\u901f\u6548\u679c\u7684\u65b9\u6cd5\u90fd\u5fc5\u7136\u4f7f\u7528\u4e24\u4e2a\u5e73\u51e1\u7684\u91cd\u52a0\u6743\u51fd\u6570\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-159998d9213e4675d31f7054a5fd7e1b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-159998d9213e4675d31f7054a5fd7e1b.png\"><\/a><\/section>\n<section>\u8fd9\u4e2a\u5b9a\u7406\u63ed\u793a\u4e86\u6c34\u5370\u5f3a\u5ea6\u548c\u6295\u673a\u91c7\u6837\u6548\u7387\u4e4b\u95f4\u5b58\u5728\u4e00\u4e2a\u4e0d\u53ef\u907f\u514d\u7684\u6743\u8861\uff0c\u5fc5\u987b\u5728\u4e24\u8005\u4e4b\u95f4\u505a\u51fa\u9009\u62e9\u3002\u4efb\u4f55\u6f5c\u5728\u7684\u65b9\u6cd5\u90fd\u65e0\u6cd5\u540c\u65f6\u8fbe\u5230\u5728\u4e0d\u8003\u8651\u52a0\u901f\u60c5\u51b5\u4e0b\u6700\u597d\u7684\u6c34\u5370\u6280\u672f\u7684\u68c0\u6d4b\u6548\u7387\uff0c\u548c\u5728\u4e0d\u8003\u8651\u6c34\u5370\u60c5\u51b5\u4e0b\u6700\u597d\u7684\u6295\u673a\u6280\u672f\u7684\u52a0\u901f\u6548\u679c\u3002\u6b64\u7ed3\u679c\u4e5f\u4e3a\u672a\u6765\u7684\u7814\u7a76\u6307\u660e\u4e86\u65b9\u5411\uff1a\u5728\u8bbe\u8ba1\u65b0\u7b97\u6cd5\u65f6\u7814\u7a76\u8005\u9700\u8981\u8003\u8651\u8fd9\u4e2a\u7406\u8bba\u9650\u5236\uff0c\u6839\u636e\u5e94\u7528\u9700\u6c42\u5728\u4e24\u4e2a\u76ee\u6807\u4e4b\u95f4\u8fdb\u884c\u5e73\u8861\u3002<\/section>\n<section><\/section>\n<section><strong>\u4e24\u79cd\u7ed3\u5408\u65b9\u6cd5<\/strong><\/section>\n<section><\/section>\n<section>\u5373\u4fbf\u300c\u4e0d\u53ef\u884c\u300d\u5b9a\u7406\u63ed\u793a\u4e86\u6c34\u5370\u5f3a\u5ea6\u548c\u91c7\u6837\u6548\u7387\u4e4b\u95f4\u5b58\u5728\u4e0d\u53ef\u907f\u514d\u7684\u6743\u8861\uff0c\u6b64\u7814\u7a76\u7ed9\u51fa\u4e86\u4e24\u79cd\u5177\u4f53\u7684\u7ed3\u5408\u6c34\u5370\u548c\u6295\u673a\u91c7\u6837\u7684\u65b9\u6cd5\uff0c\u4f7f\u5f97\u5176\u5206\u522b\u6ee1\u8db3\u4ee5\u4e0b\u4e24\u70b9\u6027\u8d28\uff1a<\/section>\n<section><\/section>\n<section>1.\u00a0<strong>\u4fdd\u6301\u6c34\u5370\u5f3a\u5ea6\u7684\u65b9\u6cd5\u4f18\u5148\u786e\u4fdd\u6c34\u5370\u7684\u53ef\u68c0\u6d4b<\/strong><strong>\u6027\uff0c\u5373\u4f7f\u8fd9\u53ef\u80fd\u4f1a\u727a\u7272\u4e00\u5b9a\u7684\u91c7\u6837\u6548\u7387<\/strong>\u3002\u8fd9\u79cd\u65b9\u6cd5\u9996\u5148\u5bf9\u76ee\u6807\u6a21\u578b\u548c\u8349\u7a3f\u6a21\u578b\u7684\u8f93\u51fa\u6982\u7387\u5206\u5e03\u8fdb\u884c\u91cd\u52a0\u6743\u5e76\u4ece\u4e2d\u91c7\u6837\uff0c\u7136\u540e\u57fa\u4e8e\u4e24\u4e2a\u91cd\u52a0\u6743\u5206\u5e03\u8fdb\u884c\u6295\u673a\u91c7\u6837\u3002<\/section>\n<section><\/section>\n<section>2.\u00a0<strong>\u4fdd\u6301\u91c7\u6837\u6548\u7387\u7684\u65b9\u6cd5\u4f18\u5148\u4fdd\u8bc1\u751f\u6210\u901f\u5ea6\uff0c\u5373\u4f7f\u6c34\u5370\u7684\u5f3a\u5ea6\u53ef\u80fd\u6709\u6240\u964d\u4f4e<\/strong>\u3002\u8fd9\u79cd\u65b9\u6cd5\u4ecd\u7136\u5bf9\u76ee\u6807\u6a21\u578b\u548c\u8349\u7a3f\u6a21\u578b\u7684\u8f93\u51fa\u6982\u7387\u5206\u5e03\u8fdb\u884c\u91cd\u52a0\u6743\u5e76\u4ece\u4e2d\u91c7\u6837\uff0c\u4f46\u63a5\u4e0b\u6765\u57fa\u4e8e\u4e24\u4e2a\u672a\u7ecf\u8fc7\u91cd\u52a0\u6743\u7684\u5206\u5e03\u8fdb\u884c\u6295\u673a\u91c7\u6837\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e24\u79cd\u65b9\u6cd5\u4f53\u73b0\u4e86\u4e0d\u540c\u7684\u53d6\u820d\uff0c\u4f7f\u7528\u8005\u53ef\u4ee5\u6839\u636e\u5177\u4f53\u5e94\u7528\u573a\u666f\u548c\u9700\u6c42\u8fdb\u884c\u9009\u62e9\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u4eba\u5458\u5728\u591a\u79cd\u6587\u672c\u751f\u6210\u4efb\u52a1\u4ee5\u53ca\u591a\u79cd\u8bed\u8a00\u6a21\u578b\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002\u4ed6\u4eec\u5f15\u5165\u4e86\u4e24\u4e2a\u6307\u6807\uff1a\u5e73\u5747\u6bcf\u6b65\u63a5\u53d7\u7684 token \u6570\uff08AATPS\uff09\u8861\u91cf\u6295\u673a\u91c7\u6837\u6548\u7387\uff0c\u6bcf\u4e2a token \u7684\u5e73\u5747\u8d1f\u5bf9\u6570 P \u503c\uff08ANLPPT\uff09\u8861\u91cf\u6c34\u5370\u5f3a\u5ea6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-70f7ab29c4d0a02e44379540ee3bfe17.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-70f7ab29c4d0a02e44379540ee3bfe17.png\"><\/a><\/section>\n<section>\u5b9e\u9a8c\u7ed3\u679c\u9a8c\u8bc1\u4e86\u7406\u8bba\u5206\u6790\u7684\u6b63\u786e\u6027\uff0c\u8bc1\u5b9e\u4e86\u6c34\u5370\u5f3a\u5ea6\u548c\u91c7\u6837\u6548\u7387\u4e4b\u95f4\u786e\u5b9e\u5b58\u5728\u6743\u8861\u3002\u4fdd\u6301\u6c34\u5370\u5f3a\u5ea6\u7684\u65b9\u6cd5\u5728\u6c34\u5370\u5f3a\u5ea6\u4e0a\u4e0e\u4f20\u7edf\u65e0\u504f\u6c34\u5370\u65b9\u6cd5\u76f8\u5f53\uff0c\u4f46\u91c7\u6837\u6548\u7387\u76f8\u6bd4\u539f\u59cb\u6295\u673a\u91c7\u6837\u65b9\u6cd5\u6709\u6240\u4e0b\u964d\uff1b\u4fdd\u6301\u91c7\u6837\u6548\u7387\u7684\u65b9\u6cd5\u5728\u91c7\u6837\u6548\u7387\u4e0a\u4e0e\u539f\u59cb\u6295\u673a\u91c7\u6837\u65b9\u6cd5\u76f8\u5f53\uff0c\u4f46\u6c34\u5370\u5f3a\u5ea6\u6709\u660e\u663e\u964d\u4f4e\u3002\u8fd9\u8868\u660e\u6839\u636e\u5b9e\u9645\u9700\u6c42\uff0c\u53ef\u4ee5\u9009\u62e9\u4f18\u5148\u4fdd\u8bc1\u6c34\u5370\u5f3a\u5ea6\u6216\u91c7\u6837\u6548\u7387\u7684\u7b56\u7565\u3002<\/section>\n<section><\/section>\n<section><strong>\u603b\u7ed3<\/strong><\/section>\n<section><\/section>\n<section>\u6b64\u7814\u7a76\u4ece\u7406\u8bba\u89d2\u5ea6\u8bc1\u660e\u4e86\u6c34\u5370\u53ef\u68c0\u6d4b\u6027\u548c\u6295\u673a\u91c7\u6837\u6548\u7387\u4e4b\u95f4\u5b58\u5728\u6839\u672c\u51b2\u7a81\uff0c\u8fd9\u79cd\u51b2\u7a81\u5e76\u4e0d\u4ec5\u9650\u4e8e\u73b0\u5728\u5df2\u6709\u7684\u65b9\u6cd5\uff0c\u800c\u662f\u4e00\u4e2a\u666e\u904d\u89c4\u5f8b\u3002\u9274\u4e8e\u6295\u673a\u91c7\u6837\u5df2\u7ecf\u6210\u4e3a\u964d\u4f4e\u63a8\u7406\u6210\u672c\u4e0d\u53ef\u6216\u7f3a\u7684\u5de5\u5177\uff0c\u9ad8\u53ef\u68c0\u6d4b\u6c34\u5370\u7cfb\u7edf\u5e26\u6765\u7684\u63a8\u7406\u6210\u672c\u589e\u52a0\u5728\u672a\u6765\u5c06\u6301\u7eed\u5b58\u5728\u3002<\/section>\n<section><\/section>\n<section>\u5c06\u6c34\u5370\u6280\u672f\u4e0e\u6295\u673a\u91c7\u6837\u7ed3\u5408\u8fd9\u4e2a\u884c\u4e3a\u867d\u7136\u53ef\u4ee5\u8ba9\u6c34\u5370\u66f4\u63a5\u8fd1\u5b9e\u7528\uff0c\u4f46\u540c\u65f6\u4e5f\u53ef\u80fd\u5e26\u6765\u4e00\u4e9b\u4f26\u7406\u95ee\u9898\uff0c\u5982\u672a\u7ecf\u62ab\u9732\u7684\u8ddf\u8e2a\u884c\u4e3a\u3002\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u4eba\u4eec\u5e94\u5f53\u8c28\u614e\u3001\u5408\u4e4e\u4f26\u7406\u5730\u5e94\u7528\u65e0\u504f\u6c34\u5370\u65b9\u6cd5\uff0c\u5e76\u5411\u7528\u6237\u660e\u786e\u8bf4\u660e\u5176\u5b58\u5728\uff0c\u5de5\u4f5c\u539f\u7406\u548c\u610f\u4e49\u3002<\/section>\n<section><\/section>\n<section><sup>[1] Unbiased Watermark for Large Language Models<\/sup><\/section>\n<section><sup>[2] Fast Inference from Transformers via Speculative Decoding\u00a0<\/sup><\/section>\n<section><sup>[3] Accelerating Large Language Model Decoding with Speculative Sampling <\/sup><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-21-3\" target=\"_blank\">NeurIPS 2024 | \u6c34\u5370\u4e0e\u9ad8\u6548\u63a8\u7406\u5982\u4f55\u4e24\u5168\u5176\u7f8e\uff1f\u6700\u65b0\u7406\u8bba\uff1a\u8fd9\u505a\u4e0d\u5230<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:NeurIPS 202 [&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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