{"id":39665,"date":"2025-03-27T02:02:22","date_gmt":"2025-03-26T18:02:22","guid":{"rendered":"https:\/\/17aitech.com\/?p=39665"},"modified":"2025-03-27T02:02:22","modified_gmt":"2025-03-26T18:02:22","slug":"%e8%a7%86%e9%a2%91%e7%94%9f%e6%88%90%e7%9a%84%e6%b5%8b%e8%af%95%e6%97%b6scaling%e6%97%b6%e5%88%bb%ef%bc%81%e6%b8%85%e5%8d%8e%e5%bc%80%e6%ba%90video-t1%ef%bc%8c%e6%97%a0%e9%9c%80%e9%87%8d%e6%96%b0","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39665","title":{"rendered":"\u89c6\u9891\u751f\u6210\u7684\u6d4b\u8bd5\u65f6Scaling\u65f6\u523b\uff01\u6e05\u534e\u5f00\u6e90Video-T1\uff0c\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u8ba9\u6027\u80fd\u98d9\u5347"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-03-26-3\" target=\"_blank\">\u89c6\u9891\u751f\u6210\u7684\u6d4b\u8bd5\u65f6Scaling\u65f6\u523b\uff01\u6e05\u534e\u5f00\u6e90Video-T1\uff0c\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u8ba9\u6027\u80fd\u98d9\u5347<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ed4c05ef746c2ef1d881e028fc16e97e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-ed4c05ef746c2ef1d881e028fc16e97e.png\"><\/a><\/section>\n<section>\u89c6\u9891\u4f5c\u4e3a\u5305\u542b\u5927\u91cf\u65f6\u7a7a\u4fe1\u606f\u548c\u8bed\u4e49\u7684\u5a92\u4ecb\uff0c\u5bf9\u4e8e AI \u7406\u89e3\u3001\u6a21\u62df\u73b0\u5b9e\u4e16\u754c\u81f3\u5173\u91cd\u8981\u3002\u89c6\u9891\u751f\u6210\u4f5c\u4e3a\u751f\u6210\u5f0f AI \u7684\u4e00\u4e2a\u91cd\u8981\u65b9\u5411\uff0c\u5176\u6027\u80fd\u76ee\u524d\u4e3b\u8981<strong>\u901a\u8fc7\u589e\u5927\u57fa\u7840\u6a21\u578b<\/strong>\u7684\u53c2\u6570\u91cf\u548c\u9884\u8bad\u7ec3\u6570\u636e\u5b9e\u73b0\u63d0\u5347\uff0c\u66f4\u5927\u7684\u6a21\u578b\u662f\u66f4\u597d\u8868\u73b0\u7684\u57fa\u7840\uff0c\u4f46\u540c\u65f6\u4e5f\u610f\u5473\u7740<strong>\u66f4\u82db\u523b\u7684\u8ba1\u7b97\u8d44\u6e90\u9700\u6c42<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u53d7\u5230 Test-Time Scaling \u5728 LLM \u4e2d\u7684\u5e94\u7528\u542f\u53d1\uff0c<strong>\u6765\u81ea\u6e05\u534e\u5927\u5b66\u3001\u817e\u8baf\u7684\u7814\u7a76\u56e2\u961f\u9996\u6b21\u5bf9\u89c6\u9891\u751f\u6210\u7684 Test-Time Scaling \u8fdb\u884c\u63a2\u7d22<\/strong>\uff0c\u8868\u660e\u4e86\u89c6\u9891\u751f\u6210\u4e5f\u80fd\u591f\u8fdb\u884c Test-Time Scaling \u4ee5\u63d0\u5347\u6027\u80fd\uff0c\u5e76\u63d0\u51fa\u9ad8\u6548\u7684 Tree-of-Frames \u65b9\u6cd5\u62d3\u5c55\u8fd9\u4e00 Scaling \u8303\u5f0f\u3002<\/section>\n<section><\/section>\n<section>\u76ee\u524d\uff0c\u8fd9\u9879\u5de5\u4f5c\u7684\u4ee3\u7801\u5df2\u7ecf\u5f00\u6e90\uff0c\u611f\u5174\u8da3\u7684\u5c0f\u4f19\u4f34\u53ef\u4ee5\u5f00 Issue \u63d0\u95ee\uff0c\u4e5f\u6b22\u8fce\u5171\u540c\u63a2\u7d22\u89c6\u9891\u548c\u591a\u6a21\u6001\u751f\u6210\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-7b4c0d6609f5ceca9f419943e4dfa743.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-7b4c0d6609f5ceca9f419943e4dfa743.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aVideo-T1: Test-Time Scaling for Video Generation<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2503.18942<\/p>\n<\/li>\n<li>\n<p>Github \u4ed3\u5e93: https:\/\/github.com\/liuff19\/Video-T1\u00a0<\/p>\n<\/li>\n<li>\n<p>\u9879\u76ee\u4e3b\u9875: https:\/\/liuff19.github.io\/Video-T1\/<\/p>\n<\/li>\n<\/ul>\n<section><strong><a href=\"https:\/\/mp.weixin.qq.com\/s\/HtJHXGgTAhi-uBWSsgqOKQ\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2f0159182adb4d32fdb9d3c0be6bb60f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-2f0159182adb4d32fdb9d3c0be6bb60f.png\"><\/a><\/a>\u89c6\u9891\u751f\u6210\u7684 Test-Time Scaling \u8303\u5f0f<\/strong><\/section>\n<section><\/section>\n<section>\u7ee7 DeepSeek-R1 \u7206\u7ea2\u540e\uff0c\u5728\u89c6\u89c9 \/ \u591a\u6a21\u6001\u7b49\u4e0d\u540c\u9886\u57df\u90fd\u6d8c\u73b0\u4e86\u5927\u91cf Test-Time Scaling (TTS) \u7814\u7a76\uff0cVideo-T1 \u5219\u662f\u9996\u6b21\u5c06 Test-Time Scaling \u5f15\u5165\u89c6\u9891\u751f\u6210\u9886\u57df\uff0c\u7a81\u7834\u4e86\u4f20\u7edf\u65b9\u5f0f Scaling up \u89c6\u9891\u6a21\u578b\u9700\u8981\u5927\u91cf\u8d44\u6e90\u91cd\u65b0\u8bad\u7ec3\u6216\u663e\u8457\u6269\u5927\u6a21\u578b\u89c4\u6a21\u7684\u5c40\u9650\u6027\u3002<\/section>\n<section><\/section>\n<section><strong>\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u589e\u52a0\u63a8\u7406\u9636\u6bb5\u8ba1\u7b97\u6765\u663e\u8457\u63d0\u5347\u89c6\u9891\u751f\u6210\u8d28\u91cf\uff0c\u5728 VBench \u4e0a\u5b9e\u73b0\u4e86\u6700\u9ad8 5.86% \u7684\u603b\u5206\u63d0\u5347\uff0c\u540c\u65f6\u53d1\u73b0\u6a21\u578b\u80fd\u529b\u968f\u7740\u63a8\u7406\u9636\u6bb5\u9009\u53d6\u7684\u6837\u672c\u6570\u76ee\u589e\u52a0\u800c\u589e\u957f\uff0c\u4f53\u73b0\u51fa\u6301\u7eed Scale Up \u7684\u7279\u6027<\/strong>\u3002<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3e95964bd9e29af916aeabcfb4facdd1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-3e95964bd9e29af916aeabcfb4facdd1.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u89c6\u9891\u751f\u6210Test-Time Scaling\u7684\u5b9e\u9a8c\u7ed3\u679c<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u521b\u65b0\u6027\u5730\u5c06\u89c6\u9891\u751f\u6210\u4e2d\u7684 Test-Time Scaling \u95ee\u9898\u5efa\u6a21\u4e3a<strong>\u4ece\u9ad8\u65af\u566a\u58f0\u7a7a\u95f4\u5230\u76ee\u6807\u89c6\u9891\u5206\u5e03\u7684\u8f68\u8ff9\u641c\u7d22\u95ee\u9898<\/strong>\uff0c\u4e3a\u4f18\u5316\u89c6\u9891\u751f\u6210\u5f15\u5165\u4e86\u65b0\u7684\u7406\u8bba\u6846\u67b6\u3002\u540c\u65f6\u6784\u9020\u4e86\u968f\u673a\u7ebf\u6027\u641c\u7d22\u4f5c\u4e3a Test-Time Scaling \u7684\u57fa\u7840\u5b9e\u73b0\u65b9\u5f0f\uff0c\u5373\u968f\u673a\u5730\u53d6\u6837\u591a\u4e2a\u89c6\u9891\u751f\u6210\u6837\u672c\uff0c\u5229\u7528 VLM \u8fdb\u884c\u8bc4\u5206\u9009\u51fa\u6700\u4f18\u7684\u89c6\u9891\u6837\u672c\u4f5c\u4e3a\u8f93\u51fa\u3002<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f77bdc3af50f74c78d7cfad3bd23c08a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-f77bdc3af50f74c78d7cfad3bd23c08a.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u968f\u673a\u7ebf\u6027\u641c\u7d22\u7684\u7b97\u6cd5<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>Tree-of-Frames \u65b9\u6cd5\u63d0\u5347\u63a8\u7406\u6548\u7387<\/strong><\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u968f\u673a\u7ebf\u6027\u641c\u7d22\u7684\u590d\u6742\u5ea6\u8f83\u9ad8\uff0c\u9700\u8981\u8f83\u591a\u7684\u63a8\u7406\u65f6\u8ba1\u7b97\uff0c\u7814\u7a76\u56e2\u961f\u53d1\u73b0\uff0c\u8bb8\u591a\u89c6\u9891\u5728\u751f\u6210\u7684\u8fc7\u7a0b\u4e2d\u5c31\u4f1a\u51fa\u73b0\u5185\u5bb9\u4e0e\u63d0\u793a\u8bcd\u4e0d\u5bf9\u5e94\u6216\u8005\u4e0d\u7b26\u5408\u73b0\u5b9e\u89c4\u5f8b\u7b49\u8bf8\u591a\u95ee\u9898\uff0c\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u9ad8\u641c\u7d22\u901f\u5ea6\u548c\u89c6\u9891\u8d28\u91cf\uff0c<strong>\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86\u300c\u5e27\u6811\u300d\uff08Tree-of-Frames, ToF\uff09\uff0c\u901a\u8fc7\u81ea\u9002\u5e94\u6269\u5c55\u548c\u4fee\u526a\u89c6\u9891\u5206\u652f\uff0c\u5728\u8ba1\u7b97\u6210\u672c\u4e0e\u751f\u6210\u8d28\u91cf\u95f4\u5b9e\u73b0\u52a8\u6001\u5e73\u8861<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u7c7b\u4f3c\u4e8e\u5728\u63a8\u7406\u6a21\u578b\u4e2d\u4f7f\u7528 score model\uff0c\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4f7f\u7528<strong>\u6d4b\u8bd5\u65f6\u9a8c\u8bc1\u5668\uff08test-time verifiers\uff09<\/strong>\u8bc4\u4f30\u4e2d\u95f4\u7ed3\u679c\u8d28\u91cf\uff0c\u5e76\u7ed3\u5408\u542f\u53d1\u5f0f\u7b97\u6cd5\u9ad8\u6548\u5bfc\u822a\u641c\u7d22\u7a7a\u95f4\uff0c\u5728\u89c6\u9891\u751f\u6210\u7684\u9002\u5f53\u4f4d\u7f6e\u8fdb\u884c\u8bc4\u4f30\uff0c\u9009\u53d6\u7b26\u5408\u8981\u6c42\u7684\u751f\u6210\u8f68\u8ff9\uff0c\u663e\u8457\u63d0\u5347\u751f\u6210\u6548\u7387\u548c\u8d28\u91cf\u3002<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-0a833a72625ac71b23a70c08b3e7d902.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-0a833a72625ac71b23a70c08b3e7d902.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u7814\u7a76\u56e2\u961f\u63d0\u51fa\u7684 Tree-of-Frames \u7b97\u6cd5<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u76f8\u6bd4\u4e8e\u76f4\u63a5\u8fdb\u884c\u968f\u673a\u7ebf\u6027\u641c\u7d22\uff0cTree-of-Frames \u65b9\u6cd5\u80fd\u591f\u5728\u53d6\u5f97\u76f8\u540c\u6548\u679c\u7684\u60c5\u51b5\u4e0b\u663e\u8457\u63d0\u9ad8\u641c\u7d22\u6548\u7387\uff0c\u964d\u4f4e\u89c6\u9891\u6a21\u578b\u7684\u63a8\u7406\u8ba1\u7b97\u9700\u6c42\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u901a\u8fc7\u6bd4\u8f83\u4e0d\u540c Test-Time Scaling \u65b9\u6cd5\u548c\u4e0d\u540c\u6837\u672c\u6570\u91cf\u5bf9\u5e94\u7684 Number of Function Evaluations (NFE) \u53ca\u5bf9\u5e94\u7684\u8868\u73b0\uff0c\u53d1\u73b0\u4f7f\u7528 Tree-of-Frames \u65b9\u6cd5\u80fd\u591f\u5728\u76f8\u540c NFE \u7684\u60c5\u51b5\u4e0b\u66f4\u4e3a\u663e\u8457\u5730\u63d0\u9ad8\u89c6\u9891\u8868\u73b0\u3002<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-cf015cef0a1645f96da239a3beaeeaa0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-cf015cef0a1645f96da239a3beaeeaa0.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u4e0d\u540c\u6a21\u578b\u4e0b Tree-of-Frames \u4e0e\u968f\u673a\u7ebf\u6027\u641c\u7d22\u6548\u679c\u5bf9\u6bd4<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u9009\u53d6\u4e86\u4e09\u79cd\u89c6\u9891\u751f\u6210\u6a21\u578b\u5b9e\u73b0 Tree-of-Frames \u65b9\u6cd5\uff0c\u5e76\u8ba1\u7b97\u5176\u89c6\u9891\u6a21\u578b\u7684\u63a8\u7406\u8ba1\u7b97\u9700\u6c42\uff0c\u5728 VBench \u603b\u5206\u76f8\u540c\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u6bd4\u8f83\uff0c\u53d1\u73b0 Tree-of-Frames \u663e\u8457\u964d\u4f4e\u4e86\u89c6\u9891\u6a21\u578b\u63a8\u7406\u8ba1\u7b97\u91cf\u3002<\/section>\n<section><em><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-37ac7b91655e7bafe1dfae28283aa210.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/03\/frc-37ac7b91655e7bafe1dfae28283aa210.png\"><\/a><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 Tree-of-Frames \u65b9\u6cd5\u76f8\u6bd4\u4e8e\u968f\u673a\u7ebf\u6027\u641c\u7d22\u663e\u8457\u63d0\u9ad8\u4e86\u63a8\u7406\u6548\u7387<\/sup><\/em><\/section>\n<section><\/section>\n<section>\u6b64\u5916\uff0c\u7814\u7a76\u56e2\u961f\u6ce8\u610f\u5230<strong>\u9996\u5e27<\/strong>\u5bf9\u4e8e\u89c6\u9891\u6574\u4f53\u662f\u5426\u5bf9\u9f50\u5f71\u54cd\u8f83\u5927\uff0c\u89c6\u9891\u7684\u524d\u4e2d\u540e\u90e8\u5206\u5b58\u5728\u4e00\u5b9a\u7a0b\u5ea6<strong>\u4e0d\u540c\u7684\u63d0\u793a\u8bcd\u5bf9\u9f50\u9700\u6c42<\/strong>\uff0c\u56e0\u6b64\u5229\u7528\u5355\u5e27\u7684\u56fe\u7247\u751f\u6210\u601d\u7ef4\u94fe (Image Generation Chain-of-Thought) \u548c\u5c42\u6b21\u5316\u63d0\u793a\u8bcd (Hierarchical 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