{"id":6538,"date":"2025-10-07T20:56:24","date_gmt":"2025-10-07T12:56:24","guid":{"rendered":"https:\/\/infernews.com\/?p=6538"},"modified":"2025-10-07T20:56:26","modified_gmt":"2025-10-07T12:56:26","slug":"vchain-%e6%8e%a8%e7%90%86%e6%99%82%e9%96%93%e8%a6%96%e8%a6%ba%e6%80%9d%e7%b6%ad%e9%8f%88","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/vchain-%e6%8e%a8%e7%90%86%e6%99%82%e9%96%93%e8%a6%96%e8%a6%ba%e6%80%9d%e7%b6%ad%e9%8f%88\/","title":{"rendered":"VChain \u63a8\u7406\u6642\u9593\u8996\u89ba\u601d\u7dad\u93c8"},"content":{"rendered":"\n<p>\u8fd1\u671f\u7684\u5f71\u7247\u751f\u6210\u6a21\u578b\u5df2\u80fd\u7522\u751f\u6d41\u66a2\u4e14\u5177\u8996\u89ba\u5438\u5f15\u529b\u7684\u5f71\u7247\u7247\u6bb5\uff0c\u4f46\u5728\u7d50\u5408\u8907\u96dc\u52d5\u614b\u8207\u9023\u8cab\u7684\u4e8b\u4ef6\u56e0\u679c\u4e0a\u4ecd\u7136\u9762\u81e8\u6311\u6230\u3002\u5982\u4f55\u6e96\u78ba\u5efa\u6a21\u96a8\u6642\u9593\u8b8a\u5316\u7684\u8996\u89ba\u7d50\u679c\u8207\u72c0\u614b\uff0c\u4f9d\u7136\u662f\u6838\u5fc3\u96e3\u984c\u3002<\/p>\n\n\n\n<p>\u76f8\u5c0d\u800c\u8a00\uff0c\u5927\u578b\u8a9e\u8a00\u8207\u591a\u6a21\u614b\u6a21\u578b\uff08\u5982 GPT-4o\uff09\u5c55\u73fe\u51fa\u5f37\u5927\u7684\u8996\u89ba\u72c0\u614b\u63a8\u7406\u8207\u672a\u4f86\u9810\u6e2c\u80fd\u529b\u3002\u70ba\u4e86\u7d50\u5408\u9019\u4e9b\u512a\u52e2\uff0c<a href=\"https:\/\/github.com\/Eyeline-Labs\/VChain\">VChain<\/a> \u662f\u4e00\u7a2e\u65b0\u7a4e\u7684\u300c\u63a8\u7406\u6642\u9593\u8996\u89ba\u601d\u7dad\u93c8\u300d\u6846\u67b6\u3002VChain \u5c07\u591a\u6a21\u614b\u6a21\u578b\u7684\u8996\u89ba\u63a8\u7406\u4fe1\u865f\uff0c\u6ce8\u5165\u5f71\u7247\u751f\u6210\u904e\u7a0b\u4e2d\uff0c\u4ee5\u589e\u5f37\u751f\u6210\u6a21\u578b\u7684\u63a8\u7406\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n<p>\u5177\u9ad4\u800c\u8a00\uff0c<a href=\"https:\/\/github.com\/Eyeline-Labs\/VChain\">VChain<\/a> \u5305\u542b\u4e00\u500b\u5c08\u7528\u7ba1\u7dda\uff0c\u5229\u7528\u5927\u578b\u591a\u6a21\u614b\u6a21\u578b\u751f\u6210\u4e00\u7d44\u7a00\u758f\u7684\u95dc\u9375\u5e40\u4f5c\u70ba\u4e8b\u4ef6\u5feb\u7167\uff0c\u4e26\u5728\u9019\u4e9b\u95dc\u9375\u6642\u523b\u6307\u5c0e\u9810\u8a13\u7df4\u5f71\u7247\u751f\u6210\u5668\u9032\u884c\u7a00\u758f\u63a8\u7406\u6642\u9593\u8abf\u6574\u3002\u9019\u7a2e\u8a2d\u8a08\u4f7f\u8abf\u6574\u904e\u7a0b\u9ad8\u6548\u3001\u958b\u92b7\u6975\u4f4e\uff0c\u4e14\u7121\u9700\u5bc6\u96c6\u76e3\u7763\u3002<\/p>\n\n\n<figure class=\"wp-block-embed-youtube wp-block-embed is-type-video is-provider-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"lyte-wrapper\" title=\"VChain: Chain-of-Visual-Thought for Reasoning in Video Generation\" style=\"width:853px;max-width:100%;margin:5px auto;\"><div class=\"lyMe\" id=\"WYL_HV4uAHJwt1k\" itemprop=\"video\" itemscope itemtype=\"https:\/\/schema.org\/VideoObject\"><div><meta itemprop=\"thumbnailUrl\" content=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FHV4uAHJwt1k%2Fhqdefault.jpg\" \/><meta itemprop=\"embedURL\" content=\"https:\/\/www.youtube.com\/embed\/HV4uAHJwt1k\" \/><meta itemprop=\"duration\" content=\"PT2M1S\" \/><meta itemprop=\"uploadDate\" content=\"2025-10-05T02:54:13Z\" \/><\/div><div id=\"lyte_HV4uAHJwt1k\" data-src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FHV4uAHJwt1k%2Fhqdefault.jpg\" class=\"pL\"><div class=\"tC\"><div class=\"tT\" itemprop=\"name\">VChain: Chain-of-Visual-Thought for Reasoning in Video Generation<\/div><\/div><div class=\"play\"><\/div><div class=\"ctrl\"><div class=\"Lctrl\"><\/div><div class=\"Rctrl\"><\/div><\/div><\/div><noscript><a href=\"https:\/\/youtu.be\/HV4uAHJwt1k\" rel=\"nofollow\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/plugins\/wp-youtube-lyte\/lyteCache.php?origThumbUrl=https%3A%2F%2Fi.ytimg.com%2Fvi%2FHV4uAHJwt1k%2F0.jpg\" alt=\"VChain: Chain-of-Visual-Thought for Reasoning in Video Generation\" width=\"853\" height=\"460\" \/><br \/>Watch this video on YouTube<\/a><\/noscript><meta itemprop=\"description\" content=\"Recent video generation models can produce smooth and visually appealing clips, but they often struggle to synthesize complex dynamics with a coherent chain of consequences. Accurately modeling visual outcomes and state transitions over time remains a core challenge. In contrast, large language and multimodal models (e.g., GPT-4o) exhibit strong visual state reasoning and future prediction capabilities. To bridge these strengths, we introduce VChain, a novel inference-time chain-of-visual-thought framework that injects visual reasoning signals from multimodal models into video generation. Specifically, VChain contains a dedicated pipeline that leverages large multimodal models to generate a sparse set of critical keyframes as snapshots, which are then used to guide the sparse inference-time tuning of a pre-trained video generator only at these key moments. Our approach is tuning-efficient, introduces minimal overhead and avoids dense supervision. Extensive experiments on complex, multi-step scenarios show that VChain significantly enhances the quality of generated videos.\"><\/div><\/div><div class=\"lL\" style=\"max-width:100%;width:853px;margin:5px auto;\"><\/div><figcaption><\/figcaption><\/figure>","protected":false},"excerpt":{"rendered":"<p>\u8fd1\u671f\u7684\u5f71\u7247\u751f\u6210\u6a21\u578b\u5df2\u80fd\u7522\u751f\u6d41\u66a2\u4e14\u5177\u8996\u89ba\u5438\u5f15\u529b\u7684\u5f71\u7247\u7247\u6bb5\uff0c\u4f46\u5728\u7d50\u5408\u8907\u96dc\u52d5\u614b\u8207\u9023\u8cab\u7684\u4e8b\u4ef6\u56e0\u679c\u4e0a\u4ecd\u7136\u9762\u81e8\u6311\u6230\u3002\u5982\u4f55\u6e96\u78ba\u5efa\u6a21\u96a8\u6642\u9593\u8b8a\u5316\u7684\u8996\u89ba\u7d50\u679c\u8207\u72c0\u614b\uff0c\u4f9d\u7136\u662f\u6838\u5fc3\u96e3\u984c\u3002 \u76f8\u5c0d\u800c\u8a00\uff0c\u5927\u578b\u8a9e\u8a00\u8207\u591a\u6a21\u614b\u6a21\u578b\uff08\u5982 GPT-4o\uff09\u5c55\u73fe\u51fa\u5f37\u5927\u7684\u8996\u89ba\u72c0\u614b\u63a8\u7406\u8207\u672a\u4f86\u9810\u6e2c\u80fd\u529b\u3002\u70ba\u4e86\u7d50\u5408\u9019\u4e9b\u512a\u52e2\uff0cVChain \u662f\u4e00\u7a2e\u65b0\u7a4e\u7684\u300c\u63a8\u7406\u6642\u9593\u8996\u89ba\u601d\u7dad\u93c8\u300d\u6846\u67b6\u3002VChain \u5c07\u591a\u6a21\u614b\u6a21\u578b\u7684\u8996\u89ba\u63a8\u7406\u4fe1\u865f\uff0c\u6ce8\u5165\u5f71\u7247\u751f\u6210\u904e\u7a0b\u4e2d\uff0c\u4ee5\u589e\u5f37\u751f\u6210\u6a21\u578b\u7684\u63a8\u7406\u4e00\u81f4\u6027\u3002 \u5177\u9ad4\u800c\u8a00\uff0cVChain \u5305\u542b\u4e00\u500b\u5c08\u7528\u7ba1\u7dda\uff0c\u5229\u7528\u5927\u578b\u591a\u6a21\u614b\u6a21\u578b\u751f\u6210\u4e00\u7d44\u7a00\u758f\u7684\u95dc\u9375\u5e40\u4f5c\u70ba\u4e8b\u4ef6\u5feb\u7167\uff0c\u4e26\u5728\u9019\u4e9b\u95dc\u9375\u6642\u523b\u6307\u5c0e\u9810\u8a13\u7df4\u5f71\u7247\u751f\u6210\u5668\u9032\u884c\u7a00\u758f\u63a8\u7406\u6642\u9593\u8abf\u6574\u3002\u9019\u7a2e\u8a2d\u8a08\u4f7f\u8abf\u6574\u904e\u7a0b\u9ad8\u6548\u3001\u958b\u92b7\u6975\u4f4e\uff0c\u4e14\u7121\u9700\u5bc6\u96c6\u76e3\u7763\u3002<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"googlesitekit_rrm_CAowvqSiDA:productID":"","footnotes":""},"categories":[141,133],"tags":[],"class_list":["post-6538","post","type-post","status-publish","format-standard","hentry","category-141","category-133"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/6538","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=6538"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/6538\/revisions"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=6538"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=6538"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=6538"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}