BranchesTags

Latest commit

History

20 Commits

Folders and files

NameName
Last commit message
Last commit date
README.md
README.md

Repository files navigation

📰 Media Coverage

🎬 YouTube (16 videos)

#Channel / Title
1VBVR: Massive Dataset for Video Reasoning
2[Podcast] AI Videos Don't Make Sense Yet
3VBVR WAN 2.2 New AI Model For Video Reasoning and Analysis
4VBVR-Wan2.2 Explained: Fine-Tuned Wan 2.2 for Verifiable Video Manipulation and Scene Logic
5AI Videos Don't Make Sense Yet
6Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR (T8 ComfyUI教程)
7A Very Big Video Reasoning Suite (Feb 2026)
8How to Add Reasoning to WAN 2.2 (VBVR LoRA Tutorial for Smarter Video Generation)
9🔥 This 1M Video Dataset Changes EVERYTHING For AI Reasoning
10프롬프트로 배우는 WAN2.2 모델워킹동영상 제작 (VBVR + LoRA, ComfyUI)
11Realtime AI waifus, Qwen 3.5, persistent memory — AI NEWS
12No More Broken Physics in AI Videos! The VBVR Benchmark is Here to Test AI's "IQ."
13AI Finally Has a Brain! VBVR × Wan2.2 Remix: Massive Boost to AI Video Physical Logic
14Wan 2.2双LoRA增强更新：UnifiedReward + VBVR，一键启动测试镜像分享
15A Very Big Video Reasoning Suite
16A Very Big Video Reasoning Suite

💼 LinkedIn (21 posts)

#Post
1VBVR / ComfyUI (@grury)
2Paper Page: A Very Big Video Reasoning Suite (@encryptedpedro)
3Video Reason with Wan 2.2 (@luka-tisler)
4Group Post #4
5A Very Big Video Reasoning Suite (@kartikmat)
6A Very Big Video Reasoning Suite (@nishantha-ruwan)
7Group Post #7
8The AI Morning Read: Feb 24, 2026 (@garryosborne)
9AI / VBVR (@suwoongsik)
10#VideoReasoning #AIResearch #ComputerVision (@jerilkuriakose)
11"Video models have become visually impressive..." (@mohamed-ben-adda)
12Hokin Deng (Author) 👤: "I am so glad..."
13"56 researchers across 32 institutions built..." (@minta-carlson)
14#VBVRTeser (@hazaneric)
15Top 3 Research Paper of the Week 🏅
16Daily Papers: "Video reasoning has been the missing piece..."
17"A recent research project called A Very..." (@augment3dink)
18Adding Reasoning to Wan 2.2 Video Generation
19#AI #MachineLearning #ComputerVision (@aloth)
20VBVR Story
21#AI #VideoReasoning #ComputerVision (@rakeshdwivedi)

🐦 X / Twitter (12 posts)

#Post
1@du_yilun (Author 👤)
2@AiquestAcademy
3@wildmindai
4@HuggingPapers (HF Official 🤗)
5@HuggingModels — VBVR-Wan2.2 release
6@Adhiguna_AIaaS
7@heynavtoor
8@MartinSzerment
9@rohanpaul_ai
10@_akhaliq (AI Papers Curator 📌)
11@socialwithaayan
12@TheAITimeline

📺 Bilibili (16 videos)

#标题
1【中配】Video-Reason With Wan 2.2 — AI视频推理突破性进展
2Ai动画216 — 开源视频武Bot时刻！A Very Big Video Reasoning Suite，"视觉质量优先"向"可控性优先"的范式转变！T8
3Video-Reason AI视频的突破性思考
4视频AI终于长脑子了！实测VBVR × Wan2.2 Remix：让AI视频的物理逻辑大幅提升
5「ComfyUI」AI视频模型新范式，懂推理的视频模型，VBVR实测+讲解
6「AI视频」UnifiedReward/VBVR对比测评，奖励LoRA哪家强，ComfyUI AI教程
7AI视频带脑子了！VBVR安装+详解！告别反常识画面，让AI视频更讲逻辑！
8Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR，复杂逻辑推理多方面提升 T8 ComfyUI教程
9开源模型不能打吗，VBVR-Wan2.2来了，电影级高保真质感 ComfyUI工作流模型分享
10ComfyUI LoRA系列 — VBVR
11Wan 2.2双LoRA增强更新：UnifiedReward提升画面美感，VBVR强化时空逻辑，一键启动镜像分享
12告别穿模和反重力！VBVR：一套给AI"增智慧"的终极物理考卷
13Wan2.2模型逻辑性增强
14AI视频开始懂物理了？VBVR推理模型实测：路径规划+光学反射，不再穿模！
15Wan2.2-SmoothMixV20-VBVR 图生视频，无限时长，8G显存可用，自动补帧
16VBVR视频生成推理，给视频生成推理插上大脑，webUI整合包

🎵 抖音 / Douyin (7 videos)

#标题
1Wan 2.2双LoRA增强更新：UnifiedReward提升画面美感，VBVR强化空间规律与时空逻辑，一键启动测试镜像分享
2Ai动画216 — 开源视频的武Bot时刻！A Very Big Video Reasoning Suite，"视觉质量优先"向"可控性优先"的范式转变！T8
3Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR，时间序列事件，道具交互，人类运动，复杂逻辑推理的多方面提升 T8 ComfyUI教程
4从精美图像到智能视频：人工智能的下一次飞跃 — VBVR-Dataset & VBVR-Bench 解析
5AI视频终于懂物理了！小球会绕路，光线会反射
6LTX2.3还香嘛？Wan2.2动态优化 VBVR
7AI影像编辑工具大爆发！NVIDIA也来凑热闹？

💬 WeChat Articles (18 posts)

#标题
1AI视频终于"长脑子"了！VBVR实测：Sora 2被按在地上摩擦
2VBVR：超大规模视频推理评测与数据集套件
3伯克利、南洋理工等发布VBVR：超大规模视频推理套件，揭秘视频生成模型的Scaling Law
4视频模型的推理能力到底差在哪？
5为视频注入"思考"的能力：VBVR如何开启视觉推理的规模化研究新范式
6100万条视频、200个推理任务：VBVR想让视频模型学会动脑子
7每日论文精选——VLM 多模态模型
8今日热门AI论文速递 | 2026年2月24日：移动端多模态、3D重建新突破与视频推理大基准
9AI视频终于不「智障」了！实测两个LoRA，动作逻辑直接起飞 — ComfyUI AI视频
10Paper Daily！视频推理迎来百万级训练集，VBVR刷新规模纪录
11视频模型跃迁！当UnifiedReward遇到VBVR，复杂逻辑推理多方面提升 T8 ComfyUI教程
12Agent红队11种失败模式，step级路由降本700倍
132月24日热门AI论文汇总
142026年03月02日热门模型洞察
15VBVR: 最强模型仅达人类37%；VLA设计空间12条关键发现 | HF论文日报 0224
16VBVR: 最强模型仅达人类37%；VLA设计空间12条关键发现 | HF论文日报 0224
17每日论文精选——AI创新应用
18200万样本、200任务：伯克利、NTU、CMU、斯坦福、约翰霍普金斯等机构联合推进"可验证视频推理"

📕 Xiaohongshu / RED (13 posts)

#标题
1懂推理的视频模型VBVR，测评+详解！
2上周最硬核论文Top 3
3告别穿模！这个AI视频模型真懂物理：会走迷宫
4视频推理新突破：超大VBVR数据集解析
5一百万条数据迎来视频推理时代的到来
6突破大模型视频推理！百万级开源套件发布
7视频模型会推理吗
8分享一个超大大大大的「视频推理」数据集
9Video-Reason研究团队开源VBVR视频推理模型
10200个任务、200万样本的视频推理数据集
11OpenClaw新版发布 — 四大升级亮点抢先看
12AI视频推理实现千倍突破，瞬间超越现有方法
13🔥 本周最火AI论文 | 2026.02.23~03.01

🇨🇳 Chinese Academic Community

SourceArticle / Link
🤗 HuggingFace Daily PapersA Very Big Video Reasoning Suite — Paper Page 🏅 #1 of Month
🤗 HuggingFacePapers of the Month — February 2026
📄 arXivA Very Big Video Reasoning Suite — PDF
📄 arXivA Very Big Video Reasoning Suite — HTML Full Text
📰 The DecoderVideo AI Models Hit a Reasoning Ceiling That More Training Data Alone Won't Fix
🧠 EmergentMindVBVR Paper Discussion
🧠 EmergentMindVBVR: Scalable Video Reasoning Benchmark — Video
✍️ alanhou.orgarXiv: A Very Big Video Reasoning Suite — Blog Summary
🔬 hyper.aiA Very Big Video Reasoning Suite — Paper Page
🔬 alphaXivA Very Big Video Reasoning Suite — Discussion
🎨 OpenArtA Very Big Video Reasoning Suite — Workflow
📘 FacebookVBVR Discussion — Group Post
🤗 HuggingFaceVBVR-Wan2.2 Model Card — 68.5% on VBVR-Bench 🥇
🤗 HuggingFaceVBVR-Wan2.2 Model Discussions
🏆 HuggingFace SpaceVBVR-Bench Leaderboard
💬 SlackOfficial VBVR Community
💻 GitHubVBVR-DataFactory Organization
🏛️ BAAIA Very Big Video Reasoning Suite — Paper page

About

Here is a documentation of all the media coverage on the VBVR project.

Resources

Readme
Activity
Custom properties

Stars

1 star

Watchers

0 watching

Forks

0 forks
Report repository

Releases

Packages

Contributors

, 'i'); if (__m === '*' || __re.test(location.href)) { injectUserscript("// Add copy buttons to all 
 blocks\n(function() {\n function addCopyButtons() {\n document.querySelectorAll('pre code').forEach(function(codeBlock) {\n if (codeBlock.parentElement.hasAttribute('data-copy-added')) return;\n codeBlock.parentElement.setAttribute('data-copy-added', 'true');\n \n var btn = document.createElement('button');\n btn.textContent = 'Copy';\n btn.style.cssText = 'position:absolute;top:4px;right:4px;padding:2px 8px;font-size:11px;background:#4ecdc4;border:none;border-radius:4px;color:#1a1a2e;cursor:pointer;opacity:0.7;transition:opacity 0.2s;';\n btn.onmouseover = function() { this.style.opacity = '1'; };\n btn.onmouseout = function() { this.style.opacity = '0.7'; };\n btn.onclick = function() {\n navigator.clipboard.writeText(codeBlock.textContent).then(function() {\n btn.textContent = 'Copied!';\n setTimeout(function() { btn.textContent = 'Copy'; }, 1500);\n });\n };\n codeBlock.parentElement.style.position = 'relative';\n codeBlock.parentElement.appendChild(btn);\n });\n }\n \n addCopyButtons();\n \n // Re-run on dynamic content\n var observer = new MutationObserver(addCopyButtons);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Add Copy Buttons to Code Blocks");
}
} catch(__e) { console.warn('[Userscript:Add Copy Buttons to Code Blocks]', __e); }
})();
(function(){
try {
var __m = "github.com";
var __re = new RegExp('^' + "github\\.com" + '

Skip to content
BranchesTags
Latest commit
History
20 Commits
Folders and files
NameName
Last commit message
Last commit date
README.md
README.md
Repository files navigation
📰 Media Coverage
🎬 YouTube (16 videos)
#Channel / Title
1VBVR: Massive Dataset for Video Reasoning
2[Podcast] AI Videos Don't Make Sense Yet
3VBVR WAN 2.2 New AI Model For Video Reasoning and Analysis
4VBVR-Wan2.2 Explained: Fine-Tuned Wan 2.2 for Verifiable Video Manipulation and Scene Logic
5AI Videos Don't Make Sense Yet
6Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR (T8 ComfyUI教程)
7A Very Big Video Reasoning Suite (Feb 2026)
8How to Add Reasoning to WAN 2.2 (VBVR LoRA Tutorial for Smarter Video Generation)
9🔥 This 1M Video Dataset Changes EVERYTHING For AI Reasoning
10프롬프트로 배우는 WAN2.2 모델워킹동영상 제작 (VBVR + LoRA, ComfyUI)
11Realtime AI waifus, Qwen 3.5, persistent memory — AI NEWS
12No More Broken Physics in AI Videos! The VBVR Benchmark is Here to Test AI's "IQ."
13AI Finally Has a Brain! VBVR × Wan2.2 Remix: Massive Boost to AI Video Physical Logic
14Wan 2.2双LoRA增强更新：UnifiedReward + VBVR，一键启动测试镜像分享
15A Very Big Video Reasoning Suite
16A Very Big Video Reasoning Suite
💼 LinkedIn (21 posts)
#Post
1VBVR / ComfyUI (@grury)
2Paper Page: A Very Big Video Reasoning Suite (@encryptedpedro)
3Video Reason with Wan 2.2 (@luka-tisler)
4Group Post #4
5A Very Big Video Reasoning Suite (@kartikmat)
6A Very Big Video Reasoning Suite (@nishantha-ruwan)
7Group Post #7
8The AI Morning Read: Feb 24, 2026 (@garryosborne)
9AI / VBVR (@suwoongsik)
10#VideoReasoning #AIResearch #ComputerVision (@jerilkuriakose)
11"Video models have become visually impressive..." (@mohamed-ben-adda)
12Hokin Deng (Author) 👤: "I am so glad..."
13"56 researchers across 32 institutions built..." (@minta-carlson)
14#VBVRTeser (@hazaneric)
15Top 3 Research Paper of the Week 🏅
16Daily Papers: "Video reasoning has been the missing piece..."
17"A recent research project called A Very..." (@augment3dink)
18Adding Reasoning to Wan 2.2 Video Generation
19#AI #MachineLearning #ComputerVision (@aloth)
20VBVR Story
21#AI #VideoReasoning #ComputerVision (@rakeshdwivedi)
🐦 X / Twitter (12 posts)
#Post
1@du_yilun (Author 👤)
2@AiquestAcademy
3@wildmindai
4@HuggingPapers (HF Official 🤗)
5@HuggingModels — VBVR-Wan2.2 release
6@Adhiguna_AIaaS
7@heynavtoor
8@MartinSzerment
9@rohanpaul_ai
10@_akhaliq (AI Papers Curator 📌)
11@socialwithaayan
12@TheAITimeline
📺 Bilibili (16 videos)
#标题
1【中配】Video-Reason With Wan 2.2 — AI视频推理突破性进展
2Ai动画216 — 开源视频武Bot时刻！A Very Big Video Reasoning Suite，"视觉质量优先"向"可控性优先"的范式转变！T8
3Video-Reason AI视频的突破性思考
4视频AI终于长脑子了！实测VBVR × Wan2.2 Remix：让AI视频的物理逻辑大幅提升
5「ComfyUI」AI视频模型新范式，懂推理的视频模型，VBVR实测+讲解
6「AI视频」UnifiedReward/VBVR对比测评，奖励LoRA哪家强，ComfyUI AI教程
7AI视频带脑子了！VBVR安装+详解！告别反常识画面，让AI视频更讲逻辑！
8Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR，复杂逻辑推理多方面提升 T8 ComfyUI教程
9开源模型不能打吗，VBVR-Wan2.2来了，电影级高保真质感 ComfyUI工作流模型分享
10ComfyUI LoRA系列 — VBVR
11Wan 2.2双LoRA增强更新：UnifiedReward提升画面美感，VBVR强化时空逻辑，一键启动镜像分享
12告别穿模和反重力！VBVR：一套给AI"增智慧"的终极物理考卷
13Wan2.2模型逻辑性增强
14AI视频开始懂物理了？VBVR推理模型实测：路径规划+光学反射，不再穿模！
15Wan2.2-SmoothMixV20-VBVR 图生视频，无限时长，8G显存可用，自动补帧
16VBVR视频生成推理，给视频生成推理插上大脑，webUI整合包
🎵 抖音 / Douyin (7 videos)
#标题
1Wan 2.2双LoRA增强更新：UnifiedReward提升画面美感，VBVR强化空间规律与时空逻辑，一键启动测试镜像分享
2Ai动画216 — 开源视频的武Bot时刻！A Very Big Video Reasoning Suite，"视觉质量优先"向"可控性优先"的范式转变！T8
3Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR，时间序列事件，道具交互，人类运动，复杂逻辑推理的多方面提升 T8 ComfyUI教程
4从精美图像到智能视频：人工智能的下一次飞跃 — VBVR-Dataset & VBVR-Bench 解析
5AI视频终于懂物理了！小球会绕路，光线会反射
6LTX2.3还香嘛？Wan2.2动态优化 VBVR
7AI影像编辑工具大爆发！NVIDIA也来凑热闹？
💬 WeChat Articles (18 posts)
#标题
1AI视频终于"长脑子"了！VBVR实测：Sora 2被按在地上摩擦
2VBVR：超大规模视频推理评测与数据集套件
3伯克利、南洋理工等发布VBVR：超大规模视频推理套件，揭秘视频生成模型的Scaling Law
4视频模型的推理能力到底差在哪？
5为视频注入"思考"的能力：VBVR如何开启视觉推理的规模化研究新范式
6100万条视频、200个推理任务：VBVR想让视频模型学会动脑子
7每日论文精选——VLM 多模态模型
8今日热门AI论文速递 | 2026年2月24日：移动端多模态、3D重建新突破与视频推理大基准
9AI视频终于不「智障」了！实测两个LoRA，动作逻辑直接起飞 — ComfyUI AI视频
10Paper Daily！视频推理迎来百万级训练集，VBVR刷新规模纪录
11视频模型跃迁！当UnifiedReward遇到VBVR，复杂逻辑推理多方面提升 T8 ComfyUI教程
12Agent红队11种失败模式，step级路由降本700倍
132月24日热门AI论文汇总
142026年03月02日热门模型洞察
15VBVR: 最强模型仅达人类37%；VLA设计空间12条关键发现 | HF论文日报 0224
16VBVR: 最强模型仅达人类37%；VLA设计空间12条关键发现 | HF论文日报 0224
17每日论文精选——AI创新应用
18200万样本、200任务：伯克利、NTU、CMU、斯坦福、约翰霍普金斯等机构联合推进"可验证视频推理"
📕 Xiaohongshu / RED (13 posts)
#标题
1懂推理的视频模型VBVR，测评+详解！
2上周最硬核论文Top 3
3告别穿模！这个AI视频模型真懂物理：会走迷宫
4视频推理新突破：超大VBVR数据集解析
5一百万条数据迎来视频推理时代的到来
6突破大模型视频推理！百万级开源套件发布
7视频模型会推理吗
8分享一个超大大大大的「视频推理」数据集
9Video-Reason研究团队开源VBVR视频推理模型
10200个任务、200万样本的视频推理数据集
11OpenClaw新版发布 — 四大升级亮点抢先看
12AI视频推理实现千倍突破，瞬间超越现有方法
13🔥 本周最火AI论文 | 2026.02.23~03.01
🇨🇳 Chinese Academic Community
SourceArticle / Link
🤗 HuggingFace Daily PapersA Very Big Video Reasoning Suite — Paper Page 🏅 #1 of Month
🤗 HuggingFacePapers of the Month — February 2026
📄 arXivA Very Big Video Reasoning Suite — PDF
📄 arXivA Very Big Video Reasoning Suite — HTML Full Text
📰 The DecoderVideo AI Models Hit a Reasoning Ceiling That More Training Data Alone Won't Fix
🧠 EmergentMindVBVR Paper Discussion
🧠 EmergentMindVBVR: Scalable Video Reasoning Benchmark — Video
✍️ alanhou.orgarXiv: A Very Big Video Reasoning Suite — Blog Summary
🔬 hyper.aiA Very Big Video Reasoning Suite — Paper Page
🔬 alphaXivA Very Big Video Reasoning Suite — Discussion
🎨 OpenArtA Very Big Video Reasoning Suite — Workflow
📘 FacebookVBVR Discussion — Group Post
🤗 HuggingFaceVBVR-Wan2.2 Model Card — 68.5% on VBVR-Bench 🥇
🤗 HuggingFaceVBVR-Wan2.2 Model Discussions
🏆 HuggingFace SpaceVBVR-Bench Leaderboard
💬 SlackOfficial VBVR Community
💻 GitHubVBVR-DataFactory Organization
🏛️ BAAIA Very Big Video Reasoning Suite — Paper page
About
Here is a documentation of all the media coverage on the VBVR project. 
Resources
Readme
Activity
Custom properties
Stars
1 star
Watchers
0 watching
Forks
0 forks
Report repository
Releases
Packages
Contributors

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Force GitHub README to respect dark mode\n(function() {\n var style = document.createElement('style');\n style.textContent = '\n .markdown-body {\n color-scheme: dark light;\n }\n .markdown-body pre { background: #161b22 !important; }\n .markdown-body code { background: rgba(110, 118, 129, 0.4) !important; }\n .markdown-body table th, .markdown-body table td { border-color: #30363d !important; }\n .markdown-body img { background: #0d1117; }\n .markdown-body blockquote { border-left-color: #8b949e; }\n .markdown-body hr { border-color: #30363d; }\n ';\n document.head.appendChild(style);\n})();", "GitHub Dark Mode README Fix");
}
} catch(__e) { console.warn('[Userscript:GitHub Dark Mode README Fix]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
BranchesTags
Latest commit
History
20 Commits
Folders and files
NameName
Last commit message
Last commit date
README.md
README.md
Repository files navigation
📰 Media Coverage
🎬 YouTube (16 videos)
#Channel / Title
1VBVR: Massive Dataset for Video Reasoning
2[Podcast] AI Videos Don't Make Sense Yet
3VBVR WAN 2.2 New AI Model For Video Reasoning and Analysis
4VBVR-Wan2.2 Explained: Fine-Tuned Wan 2.2 for Verifiable Video Manipulation and Scene Logic
5AI Videos Don't Make Sense Yet
6Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR (T8 ComfyUI教程)
7A Very Big Video Reasoning Suite (Feb 2026)
8How to Add Reasoning to WAN 2.2 (VBVR LoRA Tutorial for Smarter Video Generation)
9🔥 This 1M Video Dataset Changes EVERYTHING For AI Reasoning
10프롬프트로 배우는 WAN2.2 모델워킹동영상 제작 (VBVR + LoRA, ComfyUI)
11Realtime AI waifus, Qwen 3.5, persistent memory — AI NEWS
12No More Broken Physics in AI Videos! The VBVR Benchmark is Here to Test AI's "IQ."
13AI Finally Has a Brain! VBVR × Wan2.2 Remix: Massive Boost to AI Video Physical Logic
14Wan 2.2双LoRA增强更新：UnifiedReward + VBVR，一键启动测试镜像分享
15A Very Big Video Reasoning Suite
16A Very Big Video Reasoning Suite
💼 LinkedIn (21 posts)
#Post
1VBVR / ComfyUI (@grury)
2Paper Page: A Very Big Video Reasoning Suite (@encryptedpedro)
3Video Reason with Wan 2.2 (@luka-tisler)
4Group Post #4
5A Very Big Video Reasoning Suite (@kartikmat)
6A Very Big Video Reasoning Suite (@nishantha-ruwan)
7Group Post #7
8The AI Morning Read: Feb 24, 2026 (@garryosborne)
9AI / VBVR (@suwoongsik)
10#VideoReasoning #AIResearch #ComputerVision (@jerilkuriakose)
11"Video models have become visually impressive..." (@mohamed-ben-adda)
12Hokin Deng (Author) 👤: "I am so glad..."
13"56 researchers across 32 institutions built..." (@minta-carlson)
14#VBVRTeser (@hazaneric)
15Top 3 Research Paper of the Week 🏅
16Daily Papers: "Video reasoning has been the missing piece..."
17"A recent research project called A Very..." (@augment3dink)
18Adding Reasoning to Wan 2.2 Video Generation
19#AI #MachineLearning #ComputerVision (@aloth)
20VBVR Story
21#AI #VideoReasoning #ComputerVision (@rakeshdwivedi)
🐦 X / Twitter (12 posts)
#Post
1@du_yilun (Author 👤)
2@AiquestAcademy
3@wildmindai
4@HuggingPapers (HF Official 🤗)
5@HuggingModels — VBVR-Wan2.2 release
6@Adhiguna_AIaaS
7@heynavtoor
8@MartinSzerment
9@rohanpaul_ai
10@_akhaliq (AI Papers Curator 📌)
11@socialwithaayan
12@TheAITimeline
📺 Bilibili (16 videos)
#标题
1【中配】Video-Reason With Wan 2.2 — AI视频推理突破性进展
2Ai动画216 — 开源视频武Bot时刻！A Very Big Video Reasoning Suite，"视觉质量优先"向"可控性优先"的范式转变！T8
3Video-Reason AI视频的突破性思考
4视频AI终于长脑子了！实测VBVR × Wan2.2 Remix：让AI视频的物理逻辑大幅提升
5「ComfyUI」AI视频模型新范式，懂推理的视频模型，VBVR实测+讲解
6「AI视频」UnifiedReward/VBVR对比测评，奖励LoRA哪家强，ComfyUI AI教程
7AI视频带脑子了！VBVR安装+详解！告别反常识画面，让AI视频更讲逻辑！
8Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR，复杂逻辑推理多方面提升 T8 ComfyUI教程
9开源模型不能打吗，VBVR-Wan2.2来了，电影级高保真质感 ComfyUI工作流模型分享
10ComfyUI LoRA系列 — VBVR
11Wan 2.2双LoRA增强更新：UnifiedReward提升画面美感，VBVR强化时空逻辑，一键启动镜像分享
12告别穿模和反重力！VBVR：一套给AI"增智慧"的终极物理考卷
13Wan2.2模型逻辑性增强
14AI视频开始懂物理了？VBVR推理模型实测：路径规划+光学反射，不再穿模！
15Wan2.2-SmoothMixV20-VBVR 图生视频，无限时长，8G显存可用，自动补帧
16VBVR视频生成推理，给视频生成推理插上大脑，webUI整合包
🎵 抖音 / Douyin (7 videos)
#标题
1Wan 2.2双LoRA增强更新：UnifiedReward提升画面美感，VBVR强化空间规律与时空逻辑，一键启动测试镜像分享
2Ai动画216 — 开源视频的武Bot时刻！A Very Big Video Reasoning Suite，"视觉质量优先"向"可控性优先"的范式转变！T8
3Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR，时间序列事件，道具交互，人类运动，复杂逻辑推理的多方面提升 T8 ComfyUI教程
4从精美图像到智能视频：人工智能的下一次飞跃 — VBVR-Dataset & VBVR-Bench 解析
5AI视频终于懂物理了！小球会绕路，光线会反射
6LTX2.3还香嘛？Wan2.2动态优化 VBVR
7AI影像编辑工具大爆发！NVIDIA也来凑热闹？
💬 WeChat Articles (18 posts)
#标题
1AI视频终于"长脑子"了！VBVR实测：Sora 2被按在地上摩擦
2VBVR：超大规模视频推理评测与数据集套件
3伯克利、南洋理工等发布VBVR：超大规模视频推理套件，揭秘视频生成模型的Scaling Law
4视频模型的推理能力到底差在哪？
5为视频注入"思考"的能力：VBVR如何开启视觉推理的规模化研究新范式
6100万条视频、200个推理任务：VBVR想让视频模型学会动脑子
7每日论文精选——VLM 多模态模型
8今日热门AI论文速递 | 2026年2月24日：移动端多模态、3D重建新突破与视频推理大基准
9AI视频终于不「智障」了！实测两个LoRA，动作逻辑直接起飞 — ComfyUI AI视频
10Paper Daily！视频推理迎来百万级训练集，VBVR刷新规模纪录
11视频模型跃迁！当UnifiedReward遇到VBVR，复杂逻辑推理多方面提升 T8 ComfyUI教程
12Agent红队11种失败模式，step级路由降本700倍
132月24日热门AI论文汇总
142026年03月02日热门模型洞察
15VBVR: 最强模型仅达人类37%；VLA设计空间12条关键发现 | HF论文日报 0224
16VBVR: 最强模型仅达人类37%；VLA设计空间12条关键发现 | HF论文日报 0224
17每日论文精选——AI创新应用
18200万样本、200任务：伯克利、NTU、CMU、斯坦福、约翰霍普金斯等机构联合推进"可验证视频推理"
📕 Xiaohongshu / RED (13 posts)
#标题
1懂推理的视频模型VBVR，测评+详解！
2上周最硬核论文Top 3
3告别穿模！这个AI视频模型真懂物理：会走迷宫
4视频推理新突破：超大VBVR数据集解析
5一百万条数据迎来视频推理时代的到来
6突破大模型视频推理！百万级开源套件发布
7视频模型会推理吗
8分享一个超大大大大的「视频推理」数据集
9Video-Reason研究团队开源VBVR视频推理模型
10200个任务、200万样本的视频推理数据集
11OpenClaw新版发布 — 四大升级亮点抢先看
12AI视频推理实现千倍突破，瞬间超越现有方法
13🔥 本周最火AI论文 | 2026.02.23~03.01
🇨🇳 Chinese Academic Community
SourceArticle / Link
🤗 HuggingFace Daily PapersA Very Big Video Reasoning Suite — Paper Page 🏅 #1 of Month
🤗 HuggingFacePapers of the Month — February 2026
📄 arXivA Very Big Video Reasoning Suite — PDF
📄 arXivA Very Big Video Reasoning Suite — HTML Full Text
📰 The DecoderVideo AI Models Hit a Reasoning Ceiling That More Training Data Alone Won't Fix
🧠 EmergentMindVBVR Paper Discussion
🧠 EmergentMindVBVR: Scalable Video Reasoning Benchmark — Video
✍️ alanhou.orgarXiv: A Very Big Video Reasoning Suite — Blog Summary
🔬 hyper.aiA Very Big Video Reasoning Suite — Paper Page
🔬 alphaXivA Very Big Video Reasoning Suite — Discussion
🎨 OpenArtA Very Big Video Reasoning Suite — Workflow
📘 FacebookVBVR Discussion — Group Post
🤗 HuggingFaceVBVR-Wan2.2 Model Card — 68.5% on VBVR-Bench 🥇
🤗 HuggingFaceVBVR-Wan2.2 Model Discussions
🏆 HuggingFace SpaceVBVR-Bench Leaderboard
💬 SlackOfficial VBVR Community
💻 GitHubVBVR-DataFactory Organization
🏛️ BAAIA Very Big Video Reasoning Suite — Paper page
About
Here is a documentation of all the media coverage on the VBVR project. 
Resources
Readme
Activity
Custom properties
Stars
1 star
Watchers
0 watching
Forks
0 forks
Report repository
Releases
Packages
Contributors

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Highlight search terms from Google/DuckDuckGo/Bing referrer\n(function() {\n var ref = document.referrer;\n var terms = [];\n \n if (ref.includes('google.com') || ref.includes('duckduckgo.com') || ref.includes('bing.com')) {\n var url = new URL(ref);\n var q = url.searchParams.get('q') || url.searchParams.get('p');\n if (q) {\n terms = q.split(/\\s+/).filter(function(t) { return t.length > 2; });\n }\n }\n \n if (terms.length === 0) return;\n \n var style = document.createElement('style');\n style.textContent = '.userscript-highlight { background: #fbbf24; color: #1a1a2e; padding: 1px 3px; border-radius: 2px; }';\n document.head.appendChild(style);\n \n function highlight(node) {\n if (node.nodeType === 3) { // text node\n var text = node.textContent;\n var found = false;\n terms.forEach(function(term) {\n var regex = new RegExp('(' + term.replace(/[.*+?^${}()|[\\]\\\\]/g, '\\\\') + ')', 'gi');\n if (regex.test(text)) {\n found = true;\n var frag = document.createDocumentFragment();\n var parts = text.split(regex);\n parts.forEach(function(part, i) {\n if (i % 2 === 0) {\n frag.appendChild(document.createTextNode(part));\n } else {\n var span = document.createElement('span');\n span.className = 'userscript-highlight';\n span.textContent = part;\n frag.appendChild(span);\n }\n });\n node.parentNode.replaceChild(frag, node);\n }\n });\n } else if (node.nodeType === 1 && node.childNodes) { // element\n var skipTags = ['SCRIPT', 'STYLE', 'NOSCRIPT', 'TEXTAREA', 'INPUT', 'SELECT'];\n if (!skipTags.includes(node.tagName)) {\n Array.from(node.childNodes).forEach(highlight);\n }\n }\n }\n \n highlight(document.body);\n \n // Re-highlight on dynamic content\n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1 || node.nodeType === 3) highlight(node);\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Highlight Search Terms");
}
} catch(__e) { console.warn('[Userscript:Highlight Search Terms]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
BranchesTags
Latest commit
History
20 Commits
Folders and files
NameName
Last commit message
Last commit date
README.md
README.md
Repository files navigation
📰 Media Coverage
🎬 YouTube (16 videos)
#Channel / Title
1VBVR: Massive Dataset for Video Reasoning
2[Podcast] AI Videos Don't Make Sense Yet
3VBVR WAN 2.2 New AI Model For Video Reasoning and Analysis
4VBVR-Wan2.2 Explained: Fine-Tuned Wan 2.2 for Verifiable Video Manipulation and Scene Logic
5AI Videos Don't Make Sense Yet
6Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR (T8 ComfyUI教程)
7A Very Big Video Reasoning Suite (Feb 2026)
8How to Add Reasoning to WAN 2.2 (VBVR LoRA Tutorial for Smarter Video Generation)
9🔥 This 1M Video Dataset Changes EVERYTHING For AI Reasoning
10프롬프트로 배우는 WAN2.2 모델워킹동영상 제작 (VBVR + LoRA, ComfyUI)
11Realtime AI waifus, Qwen 3.5, persistent memory — AI NEWS
12No More Broken Physics in AI Videos! The VBVR Benchmark is Here to Test AI's "IQ."
13AI Finally Has a Brain! VBVR × Wan2.2 Remix: Massive Boost to AI Video Physical Logic
14Wan 2.2双LoRA增强更新：UnifiedReward + VBVR，一键启动测试镜像分享
15A Very Big Video Reasoning Suite
16A Very Big Video Reasoning Suite
💼 LinkedIn (21 posts)
#Post
1VBVR / ComfyUI (@grury)
2Paper Page: A Very Big Video Reasoning Suite (@encryptedpedro)
3Video Reason with Wan 2.2 (@luka-tisler)
4Group Post #4
5A Very Big Video Reasoning Suite (@kartikmat)
6A Very Big Video Reasoning Suite (@nishantha-ruwan)
7Group Post #7
8The AI Morning Read: Feb 24, 2026 (@garryosborne)
9AI / VBVR (@suwoongsik)
10#VideoReasoning #AIResearch #ComputerVision (@jerilkuriakose)
11"Video models have become visually impressive..." (@mohamed-ben-adda)
12Hokin Deng (Author) 👤: "I am so glad..."
13"56 researchers across 32 institutions built..." (@minta-carlson)
14#VBVRTeser (@hazaneric)
15Top 3 Research Paper of the Week 🏅
16Daily Papers: "Video reasoning has been the missing piece..."
17"A recent research project called A Very..." (@augment3dink)
18Adding Reasoning to Wan 2.2 Video Generation
19#AI #MachineLearning #ComputerVision (@aloth)
20VBVR Story
21#AI #VideoReasoning #ComputerVision (@rakeshdwivedi)
🐦 X / Twitter (12 posts)
#Post
1@du_yilun (Author 👤)
2@AiquestAcademy
3@wildmindai
4@HuggingPapers (HF Official 🤗)
5@HuggingModels — VBVR-Wan2.2 release
6@Adhiguna_AIaaS
7@heynavtoor
8@MartinSzerment
9@rohanpaul_ai
10@_akhaliq (AI Papers Curator 📌)
11@socialwithaayan
12@TheAITimeline
📺 Bilibili (16 videos)
#标题
1【中配】Video-Reason With Wan 2.2 — AI视频推理突破性进展
2Ai动画216 — 开源视频武Bot时刻！A Very Big Video Reasoning Suite，"视觉质量优先"向"可控性优先"的范式转变！T8
3Video-Reason AI视频的突破性思考
4视频AI终于长脑子了！实测VBVR × Wan2.2 Remix：让AI视频的物理逻辑大幅提升
5「ComfyUI」AI视频模型新范式，懂推理的视频模型，VBVR实测+讲解
6「AI视频」UnifiedReward/VBVR对比测评，奖励LoRA哪家强，ComfyUI AI教程
7AI视频带脑子了！VBVR安装+详解！告别反常识画面，让AI视频更讲逻辑！
8Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR，复杂逻辑推理多方面提升 T8 ComfyUI教程
9开源模型不能打吗，VBVR-Wan2.2来了，电影级高保真质感 ComfyUI工作流模型分享
10ComfyUI LoRA系列 — VBVR
11Wan 2.2双LoRA增强更新：UnifiedReward提升画面美感，VBVR强化时空逻辑，一键启动镜像分享
12告别穿模和反重力！VBVR：一套给AI"增智慧"的终极物理考卷
13Wan2.2模型逻辑性增强
14AI视频开始懂物理了？VBVR推理模型实测：路径规划+光学反射，不再穿模！
15Wan2.2-SmoothMixV20-VBVR 图生视频，无限时长，8G显存可用，自动补帧
16VBVR视频生成推理，给视频生成推理插上大脑，webUI整合包
🎵 抖音 / Douyin (7 videos)
#标题
1Wan 2.2双LoRA增强更新：UnifiedReward提升画面美感，VBVR强化空间规律与时空逻辑，一键启动测试镜像分享
2Ai动画216 — 开源视频的武Bot时刻！A Very Big Video Reasoning Suite，"视觉质量优先"向"可控性优先"的范式转变！T8
3Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR，时间序列事件，道具交互，人类运动，复杂逻辑推理的多方面提升 T8 ComfyUI教程
4从精美图像到智能视频：人工智能的下一次飞跃 — VBVR-Dataset & VBVR-Bench 解析
5AI视频终于懂物理了！小球会绕路，光线会反射
6LTX2.3还香嘛？Wan2.2动态优化 VBVR
7AI影像编辑工具大爆发！NVIDIA也来凑热闹？
💬 WeChat Articles (18 posts)
#标题
1AI视频终于"长脑子"了！VBVR实测：Sora 2被按在地上摩擦
2VBVR：超大规模视频推理评测与数据集套件
3伯克利、南洋理工等发布VBVR：超大规模视频推理套件，揭秘视频生成模型的Scaling Law
4视频模型的推理能力到底差在哪？
5为视频注入"思考"的能力：VBVR如何开启视觉推理的规模化研究新范式
6100万条视频、200个推理任务：VBVR想让视频模型学会动脑子
7每日论文精选——VLM 多模态模型
8今日热门AI论文速递 | 2026年2月24日：移动端多模态、3D重建新突破与视频推理大基准
9AI视频终于不「智障」了！实测两个LoRA，动作逻辑直接起飞 — ComfyUI AI视频
10Paper Daily！视频推理迎来百万级训练集，VBVR刷新规模纪录
11视频模型跃迁！当UnifiedReward遇到VBVR，复杂逻辑推理多方面提升 T8 ComfyUI教程
12Agent红队11种失败模式，step级路由降本700倍
132月24日热门AI论文汇总
142026年03月02日热门模型洞察
15VBVR: 最强模型仅达人类37%；VLA设计空间12条关键发现 | HF论文日报 0224
16VBVR: 最强模型仅达人类37%；VLA设计空间12条关键发现 | HF论文日报 0224
17每日论文精选——AI创新应用
18200万样本、200任务：伯克利、NTU、CMU、斯坦福、约翰霍普金斯等机构联合推进"可验证视频推理"
📕 Xiaohongshu / RED (13 posts)
#标题
1懂推理的视频模型VBVR，测评+详解！
2上周最硬核论文Top 3
3告别穿模！这个AI视频模型真懂物理：会走迷宫
4视频推理新突破：超大VBVR数据集解析
5一百万条数据迎来视频推理时代的到来
6突破大模型视频推理！百万级开源套件发布
7视频模型会推理吗
8分享一个超大大大大的「视频推理」数据集
9Video-Reason研究团队开源VBVR视频推理模型
10200个任务、200万样本的视频推理数据集
11OpenClaw新版发布 — 四大升级亮点抢先看
12AI视频推理实现千倍突破，瞬间超越现有方法
13🔥 本周最火AI论文 | 2026.02.23~03.01
🇨🇳 Chinese Academic Community
SourceArticle / Link
🤗 HuggingFace Daily PapersA Very Big Video Reasoning Suite — Paper Page 🏅 #1 of Month
🤗 HuggingFacePapers of the Month — February 2026
📄 arXivA Very Big Video Reasoning Suite — PDF
📄 arXivA Very Big Video Reasoning Suite — HTML Full Text
📰 The DecoderVideo AI Models Hit a Reasoning Ceiling That More Training Data Alone Won't Fix
🧠 EmergentMindVBVR Paper Discussion
🧠 EmergentMindVBVR: Scalable Video Reasoning Benchmark — Video
✍️ alanhou.orgarXiv: A Very Big Video Reasoning Suite — Blog Summary
🔬 hyper.aiA Very Big Video Reasoning Suite — Paper Page
🔬 alphaXivA Very Big Video Reasoning Suite — Discussion
🎨 OpenArtA Very Big Video Reasoning Suite — Workflow
📘 FacebookVBVR Discussion — Group Post
🤗 HuggingFaceVBVR-Wan2.2 Model Card — 68.5% on VBVR-Bench 🥇
🤗 HuggingFaceVBVR-Wan2.2 Model Discussions
🏆 HuggingFace SpaceVBVR-Bench Leaderboard
💬 SlackOfficial VBVR Community
💻 GitHubVBVR-DataFactory Organization
🏛️ BAAIA Very Big Video Reasoning Suite — Paper page
About
Here is a documentation of all the media coverage on the VBVR project. 
Resources
Readme
Activity
Custom properties
Stars
1 star
Watchers
0 watching
Forks
0 forks
Report repository
Releases
Packages
Contributors

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Strip utm_, fbclid, gclid, etc. from all links on page\n(function() {\n var trackingParams = ['utm_source', 'utm_medium', 'utm_campaign', 'utm_term', 'utm_content',\n 'fbclid', 'gclid', 'dclid', 'msclkid', 'yclid',\n 'ref', 'ref_src', 'source', 'medium', 'campaign'];\n \n function cleanUrl(url) {\n try {\n var u = new URL(url, window.location.origin);\n var changed = false;\n trackingParams.forEach(function(p) {\n if (u.searchParams.has(p)) {\n u.searchParams.delete(p);\n changed = true;\n }\n });\n return changed ? u.toString() : url;\n } catch (e) {\n return url;\n }\n }\n \n function cleanLinks() {\n document.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n \n cleanLinks();\n \n var observer = new MutationObserver(function(mutations) {\n mutations.forEach(function(m) {\n m.addedNodes.forEach(function(node) {\n if (node.nodeType === 1) {\n if (node.tagName === 'A') cleanLinks();\n node.querySelectorAll('a[href]').forEach(function(a) {\n var clean = cleanUrl(a.href);\n if (clean !== a.href) a.href = clean;\n });\n }\n });\n });\n });\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "Remove Tracking Parameters from Links");
}
} catch(__e) { console.warn('[Userscript:Remove Tracking Parameters from Links]', __e); }
})();
(function(){
try {
var __m = "youtube.com";
var __re = new RegExp('^' + "youtube\\.com" + '

Skip to content
BranchesTags
Latest commit
History
20 Commits
Folders and files
NameName
Last commit message
Last commit date
README.md
README.md
Repository files navigation
📰 Media Coverage
🎬 YouTube (16 videos)
#Channel / Title
1VBVR: Massive Dataset for Video Reasoning
2[Podcast] AI Videos Don't Make Sense Yet
3VBVR WAN 2.2 New AI Model For Video Reasoning and Analysis
4VBVR-Wan2.2 Explained: Fine-Tuned Wan 2.2 for Verifiable Video Manipulation and Scene Logic
5AI Videos Don't Make Sense Yet
6Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR (T8 ComfyUI教程)
7A Very Big Video Reasoning Suite (Feb 2026)
8How to Add Reasoning to WAN 2.2 (VBVR LoRA Tutorial for Smarter Video Generation)
9🔥 This 1M Video Dataset Changes EVERYTHING For AI Reasoning
10프롬프트로 배우는 WAN2.2 모델워킹동영상 제작 (VBVR + LoRA, ComfyUI)
11Realtime AI waifus, Qwen 3.5, persistent memory — AI NEWS
12No More Broken Physics in AI Videos! The VBVR Benchmark is Here to Test AI's "IQ."
13AI Finally Has a Brain! VBVR × Wan2.2 Remix: Massive Boost to AI Video Physical Logic
14Wan 2.2双LoRA增强更新：UnifiedReward + VBVR，一键启动测试镜像分享
15A Very Big Video Reasoning Suite
16A Very Big Video Reasoning Suite
💼 LinkedIn (21 posts)
#Post
1VBVR / ComfyUI (@grury)
2Paper Page: A Very Big Video Reasoning Suite (@encryptedpedro)
3Video Reason with Wan 2.2 (@luka-tisler)
4Group Post #4
5A Very Big Video Reasoning Suite (@kartikmat)
6A Very Big Video Reasoning Suite (@nishantha-ruwan)
7Group Post #7
8The AI Morning Read: Feb 24, 2026 (@garryosborne)
9AI / VBVR (@suwoongsik)
10#VideoReasoning #AIResearch #ComputerVision (@jerilkuriakose)
11"Video models have become visually impressive..." (@mohamed-ben-adda)
12Hokin Deng (Author) 👤: "I am so glad..."
13"56 researchers across 32 institutions built..." (@minta-carlson)
14#VBVRTeser (@hazaneric)
15Top 3 Research Paper of the Week 🏅
16Daily Papers: "Video reasoning has been the missing piece..."
17"A recent research project called A Very..." (@augment3dink)
18Adding Reasoning to Wan 2.2 Video Generation
19#AI #MachineLearning #ComputerVision (@aloth)
20VBVR Story
21#AI #VideoReasoning #ComputerVision (@rakeshdwivedi)
🐦 X / Twitter (12 posts)
#Post
1@du_yilun (Author 👤)
2@AiquestAcademy
3@wildmindai
4@HuggingPapers (HF Official 🤗)
5@HuggingModels — VBVR-Wan2.2 release
6@Adhiguna_AIaaS
7@heynavtoor
8@MartinSzerment
9@rohanpaul_ai
10@_akhaliq (AI Papers Curator 📌)
11@socialwithaayan
12@TheAITimeline
📺 Bilibili (16 videos)
#标题
1【中配】Video-Reason With Wan 2.2 — AI视频推理突破性进展
2Ai动画216 — 开源视频武Bot时刻！A Very Big Video Reasoning Suite，"视觉质量优先"向"可控性优先"的范式转变！T8
3Video-Reason AI视频的突破性思考
4视频AI终于长脑子了！实测VBVR × Wan2.2 Remix：让AI视频的物理逻辑大幅提升
5「ComfyUI」AI视频模型新范式，懂推理的视频模型，VBVR实测+讲解
6「AI视频」UnifiedReward/VBVR对比测评，奖励LoRA哪家强，ComfyUI AI教程
7AI视频带脑子了！VBVR安装+详解！告别反常识画面，让AI视频更讲逻辑！
8Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR，复杂逻辑推理多方面提升 T8 ComfyUI教程
9开源模型不能打吗，VBVR-Wan2.2来了，电影级高保真质感 ComfyUI工作流模型分享
10ComfyUI LoRA系列 — VBVR
11Wan 2.2双LoRA增强更新：UnifiedReward提升画面美感，VBVR强化时空逻辑，一键启动镜像分享
12告别穿模和反重力！VBVR：一套给AI"增智慧"的终极物理考卷
13Wan2.2模型逻辑性增强
14AI视频开始懂物理了？VBVR推理模型实测：路径规划+光学反射，不再穿模！
15Wan2.2-SmoothMixV20-VBVR 图生视频，无限时长，8G显存可用，自动补帧
16VBVR视频生成推理，给视频生成推理插上大脑，webUI整合包
🎵 抖音 / Douyin (7 videos)
#标题
1Wan 2.2双LoRA增强更新：UnifiedReward提升画面美感，VBVR强化空间规律与时空逻辑，一键启动测试镜像分享
2Ai动画216 — 开源视频的武Bot时刻！A Very Big Video Reasoning Suite，"视觉质量优先"向"可控性优先"的范式转变！T8
3Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR，时间序列事件，道具交互，人类运动，复杂逻辑推理的多方面提升 T8 ComfyUI教程
4从精美图像到智能视频：人工智能的下一次飞跃 — VBVR-Dataset & VBVR-Bench 解析
5AI视频终于懂物理了！小球会绕路，光线会反射
6LTX2.3还香嘛？Wan2.2动态优化 VBVR
7AI影像编辑工具大爆发！NVIDIA也来凑热闹？
💬 WeChat Articles (18 posts)
#标题
1AI视频终于"长脑子"了！VBVR实测：Sora 2被按在地上摩擦
2VBVR：超大规模视频推理评测与数据集套件
3伯克利、南洋理工等发布VBVR：超大规模视频推理套件，揭秘视频生成模型的Scaling Law
4视频模型的推理能力到底差在哪？
5为视频注入"思考"的能力：VBVR如何开启视觉推理的规模化研究新范式
6100万条视频、200个推理任务：VBVR想让视频模型学会动脑子
7每日论文精选——VLM 多模态模型
8今日热门AI论文速递 | 2026年2月24日：移动端多模态、3D重建新突破与视频推理大基准
9AI视频终于不「智障」了！实测两个LoRA，动作逻辑直接起飞 — ComfyUI AI视频
10Paper Daily！视频推理迎来百万级训练集，VBVR刷新规模纪录
11视频模型跃迁！当UnifiedReward遇到VBVR，复杂逻辑推理多方面提升 T8 ComfyUI教程
12Agent红队11种失败模式，step级路由降本700倍
132月24日热门AI论文汇总
142026年03月02日热门模型洞察
15VBVR: 最强模型仅达人类37%；VLA设计空间12条关键发现 | HF论文日报 0224
16VBVR: 最强模型仅达人类37%；VLA设计空间12条关键发现 | HF论文日报 0224
17每日论文精选——AI创新应用
18200万样本、200任务：伯克利、NTU、CMU、斯坦福、约翰霍普金斯等机构联合推进"可验证视频推理"
📕 Xiaohongshu / RED (13 posts)
#标题
1懂推理的视频模型VBVR，测评+详解！
2上周最硬核论文Top 3
3告别穿模！这个AI视频模型真懂物理：会走迷宫
4视频推理新突破：超大VBVR数据集解析
5一百万条数据迎来视频推理时代的到来
6突破大模型视频推理！百万级开源套件发布
7视频模型会推理吗
8分享一个超大大大大的「视频推理」数据集
9Video-Reason研究团队开源VBVR视频推理模型
10200个任务、200万样本的视频推理数据集
11OpenClaw新版发布 — 四大升级亮点抢先看
12AI视频推理实现千倍突破，瞬间超越现有方法
13🔥 本周最火AI论文 | 2026.02.23~03.01
🇨🇳 Chinese Academic Community
SourceArticle / Link
🤗 HuggingFace Daily PapersA Very Big Video Reasoning Suite — Paper Page 🏅 #1 of Month
🤗 HuggingFacePapers of the Month — February 2026
📄 arXivA Very Big Video Reasoning Suite — PDF
📄 arXivA Very Big Video Reasoning Suite — HTML Full Text
📰 The DecoderVideo AI Models Hit a Reasoning Ceiling That More Training Data Alone Won't Fix
🧠 EmergentMindVBVR Paper Discussion
🧠 EmergentMindVBVR: Scalable Video Reasoning Benchmark — Video
✍️ alanhou.orgarXiv: A Very Big Video Reasoning Suite — Blog Summary
🔬 hyper.aiA Very Big Video Reasoning Suite — Paper Page
🔬 alphaXivA Very Big Video Reasoning Suite — Discussion
🎨 OpenArtA Very Big Video Reasoning Suite — Workflow
📘 FacebookVBVR Discussion — Group Post
🤗 HuggingFaceVBVR-Wan2.2 Model Card — 68.5% on VBVR-Bench 🥇
🤗 HuggingFaceVBVR-Wan2.2 Model Discussions
🏆 HuggingFace SpaceVBVR-Bench Leaderboard
💬 SlackOfficial VBVR Community
💻 GitHubVBVR-DataFactory Organization
🏛️ BAAIA Very Big Video Reasoning Suite — Paper page
About
Here is a documentation of all the media coverage on the VBVR project. 
Resources
Readme
Activity
Custom properties
Stars
1 star
Watchers
0 watching
Forks
0 forks
Report repository
Releases
Packages
Contributors

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Auto-enable theater mode on YouTube\n(function() {\n function tryTheater() {\n var btn = document.querySelector('button[aria-label=\"Theater mode\"], ytd-player #player button[title=\"Theater mode\"]');\n if (btn && !btn.classList.contains('activated')) {\n btn.click();\n }\n }\n \n // Try immediately\n tryTheater();\n \n // Try after navigation (SPA)\n var lastUrl = location.href;\n setInterval(function() {\n if (location.href !== lastUrl) {\n lastUrl = location.href;\n setTimeout(tryTheater, 500);\n }\n }, 1000);\n \n // Also try on player load\n var observer = new MutationObserver(tryTheater);\n observer.observe(document.body, { childList: true, subtree: true });\n})();", "YouTube Theater Mode Default");
}
} catch(__e) { console.warn('[Userscript:YouTube Theater Mode Default]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
BranchesTags
Latest commit
History
20 Commits
Folders and files
NameName
Last commit message
Last commit date
README.md
README.md
Repository files navigation
📰 Media Coverage
🎬 YouTube (16 videos)
#Channel / Title
1VBVR: Massive Dataset for Video Reasoning
2[Podcast] AI Videos Don't Make Sense Yet
3VBVR WAN 2.2 New AI Model For Video Reasoning and Analysis
4VBVR-Wan2.2 Explained: Fine-Tuned Wan 2.2 for Verifiable Video Manipulation and Scene Logic
5AI Videos Don't Make Sense Yet
6Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR (T8 ComfyUI教程)
7A Very Big Video Reasoning Suite (Feb 2026)
8How to Add Reasoning to WAN 2.2 (VBVR LoRA Tutorial for Smarter Video Generation)
9🔥 This 1M Video Dataset Changes EVERYTHING For AI Reasoning
10프롬프트로 배우는 WAN2.2 모델워킹동영상 제작 (VBVR + LoRA, ComfyUI)
11Realtime AI waifus, Qwen 3.5, persistent memory — AI NEWS
12No More Broken Physics in AI Videos! The VBVR Benchmark is Here to Test AI's "IQ."
13AI Finally Has a Brain! VBVR × Wan2.2 Remix: Massive Boost to AI Video Physical Logic
14Wan 2.2双LoRA增强更新：UnifiedReward + VBVR，一键启动测试镜像分享
15A Very Big Video Reasoning Suite
16A Very Big Video Reasoning Suite
💼 LinkedIn (21 posts)
#Post
1VBVR / ComfyUI (@grury)
2Paper Page: A Very Big Video Reasoning Suite (@encryptedpedro)
3Video Reason with Wan 2.2 (@luka-tisler)
4Group Post #4
5A Very Big Video Reasoning Suite (@kartikmat)
6A Very Big Video Reasoning Suite (@nishantha-ruwan)
7Group Post #7
8The AI Morning Read: Feb 24, 2026 (@garryosborne)
9AI / VBVR (@suwoongsik)
10#VideoReasoning #AIResearch #ComputerVision (@jerilkuriakose)
11"Video models have become visually impressive..." (@mohamed-ben-adda)
12Hokin Deng (Author) 👤: "I am so glad..."
13"56 researchers across 32 institutions built..." (@minta-carlson)
14#VBVRTeser (@hazaneric)
15Top 3 Research Paper of the Week 🏅
16Daily Papers: "Video reasoning has been the missing piece..."
17"A recent research project called A Very..." (@augment3dink)
18Adding Reasoning to Wan 2.2 Video Generation
19#AI #MachineLearning #ComputerVision (@aloth)
20VBVR Story
21#AI #VideoReasoning #ComputerVision (@rakeshdwivedi)
🐦 X / Twitter (12 posts)
#Post
1@du_yilun (Author 👤)
2@AiquestAcademy
3@wildmindai
4@HuggingPapers (HF Official 🤗)
5@HuggingModels — VBVR-Wan2.2 release
6@Adhiguna_AIaaS
7@heynavtoor
8@MartinSzerment
9@rohanpaul_ai
10@_akhaliq (AI Papers Curator 📌)
11@socialwithaayan
12@TheAITimeline
📺 Bilibili (16 videos)
#标题
1【中配】Video-Reason With Wan 2.2 — AI视频推理突破性进展
2Ai动画216 — 开源视频武Bot时刻！A Very Big Video Reasoning Suite，"视觉质量优先"向"可控性优先"的范式转变！T8
3Video-Reason AI视频的突破性思考
4视频AI终于长脑子了！实测VBVR × Wan2.2 Remix：让AI视频的物理逻辑大幅提升
5「ComfyUI」AI视频模型新范式，懂推理的视频模型，VBVR实测+讲解
6「AI视频」UnifiedReward/VBVR对比测评，奖励LoRA哪家强，ComfyUI AI教程
7AI视频带脑子了！VBVR安装+详解！告别反常识画面，让AI视频更讲逻辑！
8Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR，复杂逻辑推理多方面提升 T8 ComfyUI教程
9开源模型不能打吗，VBVR-Wan2.2来了，电影级高保真质感 ComfyUI工作流模型分享
10ComfyUI LoRA系列 — VBVR
11Wan 2.2双LoRA增强更新：UnifiedReward提升画面美感，VBVR强化时空逻辑，一键启动镜像分享
12告别穿模和反重力！VBVR：一套给AI"增智慧"的终极物理考卷
13Wan2.2模型逻辑性增强
14AI视频开始懂物理了？VBVR推理模型实测：路径规划+光学反射，不再穿模！
15Wan2.2-SmoothMixV20-VBVR 图生视频，无限时长，8G显存可用，自动补帧
16VBVR视频生成推理，给视频生成推理插上大脑，webUI整合包
🎵 抖音 / Douyin (7 videos)
#标题
1Wan 2.2双LoRA增强更新：UnifiedReward提升画面美感，VBVR强化空间规律与时空逻辑，一键启动测试镜像分享
2Ai动画216 — 开源视频的武Bot时刻！A Very Big Video Reasoning Suite，"视觉质量优先"向"可控性优先"的范式转变！T8
3Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR，时间序列事件，道具交互，人类运动，复杂逻辑推理的多方面提升 T8 ComfyUI教程
4从精美图像到智能视频：人工智能的下一次飞跃 — VBVR-Dataset & VBVR-Bench 解析
5AI视频终于懂物理了！小球会绕路，光线会反射
6LTX2.3还香嘛？Wan2.2动态优化 VBVR
7AI影像编辑工具大爆发！NVIDIA也来凑热闹？
💬 WeChat Articles (18 posts)
#标题
1AI视频终于"长脑子"了！VBVR实测：Sora 2被按在地上摩擦
2VBVR：超大规模视频推理评测与数据集套件
3伯克利、南洋理工等发布VBVR：超大规模视频推理套件，揭秘视频生成模型的Scaling Law
4视频模型的推理能力到底差在哪？
5为视频注入"思考"的能力：VBVR如何开启视觉推理的规模化研究新范式
6100万条视频、200个推理任务：VBVR想让视频模型学会动脑子
7每日论文精选——VLM 多模态模型
8今日热门AI论文速递 | 2026年2月24日：移动端多模态、3D重建新突破与视频推理大基准
9AI视频终于不「智障」了！实测两个LoRA，动作逻辑直接起飞 — ComfyUI AI视频
10Paper Daily！视频推理迎来百万级训练集，VBVR刷新规模纪录
11视频模型跃迁！当UnifiedReward遇到VBVR，复杂逻辑推理多方面提升 T8 ComfyUI教程
12Agent红队11种失败模式，step级路由降本700倍
132月24日热门AI论文汇总
142026年03月02日热门模型洞察
15VBVR: 最强模型仅达人类37%；VLA设计空间12条关键发现 | HF论文日报 0224
16VBVR: 最强模型仅达人类37%；VLA设计空间12条关键发现 | HF论文日报 0224
17每日论文精选——AI创新应用
18200万样本、200任务：伯克利、NTU、CMU、斯坦福、约翰霍普金斯等机构联合推进"可验证视频推理"
📕 Xiaohongshu / RED (13 posts)
#标题
1懂推理的视频模型VBVR，测评+详解！
2上周最硬核论文Top 3
3告别穿模！这个AI视频模型真懂物理：会走迷宫
4视频推理新突破：超大VBVR数据集解析
5一百万条数据迎来视频推理时代的到来
6突破大模型视频推理！百万级开源套件发布
7视频模型会推理吗
8分享一个超大大大大的「视频推理」数据集
9Video-Reason研究团队开源VBVR视频推理模型
10200个任务、200万样本的视频推理数据集
11OpenClaw新版发布 — 四大升级亮点抢先看
12AI视频推理实现千倍突破，瞬间超越现有方法
13🔥 本周最火AI论文 | 2026.02.23~03.01
🇨🇳 Chinese Academic Community
SourceArticle / Link
🤗 HuggingFace Daily PapersA Very Big Video Reasoning Suite — Paper Page 🏅 #1 of Month
🤗 HuggingFacePapers of the Month — February 2026
📄 arXivA Very Big Video Reasoning Suite — PDF
📄 arXivA Very Big Video Reasoning Suite — HTML Full Text
📰 The DecoderVideo AI Models Hit a Reasoning Ceiling That More Training Data Alone Won't Fix
🧠 EmergentMindVBVR Paper Discussion
🧠 EmergentMindVBVR: Scalable Video Reasoning Benchmark — Video
✍️ alanhou.orgarXiv: A Very Big Video Reasoning Suite — Blog Summary
🔬 hyper.aiA Very Big Video Reasoning Suite — Paper Page
🔬 alphaXivA Very Big Video Reasoning Suite — Discussion
🎨 OpenArtA Very Big Video Reasoning Suite — Workflow
📘 FacebookVBVR Discussion — Group Post
🤗 HuggingFaceVBVR-Wan2.2 Model Card — 68.5% on VBVR-Bench 🥇
🤗 HuggingFaceVBVR-Wan2.2 Model Discussions
🏆 HuggingFace SpaceVBVR-Bench Leaderboard
💬 SlackOfficial VBVR Community
💻 GitHubVBVR-DataFactory Organization
🏛️ BAAIA Very Big Video Reasoning Suite — Paper page
About
Here is a documentation of all the media coverage on the VBVR project. 
Resources
Readme
Activity
Custom properties
Stars
1 star
Watchers
0 watching
Forks
0 forks
Report repository
Releases
Packages
Contributors

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Remove or un-stick sticky/fixed headers that block content\n(function() {\n function unstick() {\n document.querySelectorAll('header, nav, [role=\"banner\"], .header, .navbar, .sticky, .fixed-top, [style*=\"position: fixed\"], [style*=\"position:sticky\"]').forEach(function(el) {\n if (el.style.position === 'fixed' || el.style.position === 'sticky' || \n getComputedStyle(el).position === 'fixed' || getComputedStyle(el).position === 'sticky') {\n el.style.position = 'static';\n el.style.top = 'auto';\n el.style.zIndex = 'auto';\n }\n });\n }\n \n unstick();\n \n var observer = new MutationObserver(unstick);\n observer.observe(document.body, { childList: true, subtree: true, attributes: true, attributeFilter: ['style', 'class'] });\n})();", "Kill Sticky Headers");
}
} catch(__e) { console.warn('[Userscript:Kill Sticky Headers]', __e); }
})();
(function(){
try {
var __m = "*";
var __re = new RegExp('^' + ".*" + '

Skip to content
BranchesTags
Latest commit
History
20 Commits
Folders and files
NameName
Last commit message
Last commit date
README.md
README.md
Repository files navigation
📰 Media Coverage
🎬 YouTube (16 videos)
#Channel / Title
1VBVR: Massive Dataset for Video Reasoning
2[Podcast] AI Videos Don't Make Sense Yet
3VBVR WAN 2.2 New AI Model For Video Reasoning and Analysis
4VBVR-Wan2.2 Explained: Fine-Tuned Wan 2.2 for Verifiable Video Manipulation and Scene Logic
5AI Videos Don't Make Sense Yet
6Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR (T8 ComfyUI教程)
7A Very Big Video Reasoning Suite (Feb 2026)
8How to Add Reasoning to WAN 2.2 (VBVR LoRA Tutorial for Smarter Video Generation)
9🔥 This 1M Video Dataset Changes EVERYTHING For AI Reasoning
10프롬프트로 배우는 WAN2.2 모델워킹동영상 제작 (VBVR + LoRA, ComfyUI)
11Realtime AI waifus, Qwen 3.5, persistent memory — AI NEWS
12No More Broken Physics in AI Videos! The VBVR Benchmark is Here to Test AI's "IQ."
13AI Finally Has a Brain! VBVR × Wan2.2 Remix: Massive Boost to AI Video Physical Logic
14Wan 2.2双LoRA增强更新：UnifiedReward + VBVR，一键启动测试镜像分享
15A Very Big Video Reasoning Suite
16A Very Big Video Reasoning Suite
💼 LinkedIn (21 posts)
#Post
1VBVR / ComfyUI (@grury)
2Paper Page: A Very Big Video Reasoning Suite (@encryptedpedro)
3Video Reason with Wan 2.2 (@luka-tisler)
4Group Post #4
5A Very Big Video Reasoning Suite (@kartikmat)
6A Very Big Video Reasoning Suite (@nishantha-ruwan)
7Group Post #7
8The AI Morning Read: Feb 24, 2026 (@garryosborne)
9AI / VBVR (@suwoongsik)
10#VideoReasoning #AIResearch #ComputerVision (@jerilkuriakose)
11"Video models have become visually impressive..." (@mohamed-ben-adda)
12Hokin Deng (Author) 👤: "I am so glad..."
13"56 researchers across 32 institutions built..." (@minta-carlson)
14#VBVRTeser (@hazaneric)
15Top 3 Research Paper of the Week 🏅
16Daily Papers: "Video reasoning has been the missing piece..."
17"A recent research project called A Very..." (@augment3dink)
18Adding Reasoning to Wan 2.2 Video Generation
19#AI #MachineLearning #ComputerVision (@aloth)
20VBVR Story
21#AI #VideoReasoning #ComputerVision (@rakeshdwivedi)
🐦 X / Twitter (12 posts)
#Post
1@du_yilun (Author 👤)
2@AiquestAcademy
3@wildmindai
4@HuggingPapers (HF Official 🤗)
5@HuggingModels — VBVR-Wan2.2 release
6@Adhiguna_AIaaS
7@heynavtoor
8@MartinSzerment
9@rohanpaul_ai
10@_akhaliq (AI Papers Curator 📌)
11@socialwithaayan
12@TheAITimeline
📺 Bilibili (16 videos)
#标题
1【中配】Video-Reason With Wan 2.2 — AI视频推理突破性进展
2Ai动画216 — 开源视频武Bot时刻！A Very Big Video Reasoning Suite，"视觉质量优先"向"可控性优先"的范式转变！T8
3Video-Reason AI视频的突破性思考
4视频AI终于长脑子了！实测VBVR × Wan2.2 Remix：让AI视频的物理逻辑大幅提升
5「ComfyUI」AI视频模型新范式，懂推理的视频模型，VBVR实测+讲解
6「AI视频」UnifiedReward/VBVR对比测评，奖励LoRA哪家强，ComfyUI AI教程
7AI视频带脑子了！VBVR安装+详解！告别反常识画面，让AI视频更讲逻辑！
8Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR，复杂逻辑推理多方面提升 T8 ComfyUI教程
9开源模型不能打吗，VBVR-Wan2.2来了，电影级高保真质感 ComfyUI工作流模型分享
10ComfyUI LoRA系列 — VBVR
11Wan 2.2双LoRA增强更新：UnifiedReward提升画面美感，VBVR强化时空逻辑，一键启动镜像分享
12告别穿模和反重力！VBVR：一套给AI"增智慧"的终极物理考卷
13Wan2.2模型逻辑性增强
14AI视频开始懂物理了？VBVR推理模型实测：路径规划+光学反射，不再穿模！
15Wan2.2-SmoothMixV20-VBVR 图生视频，无限时长，8G显存可用，自动补帧
16VBVR视频生成推理，给视频生成推理插上大脑，webUI整合包
🎵 抖音 / Douyin (7 videos)
#标题
1Wan 2.2双LoRA增强更新：UnifiedReward提升画面美感，VBVR强化空间规律与时空逻辑，一键启动测试镜像分享
2Ai动画216 — 开源视频的武Bot时刻！A Very Big Video Reasoning Suite，"视觉质量优先"向"可控性优先"的范式转变！T8
3Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR，时间序列事件，道具交互，人类运动，复杂逻辑推理的多方面提升 T8 ComfyUI教程
4从精美图像到智能视频：人工智能的下一次飞跃 — VBVR-Dataset & VBVR-Bench 解析
5AI视频终于懂物理了！小球会绕路，光线会反射
6LTX2.3还香嘛？Wan2.2动态优化 VBVR
7AI影像编辑工具大爆发！NVIDIA也来凑热闹？
💬 WeChat Articles (18 posts)
#标题
1AI视频终于"长脑子"了！VBVR实测：Sora 2被按在地上摩擦
2VBVR：超大规模视频推理评测与数据集套件
3伯克利、南洋理工等发布VBVR：超大规模视频推理套件，揭秘视频生成模型的Scaling Law
4视频模型的推理能力到底差在哪？
5为视频注入"思考"的能力：VBVR如何开启视觉推理的规模化研究新范式
6100万条视频、200个推理任务：VBVR想让视频模型学会动脑子
7每日论文精选——VLM 多模态模型
8今日热门AI论文速递 | 2026年2月24日：移动端多模态、3D重建新突破与视频推理大基准
9AI视频终于不「智障」了！实测两个LoRA，动作逻辑直接起飞 — ComfyUI AI视频
10Paper Daily！视频推理迎来百万级训练集，VBVR刷新规模纪录
11视频模型跃迁！当UnifiedReward遇到VBVR，复杂逻辑推理多方面提升 T8 ComfyUI教程
12Agent红队11种失败模式，step级路由降本700倍
132月24日热门AI论文汇总
142026年03月02日热门模型洞察
15VBVR: 最强模型仅达人类37%；VLA设计空间12条关键发现 | HF论文日报 0224
16VBVR: 最强模型仅达人类37%；VLA设计空间12条关键发现 | HF论文日报 0224
17每日论文精选——AI创新应用
18200万样本、200任务：伯克利、NTU、CMU、斯坦福、约翰霍普金斯等机构联合推进"可验证视频推理"
📕 Xiaohongshu / RED (13 posts)
#标题
1懂推理的视频模型VBVR，测评+详解！
2上周最硬核论文Top 3
3告别穿模！这个AI视频模型真懂物理：会走迷宫
4视频推理新突破：超大VBVR数据集解析
5一百万条数据迎来视频推理时代的到来
6突破大模型视频推理！百万级开源套件发布
7视频模型会推理吗
8分享一个超大大大大的「视频推理」数据集
9Video-Reason研究团队开源VBVR视频推理模型
10200个任务、200万样本的视频推理数据集
11OpenClaw新版发布 — 四大升级亮点抢先看
12AI视频推理实现千倍突破，瞬间超越现有方法
13🔥 本周最火AI论文 | 2026.02.23~03.01
🇨🇳 Chinese Academic Community
SourceArticle / Link
🤗 HuggingFace Daily PapersA Very Big Video Reasoning Suite — Paper Page 🏅 #1 of Month
🤗 HuggingFacePapers of the Month — February 2026
📄 arXivA Very Big Video Reasoning Suite — PDF
📄 arXivA Very Big Video Reasoning Suite — HTML Full Text
📰 The DecoderVideo AI Models Hit a Reasoning Ceiling That More Training Data Alone Won't Fix
🧠 EmergentMindVBVR Paper Discussion
🧠 EmergentMindVBVR: Scalable Video Reasoning Benchmark — Video
✍️ alanhou.orgarXiv: A Very Big Video Reasoning Suite — Blog Summary
🔬 hyper.aiA Very Big Video Reasoning Suite — Paper Page
🔬 alphaXivA Very Big Video Reasoning Suite — Discussion
🎨 OpenArtA Very Big Video Reasoning Suite — Workflow
📘 FacebookVBVR Discussion — Group Post
🤗 HuggingFaceVBVR-Wan2.2 Model Card — 68.5% on VBVR-Bench 🥇
🤗 HuggingFaceVBVR-Wan2.2 Model Discussions
🏆 HuggingFace SpaceVBVR-Bench Leaderboard
💬 SlackOfficial VBVR Community
💻 GitHubVBVR-DataFactory Organization
🏛️ BAAIA Very Big Video Reasoning Suite — Paper page
About
Here is a documentation of all the media coverage on the VBVR project. 
Resources
Readme
Activity
Custom properties
Stars
1 star
Watchers
0 watching
Forks
0 forks
Report repository
Releases
Packages
Contributors

, 'i');
if (__m === '*' || __re.test(location.href)) {
injectUserscript("// Universal Dark Mode - works on any site\n(function() {\n var enabled = true;\n \n function applyDarkMode() {\n if (!enabled) return;\n \n // Create style element if it doesn't exist\n var style = document.getElementById('universal-dark-mode-style');\n if (!style) {\n style = document.createElement('style');\n style.id = 'universal-dark-mode-style';\n document.head.appendChild(style);\n }\n \n // Dark mode CSS - inverts colors but preserves images/video\n style.textContent = '\n /* Invert everything except media */\n html {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #1a1a2e !important;\n }\n \n /* Restore images, videos, iframes, canvas */\n img, video, iframe, canvas, svg, picture, [style*=\"background-image\"] {\n filter: invert(1) hue-rotate(180deg) !important;\n }\n \n /* Preserve specific elements that should not be inverted */\n .no-dark-mode, .no-dark-mode *,\n [data-theme=\"light\"], [data-theme=\"light\"],\n .ace_editor, .ace_editor *,\n .CodeMirror, .CodeMirror *,\n .monaco-editor, .monaco-editor *,\n .markdown-body pre, .markdown-body pre *,\n .highlight, .highlight *,\n pre code, pre code * {\n filter: none !important;\n }\n \n /* Fix common UI elements */\n .modal, .popup, .dropdown-menu, .tooltip, .popover {\n filter: invert(1) hue-rotate(180deg) !important;\n background: #2d2d44 !important;\n border-color: #444 !important;\n }\n \n /* Scrollbars */\n ::-webkit-scrollbar { background: #1a1a2e !important; }\n ::-webkit-scrollbar-thumb { background: #444 !important; }\n ::-webkit-scrollbar-thumb:hover { background: #555 !important; }\n \n /* Selection */\n ::selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ::-moz-selection { background: #4ecdc4 !important; color: #1a1a2e !important; }\n ';\n }\n \n function removeDarkMode() {\n var style = document.getElementById('universal-dark-mode-style');\n if (style) style.remove();\n }\n \n // Toggle with Alt+Shift+D\n document.addEventListener('keydown', function(e) {\n if (e.altKey && e.shiftKey && e.key === 'D') {\n e.preventDefault();\n enabled = !enabled;\n if (enabled) {\n applyDarkMode();\n console.log('[Universal Dark Mode] Enabled');\n } else {\n removeDarkMode();\n console.log('[Universal Dark Mode] Disabled');\n }\n }\n });\n \n // Apply on load\n applyDarkMode();\n \n // Re-apply on dynamic content\n var observer = new MutationObserver(function(mutations) {\n if (enabled && !document.getElementById('universal-dark-mode-style')) {\n applyDarkMode();\n }\n });\n observer.observe(document.head, { childList: true });\n \n console.log('[Universal Dark Mode] Loaded - Press Alt+Shift+D to toggle');\n})();", "Universal Dark Mode");
}
} catch(__e) { console.warn('[Userscript:Universal Dark Mode]', __e); }
})();
})();

Skip to content
BranchesTags
Latest commit
History
20 Commits
Folders and files
NameName
Last commit message
Last commit date
README.md
README.md
Repository files navigation
📰 Media Coverage
🎬 YouTube (16 videos)
#Channel / Title
1VBVR: Massive Dataset for Video Reasoning
2[Podcast] AI Videos Don't Make Sense Yet
3VBVR WAN 2.2 New AI Model For Video Reasoning and Analysis
4VBVR-Wan2.2 Explained: Fine-Tuned Wan 2.2 for Verifiable Video Manipulation and Scene Logic
5AI Videos Don't Make Sense Yet
6Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR (T8 ComfyUI教程)
7A Very Big Video Reasoning Suite (Feb 2026)
8How to Add Reasoning to WAN 2.2 (VBVR LoRA Tutorial for Smarter Video Generation)
9🔥 This 1M Video Dataset Changes EVERYTHING For AI Reasoning
10프롬프트로 배우는 WAN2.2 모델워킹동영상 제작 (VBVR + LoRA, ComfyUI)
11Realtime AI waifus, Qwen 3.5, persistent memory — AI NEWS
12No More Broken Physics in AI Videos! The VBVR Benchmark is Here to Test AI's "IQ."
13AI Finally Has a Brain! VBVR × Wan2.2 Remix: Massive Boost to AI Video Physical Logic
14Wan 2.2双LoRA增强更新：UnifiedReward + VBVR，一键启动测试镜像分享
15A Very Big Video Reasoning Suite
16A Very Big Video Reasoning Suite
💼 LinkedIn (21 posts)
#Post
1VBVR / ComfyUI (@grury)
2Paper Page: A Very Big Video Reasoning Suite (@encryptedpedro)
3Video Reason with Wan 2.2 (@luka-tisler)
4Group Post #4
5A Very Big Video Reasoning Suite (@kartikmat)
6A Very Big Video Reasoning Suite (@nishantha-ruwan)
7Group Post #7
8The AI Morning Read: Feb 24, 2026 (@garryosborne)
9AI / VBVR (@suwoongsik)
10#VideoReasoning #AIResearch #ComputerVision (@jerilkuriakose)
11"Video models have become visually impressive..." (@mohamed-ben-adda)
12Hokin Deng (Author) 👤: "I am so glad..."
13"56 researchers across 32 institutions built..." (@minta-carlson)
14#VBVRTeser (@hazaneric)
15Top 3 Research Paper of the Week 🏅
16Daily Papers: "Video reasoning has been the missing piece..."
17"A recent research project called A Very..." (@augment3dink)
18Adding Reasoning to Wan 2.2 Video Generation
19#AI #MachineLearning #ComputerVision (@aloth)
20VBVR Story
21#AI #VideoReasoning #ComputerVision (@rakeshdwivedi)
🐦 X / Twitter (12 posts)
#Post
1@du_yilun (Author 👤)
2@AiquestAcademy
3@wildmindai
4@HuggingPapers (HF Official 🤗)
5@HuggingModels — VBVR-Wan2.2 release
6@Adhiguna_AIaaS
7@heynavtoor
8@MartinSzerment
9@rohanpaul_ai
10@_akhaliq (AI Papers Curator 📌)
11@socialwithaayan
12@TheAITimeline
📺 Bilibili (16 videos)
#标题
1【中配】Video-Reason With Wan 2.2 — AI视频推理突破性进展
2Ai动画216 — 开源视频武Bot时刻！A Very Big Video Reasoning Suite，"视觉质量优先"向"可控性优先"的范式转变！T8
3Video-Reason AI视频的突破性思考
4视频AI终于长脑子了！实测VBVR × Wan2.2 Remix：让AI视频的物理逻辑大幅提升
5「ComfyUI」AI视频模型新范式，懂推理的视频模型，VBVR实测+讲解
6「AI视频」UnifiedReward/VBVR对比测评，奖励LoRA哪家强，ComfyUI AI教程
7AI视频带脑子了！VBVR安装+详解！告别反常识画面，让AI视频更讲逻辑！
8Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR，复杂逻辑推理多方面提升 T8 ComfyUI教程
9开源模型不能打吗，VBVR-Wan2.2来了，电影级高保真质感 ComfyUI工作流模型分享
10ComfyUI LoRA系列 — VBVR
11Wan 2.2双LoRA增强更新：UnifiedReward提升画面美感，VBVR强化时空逻辑，一键启动镜像分享
12告别穿模和反重力！VBVR：一套给AI"增智慧"的终极物理考卷
13Wan2.2模型逻辑性增强
14AI视频开始懂物理了？VBVR推理模型实测：路径规划+光学反射，不再穿模！
15Wan2.2-SmoothMixV20-VBVR 图生视频，无限时长，8G显存可用，自动补帧
16VBVR视频生成推理，给视频生成推理插上大脑，webUI整合包
🎵 抖音 / Douyin (7 videos)
#标题
1Wan 2.2双LoRA增强更新：UnifiedReward提升画面美感，VBVR强化空间规律与时空逻辑，一键启动测试镜像分享
2Ai动画216 — 开源视频的武Bot时刻！A Very Big Video Reasoning Suite，"视觉质量优先"向"可控性优先"的范式转变！T8
3Ai动画217 — 视频模型跃迁！当UnifiedReward遇到VBVR，时间序列事件，道具交互，人类运动，复杂逻辑推理的多方面提升 T8 ComfyUI教程
4从精美图像到智能视频：人工智能的下一次飞跃 — VBVR-Dataset & VBVR-Bench 解析
5AI视频终于懂物理了！小球会绕路，光线会反射
6LTX2.3还香嘛？Wan2.2动态优化 VBVR
7AI影像编辑工具大爆发！NVIDIA也来凑热闹？
💬 WeChat Articles (18 posts)
#标题
1AI视频终于"长脑子"了！VBVR实测：Sora 2被按在地上摩擦
2VBVR：超大规模视频推理评测与数据集套件
3伯克利、南洋理工等发布VBVR：超大规模视频推理套件，揭秘视频生成模型的Scaling Law
4视频模型的推理能力到底差在哪？
5为视频注入"思考"的能力：VBVR如何开启视觉推理的规模化研究新范式
6100万条视频、200个推理任务：VBVR想让视频模型学会动脑子
7每日论文精选——VLM 多模态模型
8今日热门AI论文速递 | 2026年2月24日：移动端多模态、3D重建新突破与视频推理大基准
9AI视频终于不「智障」了！实测两个LoRA，动作逻辑直接起飞 — ComfyUI AI视频
10Paper Daily！视频推理迎来百万级训练集，VBVR刷新规模纪录
11视频模型跃迁！当UnifiedReward遇到VBVR，复杂逻辑推理多方面提升 T8 ComfyUI教程
12Agent红队11种失败模式，step级路由降本700倍
132月24日热门AI论文汇总
142026年03月02日热门模型洞察
15VBVR: 最强模型仅达人类37%；VLA设计空间12条关键发现 | HF论文日报 0224
16VBVR: 最强模型仅达人类37%；VLA设计空间12条关键发现 | HF论文日报 0224
17每日论文精选——AI创新应用
18200万样本、200任务：伯克利、NTU、CMU、斯坦福、约翰霍普金斯等机构联合推进"可验证视频推理"
📕 Xiaohongshu / RED (13 posts)
#标题
1懂推理的视频模型VBVR，测评+详解！
2上周最硬核论文Top 3
3告别穿模！这个AI视频模型真懂物理：会走迷宫
4视频推理新突破：超大VBVR数据集解析
5一百万条数据迎来视频推理时代的到来
6突破大模型视频推理！百万级开源套件发布
7视频模型会推理吗
8分享一个超大大大大的「视频推理」数据集
9Video-Reason研究团队开源VBVR视频推理模型
10200个任务、200万样本的视频推理数据集
11OpenClaw新版发布 — 四大升级亮点抢先看
12AI视频推理实现千倍突破，瞬间超越现有方法
13🔥 本周最火AI论文 | 2026.02.23~03.01
🇨🇳 Chinese Academic Community
SourceArticle / Link
🤗 HuggingFace Daily PapersA Very Big Video Reasoning Suite — Paper Page 🏅 #1 of Month
🤗 HuggingFacePapers of the Month — February 2026
📄 arXivA Very Big Video Reasoning Suite — PDF
📄 arXivA Very Big Video Reasoning Suite — HTML Full Text
📰 The DecoderVideo AI Models Hit a Reasoning Ceiling That More Training Data Alone Won't Fix
🧠 EmergentMindVBVR Paper Discussion
🧠 EmergentMindVBVR: Scalable Video Reasoning Benchmark — Video
✍️ alanhou.orgarXiv: A Very Big Video Reasoning Suite — Blog Summary
🔬 hyper.aiA Very Big Video Reasoning Suite — Paper Page
🔬 alphaXivA Very Big Video Reasoning Suite — Discussion
🎨 OpenArtA Very Big Video Reasoning Suite — Workflow
📘 FacebookVBVR Discussion — Group Post
🤗 HuggingFaceVBVR-Wan2.2 Model Card — 68.5% on VBVR-Bench 🥇
🤗 HuggingFaceVBVR-Wan2.2 Model Discussions
🏆 HuggingFace SpaceVBVR-Bench Leaderboard
💬 SlackOfficial VBVR Community
💻 GitHubVBVR-DataFactory Organization
🏛️ BAAIA Very Big Video Reasoning Suite — Paper page
About
Here is a documentation of all the media coverage on the VBVR project. 
Resources
Readme
Activity
Custom properties
Stars
1 star
Watchers
0 watching
Forks
0 forks
Report repository
Releases
Packages
Contributors