Awesome-Video-Reasoning

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Awesome-Video-Reasoning

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This is a collection of recent papers on reasoning in video generation models.

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# Awesome Video Reasoning

[![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome)

> This repository **only includes works on reasoning with video models**. In general, we do **not** list works on language models or multi-modal language models.

## Papers

### 2026

**Visual Prompt Engineering for Video Models** | *Jul 2026*  
Robert Geirhos, Yuxuan Li, Thaddäus Wiedemer, Neha Kalibhat, Zi Wang, Mani Malek, Oyvind Tafjord, Kevin Swersky, Been Kim, Priyank Jaini  
📄 [Paper](https://arxiv.org/abs/2607.25537) | 💻 [Project](https://visual-prompt-engineering.github.io/)

**PE-Field 4D: Video Generation Models as Canvas** | *Jul 2026*  
Yunpeng Bai, Haoxiang Li, Qixing Huang  
📄 [Paper](https://arxiv.org/abs/2607.15667) | 💻 [Code](https://github.com/MTLab/PE-Field)

**Hierarchical Denoising For Multi-Step Visual Reasoning** | *Jul 2026*  
Zezhong Qian, Xiaowei Chi, Chak-Wing Mak, Tianze Zhou, Ruibin Yuan, Yuhan Rui, Hengzhe Sun, Zhuoqun Wu, Yuming Li, Siyuan Qian, Sirui Han, Shanghang Zhang  
📄 [Paper](https://arxiv.org/abs/2607.15278) | 💻 [Project](https://hierarchical-diffusion-reasoning.github.io/)

**Video Generation Models are General-Purpose Vision Learners** | *Jul 2026*  
Letian Wang, Chuhan Zhang, Rishabh Kabra, Jasper Uijlings, Steven Waslander, Andrew Zisserman, Joao Carreira, Kaiming He, Misha Andriluka, Eduard Gabriel Bazavan, Andrei Zanfir, Cristian Sminchisescu  
📄 [Paper](https://arxiv.org/abs/2607.09024) | 💻 [Project](https://genception.github.io)

**OpenCoF: Learning to Reason Through Video Generation** | *Jul 2026*  
Xinyan Chen, Ziyu Guo, Renrui Zhang, Dongzhi Jiang, Hongsheng Li  
📄 [Paper](https://arxiv.org/abs/2607.08763) | 💻 [Project](https://opencof.github.io/)

**Understanding and Mitigating the Video-Action Generalization Gap via Temporal Ratio** | *Jul 2026*  
Utkarsh A. Mishra, Yongxin Chen, Danfei Xu, Yang Liu, Xi Chen, Jiayuan Mao  
📄 [Paper](https://arxiv.org/abs/2607.08127) | 💻 [Project](https://umishra.me/temporal-ratio/)

**ProxyPose: 6-DoF Pose Tracking via Video-to-Video Translation** | *Jul 2026*  
Ruihang Zhang, Felix Taubner, Pooja Ravi, Kiriakos N. Kutulakos, David B. Lindell  
📄 [Paper](https://arxiv.org/abs/2607.06555) | 💻 [Project](https://ruihangzhang97.github.io/proxypose/)

**Physics-IQ Verified** | *Jun 2026*  
Tim Rädsch, Yuki M Asano, Hilde Kuehne, Stefan Bauer, Priyank Jaini, Robert Geirhos, Carsten T. Lüth  
📄 [Paper](https://arxiv.org/abs/2606.18943)

**Latent Spatial Memory for Video World Models** | *Jun 2026*  
Weijie Wang, Haoyu Zhao, Yifan Yang, Feng Chen, Zeyu Zhang, Yefei He, Zicheng Duan, Donny Y. Chen, Yuqing Yang, Bohan Zhuang  
📄 [Paper](https://arxiv.org/abs/2606.09828) | 💻 [Project](https://aka.ms/latent-spatial-memory) | 💻 [Code](https://github.com/microsoft/LatentSpatialMemory)

**Do Video Foundation Models Understand Intuitive Physics? A Layerwise Probing Analysis** | *Jun 2026*  
Samuele Punzo, Niccolò Caselli, Ippokratis Pantelidis, Francesco Massafra, Salvatore Lo Sardo, Mohammadreza Salehi  
📄 [Paper](https://arxiv.org/abs/2606.09646)

**The Invisible Hand of Physics: When Video Diffusion Models Know More Than They Show** | *Jun 2026*  
Parsa Esmati, Somjit Nath, Katja Hofmann, Derek Nowrouzezahrai, Samira Ebrahimi Kahou, Majid Mirmehdi  
📄 [Paper](https://arxiv.org/abs/2606.05328)

**VLMs are Good Teachers for Video Reasoning via Adaptive Test-Time Optimization** | *Jun 2026*  
Junhao Cheng, Liang Hou, Tianxiong Zhong, Xin Tao, Pengfei Wan, Kun Gai, Jing Liao  
📄 [Paper](https://arxiv.org/abs/2606.02564) | 💻 [Project](https://vlm-as-teacher.github.io/)

**MPMWorlds: Material-Point-Method Simulations for Inferring and Extrapolating Physical Dynamics** | *Jun 2026*  
Žiga Kovačič, Kevin Ellis  
📄 [Paper](https://arxiv.org/abs/2606.01538) | 💻 [Project](https://zzigak.github.io/mpmworlds/)

**Turning Video Models into Generalist Robot Policies** | *May 2026*  
Sizhe Lester Li, Evan Kim, Xingjian Bai, Tong Zhao, Tao Pang, Max Simchowitz, Vincent Sitzmann  
📄 [Paper](https://arxiv.org/abs/2605.27817)

**NEWTON: Agentic Planning for Physically Grounded Video Generation** | *May 2026*  
Yuxiang Feng, Juncheng Wang, Chao Xu, Yijie Qian, Huihan Wang, Wenlong Hou, Yang Liu, Baigui Sun, Yong Liu, Shujun Wang  
📄 [Paper](https://arxiv.org/abs/2605.18396)

**CollabVR: Collaborative Video Reasoning with Vision-Language and Video Generation Models** | *May 2026*  
Joowon Kim, Seungho Shin, Joonhyung Park, Eunho Yang  
📄 [Paper](https://arxiv.org/abs/2605.08735) | 💻 [Project](https://joow0n-kim.github.io/collabvr-project-page/)

**How Far Are Video Models from True Multimodal Reasoning?** | *Apr 2026*  
Xiaotian Zhang, Jianhui Wei, Yuan Wang, Jie Tan, Yichen Li, Yan Zhang, Ziyi Chen, Daoan Zhang, Dezhi YU, Wei Xu, Songtao Jiang, Zuozhu Liu  
📄 [Paper](https://arxiv.org/abs/2604.19193) | 💻 [Code](https://github.com/Monncyann/CLVG-Bench)

**VOID: Video Object and Interaction Deletion** | *Apr 2026*  
Saman Motamed, William Harvey, Benjamin Klein, Luc Van Gool, Zhuoning Yuan, Ta-Ying Cheng  
📄 [Paper](https://arxiv.org/abs/2604.02296)

**World Reasoning Arena** | *Mar 2026*  
PAN Team Institute of Foundation Models: Qiyue Gao, Kun Zhou, Jiannan Xiang, Zihan Liu, Dequan Yang, Junrong Chen, Arif Ahmad, Cong Zeng, Ganesh Bannur, Xinqi Huang, Zheqi Liu, Yi Gu, Yichi Yang, Guangyi Liu, Zhiting Hu, Zhengzhong Liu, Eric Xing  
📄 [Paper](https://arxiv.org/abs/2603.25887) | 💻 [Code](https://github.com/MBZUAI-IFM/WR-Arena)

**MME-CoF-Pro: Evaluating Reasoning Coherence in Video Generative Models with Text and Visual Hints** | *Mar 2026*  
Yu Qi, Xinyi Xu, Ziyu Guo, Siyuan Ma, Renrui Zhang, Xinyan Chen, Ruichuan An, Ruofan Xing, Jiayi Zhang, Haojie Huang, Pheng-Ann Heng, Jonathan Tremblay, Lawson L.S. Wong  
📄 [Paper](https://arxiv.org/abs/2603.20194)

**Physion-Eval: Evaluating Physical Realism in Generated Video via Human Reasoning** | *Mar 2026*  
Qin Zhang, Peiyu Jing, Hong-Xing Yu, Fangqiang Ding, Fan Nie, Weimin Wang, Yilun Du, James Zou, Jiajun Wu, Bing Shuai  
📄 [Paper](https://arxiv.org/abs/2603.19607)

**Demystifing Video Reasoning** | *Mar 2026*  
Ruisi Wang, Zhongang Cai, Fanyi Pu, Junxiang Xu, Wanqi Yin, Maijunxian Wang, Ran Ji, Chenyang Gu, Bo Li, Ziqi Huang, Hokin Deng, Dahua Lin, Ziwei Liu, Lei Yang  
📄 [Paper](https://arxiv.org/abs/2603.16870) | 💻 [Project](https://www.wruisi.com/demystifying_video_reasoning/)

**EndoCoT: Scaling Endogenous Chain-of-Thought Reasoning in Diffusion Models** | *Mar 2026*  
Xuanlang Dai, Yujie Zhou, Long Xing, Jiazi Bu, Xilin Wei, Yuhong Liu, Beichen Zhang, Kai Chen, Yuhang Zang  
📄 [Paper](https://arxiv.org/abs/2603.12252) | 💻 [Project](https://internlm.github.io/EndoCoT/)

**Holi-Spatial: Evolving Video Streams into Holistic 3D Spatial Intelligence** | *Mar 2026*  
Yuanyuan Gao, Hao Li, Yifei Liu, Xinhao Ji, Yuning Gong, Yuanjun Liao, Fangfu Liu, Manyuan Zhang, Yuchen Yang, Dan Xu, Xue Yang, Huaxi Huang, Hongjie Zhang, Ziwei Liu, Xiao Sun, Dingwen Zhang, Zhihang Zhong  
📄 [Paper](https://arxiv.org/abs/2603.07660) | 💻 [Project](https://visionary-laboratory.github.io/holi-spatial/)

**A Very Big Video Reasoning Suite** | *Feb 2026*  
Maijunxian Wang, Ruisi Wang, Juyi Lin, Ran Ji, Thaddäus Wiedemer, Qingying Gao, Dezhi Luo, Yaoyao Qian, Lianyu Huang, Zelong Hong, Jiahui Ge, Qianli Ma, Hang He, Yifan Zhou, Lingzi Guo, Lantao Mei, Jiachen Li, Hanwen Xing, Tianqi Zhao, Fengyuan Yu, Weihang Xiao, Yizheng Jiao, Jianheng Hou, Danyang Zhang, Pengcheng Xu, Boyang Zhong, Zehong Zhao, Gaoyun Fang, John Kitaoka, Yile Xu, Hua Xu, Kenton Blacutt, Tin Nguyen, Siyuan Song, Haoran Sun, Shaoyue Wen, Linyang He, Runming Wang, Yanzhi Wang, Mengyue Yang, Ziqiao Ma, Raphaël Millière, Freda Shi, Nuno Vasconcelos, Daniel Khashabi, Alan Yuille, Yilun Du, Ziming Liu, Bo Li, Dahua Lin, Ziwei Liu, Vikash Kumar, Yijiang Li, Lei Yang, Zhongang Cai, Hokin Deng  
📄 [Paper](https://arxiv.org/abs/2602.20159) | 💻 [Project](https://video-reason.com/)

**From Perception to Action: An Interactive Benchmark for Vision Reasoning** | *Feb 2026*  
Yuhao Wu, Maojia Song, Yihuai Lan, Lei Wang, Zhiqiang Hu, Yao Xiao, Heng Zhou, Weihua Zheng, Dylan Raharja, Soujanya Poria, Roy Ka-Wei Lee  
📄 [Paper](https://arxiv.org/abs/2602.21015) | 💻 [Project](https://social-ai-studio.github.io/CHAIN/)

**Visual Generation Unlocks Human-Like Reasoning through Multimodal World Models** | *Jan 2026*  
Jialong Wu, Xiaoying Zhang, Hongyi Yuan, Xiangcheng Zhang, Tianhao Huang, Changjing He, Chaoyi Deng, Renrui Zhang, Youbin Wu, Mingsheng Long  
📄 [Paper](https://arxiv.org/abs/2601.19834) | 💻 [Project](https://thuml.github.io/Reasoning-Visual-World/)

**CoF-T2I: Video Models as Pure Visual Reasoners for Text-to-Image Generation** | *Jan 2026*  
Chengzhuo Tong, Mingkun Chang, Shenglong Zhang, Yuran Wang, Cheng Liang, Zhizheng Zhao, Ruichuan An, Bohan Zeng, Yang Shi, Yifan Dai, Ziming Zhao, Guanbin Li, Pengfei Wan, Yuanxing Zhang, Wentao Zhang  
📄 [Paper](https://arxiv.org/abs/2601.10061)

### 2025

**VIPER: Process-aware Evaluation for Generative Video Reasoning** | *Dec 2025*  
Yifan Li, Yukai Gu, Yingqian Min, Zikang Liu, Yifan Du, Kun Zhou, Min Yang, Wayne Xin Zhao, Minghui Qiu  
📄 [Paper](https://arxiv.org/abs/2512.24952)

**Spatia: Video Generation with Updatable Spatial Memory** | *Dec 2025*  
Jinjing Zhao, Fangyun Wei, Zhening Liu, Hongyang Zhang, Chang Xu, Yan Lu  
📄 [Paper](https://arxiv.org/abs/2512.15716) | 💻 [Project](https://zhaojingjing713.github.io/Spatia/)

**MMGR: Multi-Modal Generative Reasoning** | *Dec 2025*  
Zefan Cai, Haoyi Qiu, Tianyi Ma, Haozhe Zhao, Gengze Zhou, Kung-Hsiang Huang, Parisa Kordjamshidi, Minjia Zhang, Wen Xiao, Jiuxiang Gu, Nanyun Peng, Junjie Hu  
📄 [Paper](https://arxiv.org/abs/2512.14691)

**Video4Spatial: Towards Visuospatial Intelligence with Context-Guided Video Generation** | *Dec 2025*  
Zeqi Xiao, Yiwei Zhao, Lingxiao Li, Yushi Lan, Ning Yu, Rahul Garg, Roshni Cooper, Mohammad H. Taghavi, Xingang Pan  
📄 [Paper](https://arxiv.org/abs/2512.03040) | 💻 [Project](https://xizaoqu.github.io/video4spatial/)

**WorldPack: Compressed Memory Improves Spatial Consistency in Video World Modeling** | *Dec 2025*  
Yuta Oshima, Yusuke Iwasawa, Masahiro Suzuki, Yutaka Matsuo, Hiroki Furuta  
📄 [Paper](https://arxiv.org/abs/2512.02473)

**Evaluating Gemini Robotics Policies in a Veo World Simulator** | *Dec 2025*  
Gemini Robotics Team, Coline Devin, Yilun Du, Debidatta Dwibedi, Ruiqi Gao, Abhishek Jindal, Thomas Kipf, Sean Kirmani, Fangchen Liu, Anirudha Majumdar, Andrew Marmon, Carolina Parada, Yulia Rubanova, Dhruv Shah, Vikas Sindhwani, Jie Tan, Fei Xia, Ted Xiao, Sherry Yang, Wenhao Yu, Allan Zhou  
📄 [Paper](https://arxiv.org/abs/2512.10675)

**RELIC: Interactive Video World Model with Long-Horizon Memory** | *Dec 2025*  
Yicong Hong, Yiqun Mei, Chongjian Ge, Yiran Xu, Yang Zhou, Sai Bi, Yannick Hold-Geoffroy, Mike Roberts, Matthew Fisher, Eli Shechtman, Kalyan Sunkavalli, Feng Liu, Zhengqi Li, Hao Tan  
📄 [Paper](https://arxiv.org/abs/2512.04040)

**Reward Forcing: Efficient Streaming Video Generation with Rewarded Distribution Matching Distillation** | *Dec 2025*  
Yunhong Lu, Yanhong Zeng, Haobo Li, Hao Ouyang, Qiuyu Wang, Ka Leong Cheng, Jiapeng Zhu, Hengyuan Cao, Zhipeng Zhang, Xing Zhu, Yujun Shen, Min Zhang  
📄 [Paper](https://arxiv.org/abs/2512.04678) | 💻 [Project](https://reward-forcing.github.io/)

**Astra: General Interactive World Model with Autoregressive Denoising** | *Dec 2025*  
Yixuan Zhu, Jiaqi Feng, Wenzhao Zheng, Yuan Gao, Xin Tao, Pengfei Wan, Jie Zhou, Jiwen Lu  
📄 [Paper](https://arxiv.org/abs/2512.08931) | 💻 [Code](https://github.com/EternalEvan/Astra)

**VideoCoF: Unified Video Editing with Temporal Reasoner** | *Dec 2025*  
Xiangpeng Yang, Ji Xie, Yiyuan Yang, Yue Ma, Yan Huang, Min Xu, Qiang Wu  
📄 [Paper](https://arxiv.org/abs/2512.07469) | 💻 [Project](https://videocof.github.io/)

**Saber: Scaling Zero-Shot Reference-to-Video Generation** | *Dec 2025*  
Zijian Zhou, Shikun Liu, Haozhe Liu, Haonan Qiu, Zhaochong An, Weiming Ren, Zhiheng Liu, Xiaoke Huang, Kam Woh Ng, Tian Xie, Xiao Han, Yuren Cong, Hang Li, Chuyan Zhu, Aditya Patel, Tao Xiang, Sen He  
📄 [Paper](https://arxiv.org/abs/2512.06905) | 💻 [Project](https://franciszzj.github.io/Saber/)

**DDRL: Data-regularized Reinforcement Learning for Diffusion Models at Scale** | *Dec 2025*  
Haotian Ye, Kaiwen Zheng, Jiashu Xu, Puheng Li, Huayu Chen, Jiaqi Han, Sheng Liu, Qinsheng Zhang, Hanzi Mao, Zekun Hao, Prithvijit Chattopadhyay, Dinghao Yang, Liang Feng, Maosheng Liao, Junjie Bai, Ming-Yu Liu, James Zou, Stefano Ermon  
📄 [Paper](https://arxiv.org/abs/2512.04332)

**World Models That Know When They Don't Know: Controllable Video Generation with Calibrated Uncertainty** | *Dec 2025*  
Zhiting Mei, Tenny Yin, Micah Baker, Ola Shorinwa, Anirudha Majumdar  
📄 [Paper](https://arxiv.org/abs/2512.05927)

**Stable Video Infinity: Infinite-Length Video Generation with Error Recycling** | *Oct 2025*  
Wuyang Li, Wentao Pan, Po-Chien Luan, Yang Gao, Alexandre Alahi  
📄 [Paper](https://arxiv.org/abs/2510.09212) | 💻 [Project](https://stable-video-infinity.github.io/homepage/)

**Why Diffusion Models Don't Memorize: The Role of Implicit Dynamical Regularization in Training** | *May 2025*  
Tony Bonnaire, Raphaël Urfin, Giulio Biroli, Marc Mézard  
📄 [Paper](https://arxiv.org/abs/2505.17638)

**RULER-Bench: Probing Rule-based Reasoning Abilities of Next-level Video Generation Models for Vision Foundation Intelligence** | *Dec 2025*  
Xuming He, Zehao Fan, Hengjia Li, Fan Zhuo, Hankun Xu, Senlin Cheng, Di Weng, Haifeng Liu, Can Ye, Boxi Wu  
📄 [Paper](https://arxiv.org/abs/2512.02622) | 💻 [Project](https://hexmseeu.github.io/RULER-Bench-proj/)

**What about gravity in video generation? Post-Training Newton's Laws with Verifiable Rewards** | *Nov 2025*  
Minh-Quan Le, Yuanzhi Zhu, Vicky Kalogeiton, Dimitris Samaras  
📄 [Paper](https://arxiv.org/abs/2512.00425) | 💻 [Project](https://cvlab-stonybrook.github.io/NewtonRewards/)

**In-Video Instructions: Visual Signals as Generative Control** | *Nov 2025*  
Gongfan Fang, Xinyin Ma, Xinchao Wang  
📄 [Paper](https://arxiv.org/abs/2511.19401) | 💻 [Project](https://fangggf.github.io/In-Video/)

**Video Generation Models Are Good Latent Reward Models** | *Nov 2025*  
Xiaoyue Mi, Wenqing Yu, Jiesong Lian, Shibo Jie, Ruizhe Zhong, Zijun Liu, Guozhen Zhang, Zixiang Zhou, Zhiyong Xu, Yuan Zhou, Qinglin Lu, Fan Tang  
📄 [Paper](https://arxiv.org/abs/2511.21541)

**Video4Edit: Viewing Image Editing as a Degenerate Temporal Process** | *Nov 2025*  
Xiaofan Li, Yanpeng Sun, Chenming Wu, Fan Duan, YuAn Wang, Weihao Bo, Yumeng Zhang, Dingkang Liang  
📄 [Paper](https://arxiv.org/abs/2511.18131)

**VChain: Chain-of-Visual-Thought for Reasoning in Video Generation** | *Oct 2025*  
Ziqi Huang, Ning Yu, Gordon Chen, Haonan Qiu, Paul Debevec, Ziwei Liu  
📄 [Paper](https://arxiv.org/abs/2510.05094) | 💻 [Project](https://eyeline-labs.github.io/VChain/)

**Can World Simulators Reason? Gen-ViRe: A Generative Visual Reasoning Benchmark** | *Nov 2025*  
Xinxin Liu, Zhaopan Xu, Kai Wang, Yong Jae Lee, Yuzhang Shang  
📄 [Paper](https://arxiv.org/abs/2511.13853) | 💻 [Code](https://github.com/L-CodingSpace/GVR)

**Are Video Models Ready as Zero-Shot Reasoners? An Empirical Study with the MME-CoF Benchmark** | *Oct 2025*  
Ziyu Guo, Xinyan Chen, Renrui Zhang, Ruichuan An, Yu Qi, Dongzhi Jiang, Xiangtai Li, Manyuan Zhang, Hongsheng Li, Pheng-Ann Heng  
📄 [Paper](https://arxiv.org/abs/2510.26802) | 💻 [Code](https://github.com/ZiyuGuo99/MME-CoF)

**Video Models Start to Solve Chess, Maze, Sudoku, Mental Rotation, and Raven's Matrices**  
Hokin Deng  
📄 [Paper](https://github.com/hokindeng/VMEvalKit/blob/main/paper/video-models-start-to-solve/Video_Model_Start_to_Solve.pdf) | 💻 [Code](https://github.com/hokindeng/VMEvalKit)

**Video-as-Answer: Predict and Generate Next Video Event with Joint-GRPO** | *Nov 2025*  
Junhao Cheng, Liang Hou, Xin Tao, Jing Liao  
📄 [Paper](https://arxiv.org/abs/2511.16669) | 💻 [Code](https://github.com/KlingTeam/VANS)

**Reasoning via Video: The First Evaluation of Video Models' Reasoning Abilities through Maze-Solving Tasks** | *Nov 2025*  
Cheng Yang, Haiyuan Wan, Yiran Peng, Xin Cheng, Zhaoyang Yu, Jiayi Zhang, Junchi Yu, Xinlei Yu, Xiawu Zheng, Dongzhan Zhou, Chenglin Wu  
📄 [Paper](https://arxiv.org/abs/2511.15065) | 💻 [Code](https://github.com/ImYangC7/VR-Bench)

**Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm** | *Nov 2025*  
Jingqi Tong, Yurong Mou, Hangcheng Li, Mingzhe Li, Yongzhuo Yang, Ming Zhang, Qiguang Chen, Tianyi Liang, Xiaomeng Hu, Yining Zheng, Xinchi Chen, Jun Zhao, Xuanjing Huang, Xipeng Qiu  
📄 [Paper](https://arxiv.org/abs/2511.04570) | 💻 [Code](https://github.com/tongjingqi/Thinking-with-Video)

**V-ReasonBench: Toward Unified Reasoning Benchmark Suite for Video Generation Models** | *Nov 2025*  
Yang Luo, Xuanlei Zhao, Baijiong Lin, Lingting Zhu, Liyao Tang, Yuqi Liu, Ying-Cong Chen, Shengju Qian, Xin Wang, Yang You  
📄 [Paper](https://arxiv.org/abs/2511.16668) | 💻 [Code](https://github.com/yangluo7/V-ReasonBench)

**TiViBench: Benchmarking Think-in-Video Reasoning for Video Generative Models** | *Nov 2025*  
Harold Haodong Chen, Disen Lan, Wen-Jie Shu, Qingyang Liu, Zihan Wang, Sirui Chen, Wenkai Cheng, Kanghao Chen, Hongfei Zhang, Zixin Zhang, Rongjin Guo, Yu Cheng, Ying-Cong Chen  
📄 [Paper](https://arxiv.org/abs/2511.13704) | 💻 [Code](https://github.com/EnVision-Research/TiViBench)

**Video models are zero-shot learners and reasoners** | *Sep 2025*  
Thaddäus Wiedemer, Yuxuan Li, Paul Vicol, Shixiang Shane Gu, Nick Matarese, Kevin Swersky, Been Kim, Priyank Jaini, Robert Geirhos  
📄 [Paper](https://arxiv.org/abs/2509.20328) | 💻 [Project](https://video-zero-shot.github.io/)

### 2024

**Pathways on the Image Manifold: Image Editing via Video Generation** | *Nov 2024*  
Noam Rotstein, Gal Yona, Daniel Silver, Roy Velich, David Bensaïd, Ron Kimmel  
📄 [Paper](https://arxiv.org/abs/2411.16819) | 💻 [Project](https://rotsteinnoam.github.io/Frame2Frame/)

**Impossible Videos** | *Mar 2025*  
Zechen Bai, Hai Ci, Mike Zheng Shou  
📄 [Paper](https://arxiv.org/abs/2503.14378)

## Contributing

Contributions are welcome! Please feel free to submit a pull request to add new papers or resources.

## License

This project is licensed under the Apache-2.0 License - see the [LICENSE](LICENSE) file for details.

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