├── docs ├── index.md └── _config.yml ├── .github └── workflows │ └── jekyll.yml ├── .gitignore ├── README.md └── LICENSE /docs/index.md: -------------------------------------------------------------------------------- 1 | --- 2 | layout: default 3 | title: Awesome Video Reasoning 4 | --- 5 | 6 | {% include_relative README.md %} 7 | 8 | -------------------------------------------------------------------------------- /docs/_config.yml: -------------------------------------------------------------------------------- 1 | title: Awesome Video Reasoning 2 | description: A curated list of papers on reasoning in video generation models 3 | theme: jekyll-theme-cayman 4 | url: "https://video-reason.github.io" 5 | baseurl: "/Awesome-Video-Reasoning" 6 | 7 | plugins: 8 | - jekyll-sitemap 9 | 10 | -------------------------------------------------------------------------------- /.github/workflows/jekyll.yml: -------------------------------------------------------------------------------- 1 | name: Deploy Jekyll site to Pages 2 | 3 | on: 4 | push: 5 | branches: ["main"] 6 | workflow_dispatch: 7 | 8 | permissions: 9 | contents: read 10 | pages: write 11 | id-token: write 12 | 13 | concurrency: 14 | group: "pages" 15 | cancel-in-progress: false 16 | 17 | jobs: 18 | build: 19 | runs-on: ubuntu-latest 20 | steps: 21 | - name: Checkout 22 | uses: actions/checkout@v4 23 | 24 | - name: Copy README to docs 25 | run: cp README.md docs/README.md 26 | 27 | - name: Setup Pages 28 | uses: actions/configure-pages@v4 29 | 30 | - name: Build with Jekyll 31 | uses: actions/jekyll-build-pages@v1 32 | with: 33 | source: ./docs 34 | destination: ./_site 35 | 36 | - name: Upload artifact 37 | uses: actions/upload-pages-artifact@v3 38 | 39 | deploy: 40 | environment: 41 | name: github-pages 42 | url: ${{ steps.deployment.outputs.page_url }} 43 | runs-on: ubuntu-latest 44 | needs: build 45 | steps: 46 | - name: Deploy to GitHub Pages 47 | id: deployment 48 | uses: actions/deploy-pages@v4 49 | 50 | -------------------------------------------------------------------------------- /.gitignore: -------------------------------------------------------------------------------- 1 | # Byte-compiled / optimized / DLL files 2 | __pycache__/ 3 | *.py[codz] 4 | *$py.class 5 | 6 | # C extensions 7 | *.so 8 | 9 | # Distribution / packaging 10 | .Python 11 | build/ 12 | develop-eggs/ 13 | dist/ 14 | downloads/ 15 | eggs/ 16 | .eggs/ 17 | lib/ 18 | lib64/ 19 | parts/ 20 | sdist/ 21 | var/ 22 | wheels/ 23 | share/python-wheels/ 24 | *.egg-info/ 25 | .installed.cfg 26 | *.egg 27 | MANIFEST 28 | 29 | # PyInstaller 30 | # Usually these files are written by a python script from a template 31 | # before PyInstaller builds the exe, so as to inject date/other infos into it. 32 | *.manifest 33 | *.spec 34 | 35 | # Installer logs 36 | pip-log.txt 37 | pip-delete-this-directory.txt 38 | 39 | # Unit test / coverage reports 40 | htmlcov/ 41 | .tox/ 42 | .nox/ 43 | .coverage 44 | .coverage.* 45 | .cache 46 | nosetests.xml 47 | coverage.xml 48 | *.cover 49 | *.py.cover 50 | .hypothesis/ 51 | .pytest_cache/ 52 | cover/ 53 | 54 | # Translations 55 | *.mo 56 | *.pot 57 | 58 | # Django stuff: 59 | *.log 60 | local_settings.py 61 | db.sqlite3 62 | db.sqlite3-journal 63 | 64 | # Flask stuff: 65 | instance/ 66 | .webassets-cache 67 | 68 | # Scrapy stuff: 69 | .scrapy 70 | 71 | # Sphinx documentation 72 | docs/_build/ 73 | 74 | # Jekyll - auto-copied during GitHub Pages build 75 | docs/README.md 76 | 77 | # PyBuilder 78 | .pybuilder/ 79 | target/ 80 | 81 | # Jupyter Notebook 82 | .ipynb_checkpoints 83 | 84 | # IPython 85 | profile_default/ 86 | ipython_config.py 87 | 88 | # pyenv 89 | # For a library or package, you might want to ignore these files since the code is 90 | # intended to run in multiple environments; 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For a more nuclear 178 | # option (not recommended) you can uncomment the following to ignore the entire idea folder. 179 | #.idea/ 180 | 181 | # Abstra 182 | # Abstra is an AI-powered process automation framework. 183 | # Ignore directories containing user credentials, local state, and settings. 184 | # Learn more at https://abstra.io/docs 185 | .abstra/ 186 | 187 | # Visual Studio Code 188 | # Visual Studio Code specific template is maintained in a separate VisualStudioCode.gitignore 189 | # that can be found at https://github.com/github/gitignore/blob/main/Global/VisualStudioCode.gitignore 190 | # and can be added to the global gitignore or merged into this file. However, if you prefer, 191 | # you could uncomment the following to ignore the entire vscode folder 192 | # .vscode/ 193 | 194 | # Ruff stuff: 195 | .ruff_cache/ 196 | 197 | # PyPI configuration file 198 | .pypirc 199 | 200 | # Cursor 201 | # Cursor is an AI-powered code editor. `.cursorignore` specifies files/directories to 202 | # exclude from AI features like autocomplete and code analysis. Recommended for sensitive data 203 | # refer to https://docs.cursor.com/context/ignore-files 204 | .cursorignore 205 | .cursorindexingignore 206 | 207 | # Marimo 208 | marimo/_static/ 209 | marimo/_lsp/ 210 | __marimo__/ 211 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Awesome Video Reasoning 2 | 3 | [![Awesome](https://cdn.rawgit.com/sindresorhus/awesome/d7305f38d29fed78fa85652e3a63e154dd8e8829/media/badge.svg)](https://github.com/sindresorhus/awesome) 4 | 5 | > This repository **only includes works on reasoning with video models**. In general, we do **not** list works on language models or general multi-modal language models. 6 | 7 | ## Papers 8 | 9 | ### 2025 10 | 11 | **Video4Spatial: Towards Visuospatial Intelligence with Context-Guided Video Generation** | *Dec 2025* 12 | Zeqi Xiao, Yiwei Zhao, Lingxiao Li, Yushi Lan, Ning Yu, Rahul Garg, Roshni Cooper, Mohammad H. Taghavi, Xingang Pan 13 | 📄 [Paper](https://arxiv.org/abs/2512.03040) | 💻 [Project](https://xizaoqu.github.io/video4spatial/) 14 | 15 | **WorldPack: Compressed Memory Improves Spatial Consistency in Video World Modeling** | *Dec 2025* 16 | Yuta Oshima, Yusuke Iwasawa, Masahiro Suzuki, Yutaka Matsuo, Hiroki Furuta 17 | 📄 [Paper](https://arxiv.org/abs/2512.02473) 18 | 19 | **Evaluating Gemini Robotics Policies in a Veo World Simulator** | *Dec 2025* 20 | 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 21 | 📄 [Paper](https://arxiv.org/abs/2512.10675) 22 | 23 | **RELIC: Interactive Video World Model with Long-Horizon Memory** | *Dec 2025* 24 | 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 25 | 📄 [Paper](https://arxiv.org/abs/2512.04040) 26 | 27 | **Reward Forcing: Efficient Streaming Video Generation with Rewarded Distribution Matching Distillation** | *Dec 2025* 28 | 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 29 | 📄 [Paper](https://arxiv.org/abs/2512.04678) | 💻 [Project](https://reward-forcing.github.io/) 30 | 31 | **Astra: General Interactive World Model with Autoregressive Denoising** | *Dec 2025* 32 | Yixuan Zhu, Jiaqi Feng, Wenzhao Zheng, Yuan Gao, Xin Tao, Pengfei Wan, Jie Zhou, Jiwen Lu 33 | 📄 [Paper](https://arxiv.org/abs/2512.08931) | 💻 [Code](https://github.com/EternalEvan/Astra) 34 | 35 | **Saber: Scaling Zero-Shot Reference-to-Video Generation** | *Dec 2025* 36 | 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 37 | 📄 [Paper](https://arxiv.org/abs/2512.06905) | 💻 [Project](https://franciszzj.github.io/Saber/) 38 | 39 | **DDRL: Data-regularized Reinforcement Learning for Diffusion Models at Scale** | *Dec 2025* 40 | 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 41 | 📄 [Paper](https://arxiv.org/abs/2512.04332) 42 | 43 | **Stable Video Infinity: Infinite-Length Video Generation with Error Recycling** | *Oct 2025* 44 | Wuyang Li, Wentao Pan, Po-Chien Luan, Yang Gao, Alexandre Alahi 45 | 📄 [Paper](https://arxiv.org/abs/2510.09212) | 💻 [Project](https://stable-video-infinity.github.io/homepage/) 46 | 47 | **Why Diffusion Models Don't Memorize: The Role of Implicit Dynamical Regularization in Training** | *May 2025* 48 | Tony Bonnaire, Raphaël Urfin, Giulio Biroli, Marc Mézard 49 | 📄 [Paper](https://arxiv.org/abs/2505.17638) 50 | 51 | **RULER-Bench: Probing Rule-based Reasoning Abilities of Next-level Video Generation Models for Vision Foundation Intelligence** | *Dec 2025* 52 | Xuming He, Zehao Fan, Hengjia Li, Fan Zhuo, Hankun Xu, Senlin Cheng, Di Weng, Haifeng Liu, Can Ye, Boxi Wu 53 | 📄 [Paper](https://arxiv.org/abs/2512.02622) | 💻 [Project](https://hexmseeu.github.io/RULER-Bench-proj/) 54 | 55 | **What about gravity in video generation? Post-Training Newton's Laws with Verifiable Rewards** | *Nov 2025* 56 | Minh-Quan Le, Yuanzhi Zhu, Vicky Kalogeiton, Dimitris Samaras 57 | 📄 [Paper](https://arxiv.org/abs/2512.00425) | 💻 [Project](https://cvlab-stonybrook.github.io/NewtonRewards/) 58 | 59 | **In-Video Instructions: Visual Signals as Generative Control** | *Nov 2025* 60 | Gongfan Fang, Xinyin Ma, Xinchao Wang 61 | 📄 [Paper](https://arxiv.org/abs/2511.19401) | 💻 [Project](https://fangggf.github.io/In-Video/) 62 | 63 | **Video Generation Models Are Good Latent Reward Models** | *Nov 2025* 64 | Xiaoyue Mi, Wenqing Yu, Jiesong Lian, Shibo Jie, Ruizhe Zhong, Zijun Liu, Guozhen Zhang, Zixiang Zhou, Zhiyong Xu, Yuan Zhou, Qinglin Lu, Fan Tang 65 | 📄 [Paper](https://arxiv.org/abs/2511.21541) 66 | 67 | **Video4Edit: Viewing Image Editing as a Degenerate Temporal Process** | *Nov 2025* 68 | Xiaofan Li, Yanpeng Sun, Chenming Wu, Fan Duan, YuAn Wang, Weihao Bo, Yumeng Zhang, Dingkang Liang 69 | 📄 [Paper](https://arxiv.org/abs/2511.18131) 70 | 71 | **VChain: Chain-of-Visual-Thought for Reasoning in Video Generation** | *Oct 2025* 72 | Ziqi Huang, Ning Yu, Gordon Chen, Haonan Qiu, Paul Debevec, Ziwei Liu 73 | 📄 [Paper](https://arxiv.org/abs/2510.05094) | 💻 [Project](https://eyeline-labs.github.io/VChain/) 74 | 75 | **Can World Simulators Reason? Gen-ViRe: A Generative Visual Reasoning Benchmark** | *Nov 2025* 76 | Xinxin Liu, Zhaopan Xu, Kai Wang, Yong Jae Lee, Yuzhang Shang 77 | 📄 [Paper](https://arxiv.org/abs/2511.13853) | 💻 [Code](https://github.com/L-CodingSpace/GVR) 78 | 79 | **Are Video Models Ready as Zero-Shot Reasoners? An Empirical Study with the MME-CoF Benchmark** | *Oct 2025* 80 | Ziyu Guo, Xinyan Chen, Renrui Zhang, Ruichuan An, Yu Qi, Dongzhi Jiang, Xiangtai Li, Manyuan Zhang, Hongsheng Li, Pheng-Ann Heng 81 | 📄 [Paper](https://arxiv.org/abs/2510.26802) | 💻 [Code](https://github.com/ZiyuGuo99/MME-CoF) 82 | 83 | **Video Models Start to Solve Chess, Maze, Sudoku, Mental Rotation, and Raven's Matrices** 84 | Hokin Deng 85 | 📄 [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) 86 | 87 | **Video-as-Answer: Predict and Generate Next Video Event with Joint-GRPO** | *Nov 2025* 88 | Junhao Cheng, Liang Hou, Xin Tao, Jing Liao 89 | 📄 [Paper](https://arxiv.org/abs/2511.16669) | 💻 [Code](https://github.com/KlingTeam/VANS) 90 | 91 | **Reasoning via Video: The First Evaluation of Video Models' Reasoning Abilities through Maze-Solving Tasks** | *Nov 2025* 92 | Cheng Yang, Haiyuan Wan, Yiran Peng, Xin Cheng, Zhaoyang Yu, Jiayi Zhang, Junchi Yu, Xinlei Yu, Xiawu Zheng, Dongzhan Zhou, Chenglin Wu 93 | 📄 [Paper](https://arxiv.org/abs/2511.15065) | 💻 [Code](https://github.com/ImYangC7/VR-Bench) 94 | 95 | **Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm** | *Nov 2025* 96 | 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 97 | 📄 [Paper](https://arxiv.org/abs/2511.04570) | 💻 [Code](https://github.com/tongjingqi/Thinking-with-Video) 98 | 99 | **V-ReasonBench: Toward Unified Reasoning Benchmark Suite for Video Generation Models** | *Nov 2025* 100 | Yang Luo, Xuanlei Zhao, Baijiong Lin, Lingting Zhu, Liyao Tang, Yuqi Liu, Ying-Cong Chen, Shengju Qian, Xin Wang, Yang You 101 | 📄 [Paper](https://arxiv.org/abs/2511.16668) | 💻 [Code](https://github.com/yangluo7/V-ReasonBench) 102 | 103 | **TiViBench: Benchmarking Think-in-Video Reasoning for Video Generative Models** | *Nov 2025* 104 | 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 105 | 📄 [Paper](https://arxiv.org/abs/2511.13704) | 💻 [Code](https://github.com/EnVision-Research/TiViBench) 106 | 107 | **Video models are zero-shot learners and reasoners** | *Sep 2025* 108 | Thaddäus Wiedemer, Yuxuan Li, Paul Vicol, Shixiang Shane Gu, Nick Matarese, Kevin Swersky, Been Kim, Priyank Jaini, Robert Geirhos 109 | 📄 [Paper](https://arxiv.org/abs/2509.20328) | 💻 [Project](https://video-zero-shot.github.io/) 110 | 111 | ## Contributing 112 | 113 | Contributions are welcome! Please feel free to submit a pull request to add new papers or resources. 114 | 115 | ## License 116 | 117 | This project is licensed under the Apache-2.0 License - see the [LICENSE](LICENSE) file for details. 118 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | Apache License 2 | Version 2.0, January 2004 3 | http://www.apache.org/licenses/ 4 | 5 | TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION 6 | 7 | 1. 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