---
license: apache-2.0
tags:
- video-world-model
- video-prediction
- physical-ai
---

# Learning How the World Evolves: Extrapolative Video World Models via Latent Dynamics Reasoning

[![Page](https://img.shields.io/badge/Project-Page-pink?logo=googlechrome&logoColor=white)](https://lat-dyn-reason.github.io/)
[![Paper](https://img.shields.io/badge/arXiv-Paper-b31b1b?logo=arxiv&logoColor=white)](http://arxiv.org/abs/xxx)
[![GitHub](https://img.shields.io/github/stars/Lat-Dyn-Reason/Lat-Dyn-Reason?style=default&label=GitHub%20★&logo=github)](https://github.com/Lat-Dyn-Reason/Lat-Dyn-Reason)
[![Data](https://img.shields.io/badge/%F0%9F%A4%97%20HF-Data-yellow)](https://huggingface.co/datasets/haodongli/LDR)
[![Model](https://img.shields.io/badge/%F0%9F%A4%97%20HF-Model-yellow)](https://huggingface.co/haodongli/LDR)

Please visit our [Github Repo](https://github.com/Lat-Dyn-Reason/Lat-Dyn-Reason) for how to use these models.

## Structure

```
LDR/
├── 128x128/
│   ├── single_task/{uniform,parabola,collision,looming,bouncing}.pt
│   └── joint_task/joint_5task.pt
└── 256x256/
    ├── single_task/{uniform,parabola,collision,looming,bouncing}.pt
    └── joint_task/joint_5task.pt
```

## BibTeX

```
@article{xxx,
    title={xxx},
    author={xxx},
    journal={xxx},
    year={xxx}
}
```