# ThinkWorld: A VLA learning framework that reinforces chain-of-dynamics reasoning with world imagination

- Source: HuggingFace Daily Papers
- Published: 2026-10-27T00:00:00.000Z
- RoboHot: https://robohot.news/en/items/ruz3gzxuy4ha02ippl2eq9ntp
- Original: https://huggingface.co/papers/2610.37666

## Summary

ThinkWorld is a VLA learning framework that represents each action thought as a Chain-of-Dynamics (CoD), a sequence of discrete motion tokens that captures the intermediate dynamics from the current world to a future state and serves as a common action representation across embodiments.