# Any 3D Scene is Worth 1K Tokens: A Paper on Scene Generation in 3D Latent Space

- Source: HuggingFace Daily Papers
- Published: 2026-10-19T00:00:00.000Z
- RoboHot: https://robohot.news/en/items/bfs5va67exajyrbcm4nn4rtjv
- Original: https://huggingface.co/papers/2604.11331

## Summary

The paper proposes performing 3D scene generation directly in a high-dimensional implicit 3D latent space derived from 2D foundation models (such as DINOv2, SigLIP2, and DA3), using a diffusion Transformer to model within that 3D latent space and achieve 3D-grounded scene generation.