diff --git a/README.md b/README.md
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+++ b/README.md
@@ -109,6 +109,7 @@ Designed to help researchers and practitioners explore, compare, and build state
 ##### b-3: Learnable Query Encoding
 |       Name       | Title                                                                                                                                                                                                                                                           | Venue | Date       | Code                                                         | Demo                                                                 |
 | :-------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | :---- | :--------- | :----------------------------------------------------------- | :------------------------------------------------------------------- |:----|
+|       Puffin       | [Thinking with Camera: A Unified Multimodal Model for Camera-Centric Understanding and Generation](https://arxiv.org/abs/2510.08673) ![GitHub Repo stars](https://img.shields.io/github/stars/KangLiao929/Puffin?style=social) | arXiv | 2025/10/09 | [Github](https://github.com/KangLiao929/Puffin)            | -        |
 |       TBAC-UniImage       | [TBAC-UniImage: Unified Understanding and Generation by Ladder-Side Diffusion Tuning](https://arxiv.org/abs/2508.08098) ![GitHub Repo stars](https://img.shields.io/github/stars/DruryXu/TBAC-UniImage?style=social) | arXiv | 2025/08/11 | [Github](https://github.com/DruryXu/TBAC-UniImage)            | -        |
 |       UniLIP        | [UniLiP: Adapting CLIP for Unified Multimodal Understanding, Generation and Editing](https://arxiv.org/abs/2507.23278) | arXiv | 2025/07/31 | -          |  -      |
 | Ming-Omni | [Ming-Omni: A Unified Multimodal Model for Perception and Generation](https://arxiv.org/abs/2506.09344) | arXiv | 2025/06/09 | - | -    |