Update README.md

Author: DefTruth

README.md

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 📒A curated list of Awesome **Diffusion** Inference Papers with codes. For Awesome LLM Inference, please check 📖[Awesome-LLM-Inference](https://github.com/xlite-dev/Awesome-LLM-Inference)  ![](https://img.shields.io/github/stars/xlite-dev/Awesome-LLM-Inference.svg?style=social) for more details.
 
+## 📖 News 🔥🔥
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+- [2025-06-16]: [DBCache: Dual Block Caching](https://github.com/vipshop/DBCache) is release! A **Training-free UNet-style** Cache Acceleration for **Diffusion Transformers**! Feel free to take a try!  
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 ## 🤖Contents
 
 - [📙Sampling](#Sampling)