diff --git a/README.md b/README.md
index fbe8633..1407c2c 100644
--- a/README.md
+++ b/README.md
@@ -8,8 +8,8 @@
 
 <h5 align="center">
 
-<!-- [![arXiv](https://img.shields.io/badge/arXiv-2501.xxxxx-b31b1b.svg?logo=arxiv)](https://arxiv.org/abs/) -->
-[![arXiv](https://img.shields.io/badge/Technical--Report-2501.xxxxx-b31b1b.svg?logo=arxiv)](https://github.com/PKU-YuanGroup/Helios-Page/blob/main/helios_technical_report.pdf)
+[![arXiv](https://img.shields.io/badge/arXiv-2603.04379-b31b1b.svg?logo=arxiv)](https://arxiv.org/abs/2603.04379)
+[![hf_paper](https://img.shields.io/badge/🤗-Paper%20In%20HF-red.svg)](https://huggingface.co/papers/2603.04379)
 [![Project Page](https://img.shields.io/badge/Project-Website-2ea44f)](https://pku-yuangroup.github.io/Helios-Page)
 [![hf_space](https://img.shields.io/badge/🤗-Gradio-00b4d8.svg)](https://huggingface.co/spaces/multimodalart/Helios-Distilled/)
 [![HuggingFace](https://img.shields.io/badge/🤗-HuggingFace-blue)](https://huggingface.co/collections/BestWishYsh/helios)
@@ -58,12 +58,12 @@ or you can click <a href="https://github.com/PKU-YuanGroup/Helios-Page/blob/main
 
 ## 📣 Latest News!!
 
-* ⏳⏳⏳ Release the [Technical Report](https://github.com/PKU-YuanGroup/Helios-Page/blob/main/helios_technical_report.pdf) on arXiv.
-* `[2025.03.04]` 🚀 Day-0 support for [Ascend-NPU](https://www.hiascend.com)，with sincere gratitude to the Ascend Team for their support.
-* `[2025.03.04]` 🚀 Day-0 support for [Diffusers](https://github.com/huggingface/diffusers/pull/13208)，with special thanks to the HuggingFace Team for their support.
-* `[2025.03.04]` 🚀 Day-0 support for [vLLM-Omni](https://github.com/vllm-project/vllm-omni/pull/1604)，with heartfelt gratitude to the vLLM Team for their support.
-* `[2025.03.04]` 🚀 Day-0 support for [SGLang-Diffusion](https://github.com/sgl-project/sglang/pull/19782)，with huge thanks to the SGLang Team for their support.
-* `[2025.03.04]` 🔥 We've released the training/inference code and weights of **Helios-Base**, **Helios-Mid** and **Helios-Distilled**.
+* `[2026.03.04]` 👋 We are excited to announce the release of the Helios [technical report](https://arxiv.org/abs/2603.04379) on arXiv. We welcome discussions and feedback!
+* `[2026.03.04]` 🚀 Day-0 support for [Ascend-NPU](https://www.hiascend.com)，with sincere gratitude to the Ascend Team for their support.
+* `[2026.03.04]` 🚀 Day-0 support for [Diffusers](https://github.com/huggingface/diffusers/pull/13208)，with special thanks to the HuggingFace Team for their support.
+* `[2026.03.04]` 🚀 Day-0 support for [vLLM-Omni](https://github.com/vllm-project/vllm-omni/pull/1604)，with heartfelt gratitude to the vLLM Team for their support.
+* `[2026.03.04]` 🚀 Day-0 support for [SGLang-Diffusion](https://github.com/sgl-project/sglang/pull/19782)，with huge thanks to the SGLang Team for their support.
+* `[2026.03.04]` 🔥 We've released the training/inference code and weights of **Helios-Base**, **Helios-Mid** and **Helios-Distilled**.
 
 
 ## 🔥 Friendly Links
@@ -423,7 +423,7 @@ If you find our paper and code useful in your research, please consider giving a
 @article{helios,
   title={Helios: Real Real-Time Long Video Generation Model},
   author={Yuan, Shenghai and Yin, Yuanyang and Li, Zongjian and Huang, Xinwei and Yang, Xiao and Yuan, Li},
-  journal={arXiv preprint arXiv:2603.xxxxx},
+  journal={arXiv preprint arXiv:2603.04379},
   year={2026}
 }
 ```