Clarify Cache-DiT support details in README
Updated the latest news section to clarify Cache-DiT's support for Helios and its features.
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@@ -58,7 +58,7 @@ or you can click <a href="https://github.com/PKU-YuanGroup/Helios-Page/blob/main
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## 📣 Latest News!!
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* `[2026.03.06]` 🚀 [Cache-DiT](https://github.com/vipshop/cache-dit/pull/834) now supports Helios, achieving up to 1.8x acceleration! Check it out at Cache-DiT. Special thanks to the Cache-DiT Team for their amazing work.
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* `[2026.03.06]` 🚀 [Cache-DiT](https://github.com/vipshop/cache-dit/pull/834) now supports Helios, it offers Fully Cache Acceleration and Parallelism support for Helios! Special thanks to the Cache-DiT Team for their amazing work.
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* `[2026.03.06]` 🚀 We fix the Parallel Inference logits for Helios, and provide an example [here](#-parallel-inference-on-multiple-gpus). Thanks [Cache-DiT Team](https://github.com/vipshop/cache-dit/pull/836).
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* `[2026.03.06]` 👋 We official release the [Gradio Demo](https://huggingface.co/spaces/BestWishYsh/Helios-14B-RealTime), welcome to try it.
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* `[2026.03.05]` 👋 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!
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