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Update README.md

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@@ -25,7 +25,7 @@ For demo deployment instructions and full source code, please refer to our [GitH
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  @article{aura2026,
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  title={AURA: Always-On Understanding and Real-Time Assistance via Video Streams},
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  author={Lu, Xudong and Bo, Yang and Chen, Jinpeng and Li, Shuhan and Guo, Xintong and Guan, Huankang and Liu, Fang and Xu, Dunyuan and Sun, Peiwen and Sun, Heyang and Liu, Rui and Li, Hongsheng},
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- journal={arXiv preprint},
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  year={2026}
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  }
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  ```
 
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  @article{aura2026,
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  title={AURA: Always-On Understanding and Real-Time Assistance via Video Streams},
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  author={Lu, Xudong and Bo, Yang and Chen, Jinpeng and Li, Shuhan and Guo, Xintong and Guan, Huankang and Liu, Fang and Xu, Dunyuan and Sun, Peiwen and Sun, Heyang and Liu, Rui and Li, Hongsheng},
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+ journal={arXiv preprint arXiv:2604.04184},
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  year={2026}
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  }
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  ```