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@@ -25,11 +25,10 @@ The implementation currently supports **LLaVA-v1.5** and **LLaVA-Next** models.
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  ## Citation
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  ```bibtex
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- @inproceedings{
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- wsvd2026iclr,
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  title={WSVD: Weighted Low-Rank Approximation for Fast and Efficient Execution of Low-Precision Vision-Language Models},
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- author={...},
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- booktitle={International Conference on Learning Representations (ICLR)},
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  year={2026}
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  }
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  ```
 
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  ## Citation
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  ```bibtex
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+ @article{wang2026wsvd,
 
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  title={WSVD: Weighted Low-Rank Approximation for Fast and Efficient Execution of Low-Precision Vision-Language Models},
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+ author={Wang, Haiyu and Wang, Yutong and Jiang, Jack and Zhang, Sai Qian},
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+ journal={arXiv preprint arXiv:2604.02570},
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  year={2026}
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  }
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  ```