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@@ -28,7 +28,6 @@ Several RAVLT variants were trained, offering different tradeoffs between accura
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  | RAVLT-B | 48 | 9.9 | [RAVLT-B](https://huggingface.co/aldjalkdf/RAVLT/blob/main/RAVLT_B.pth) |
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  | RAVLT-L | 95 | 16.0 | [RAVLT-L](https://huggingface.co/aldjalkdf/RAVLT/blob/main/RAVLT_L.pth) |
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- **Note:** Accuracy values from the paper have not been transcribed, but should be added once the code is available and the accuracy can be independently verified.
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  ## How to use (Placeholder - Awaiting Code Release)
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@@ -37,13 +36,10 @@ Instructions on how to use the model will be provided once the code repository i
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  ## Citation
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  ```bibtex
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- @misc{fan2024breakinglowrank,
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  title={Breaking the Low-Rank Dilemma of Linear Attention},
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- author={Fan, Qinghao and Liu, Zheng and Li, Hongsheng and Yang, Yisen and Li, Hang},
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  year={2024},
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- eprint={2411.07635},
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- archivePrefix={arXiv},
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- primaryClass={cs.CV},
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- url={https://arxiv.org/abs/2411.07635},
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  }
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  ```
 
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  | RAVLT-B | 48 | 9.9 | [RAVLT-B](https://huggingface.co/aldjalkdf/RAVLT/blob/main/RAVLT_B.pth) |
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  | RAVLT-L | 95 | 16.0 | [RAVLT-L](https://huggingface.co/aldjalkdf/RAVLT/blob/main/RAVLT_L.pth) |
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  ## How to use (Placeholder - Awaiting Code Release)
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  ## Citation
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  ```bibtex
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+ @inproceedings{fan2024breakinglowrank,
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  title={Breaking the Low-Rank Dilemma of Linear Attention},
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+ author={Qihang Fan and Huaibo Huang and Ran He },
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  year={2024},
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+ booktitle={CVPR},
 
 
 
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  }
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  ```