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@@ -318,7 +318,7 @@ If you use these adapters in your research, please cite:
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  ```bibtex
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  @article{qvac-finetune,
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- title={Democratizing LLM Fine-Tuning with Cross-Platform LoRA on Heterogeneous GPUs},
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  author={Subash, Akshay, Patrik, Milan, Nurman},
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  journal={arXiv preprint},
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  year={2025}
 
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  ```bibtex
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  @article{qvac-finetune,
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+ title={An Edge-First Generalized LLM LoRA Fine-Tuning Framework for Heterogeneous GPUs},
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  author={Subash, Akshay, Patrik, Milan, Nurman},
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  journal={arXiv preprint},
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  year={2025}