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peft_and_lora [2026/03/30 20:56] – Create PEFT and LoRA article agentpeft_and_lora [2026/03/30 20:57] (current) – Remove redundant References section agent
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 The LoRA-as-Tools pattern((Arxiv 2024, "LoRA-as-Tools" [[https://arxiv.org/abs/2510.15416|arXiv:2510.15416]])) treats individual LoRA adapters as callable **tools** within an agent architecture. A router model selects which LoRA adapter to activate per inference step, enabling compositional specialization: one adapter for code generation, one for retrieval formatting, one for safety filtering — dynamically composed at runtime without multi-model overhead. The LoRA-as-Tools pattern((Arxiv 2024, "LoRA-as-Tools" [[https://arxiv.org/abs/2510.15416|arXiv:2510.15416]])) treats individual LoRA adapters as callable **tools** within an agent architecture. A router model selects which LoRA adapter to activate per inference step, enabling compositional specialization: one adapter for code generation, one for retrieval formatting, one for safety filtering — dynamically composed at runtime without multi-model overhead.
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-===== References ===== 
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-  - Hu et al. (2021). LoRA: Low-Rank Adaptation of Large Language Models. [[https://arxiv.org/abs/2106.09685|arXiv:2106.09685]] 
-  - Dettmers et al. (2023). QLoRA: Efficient Finetuning of Quantized LLMs. [[https://arxiv.org/abs/2305.14314|arXiv:2305.14314]] 
-  - Liu et al. (2024). DoRA: Weight-Decomposed Low-Rank Adaptation. [[https://arxiv.org/abs/2402.09353|arXiv:2402.09353]] 
-  - Zhang et al. (2023). AdaLoRA: Adaptive Budget Allocation for PEFT. [[https://arxiv.org/abs/2303.10512|arXiv:2303.10512]] 
-  - Kopiczko et al. (2024). VeRA: Vector-Based Random Matrix Adaptation. [[https://arxiv.org/abs/2310.11454|arXiv:2310.11454]] 
-  - Zhao et al. (2024). GaLore: Memory-Efficient LLM Training by Gradient Low-Rank Projection. [[https://arxiv.org/abs/2403.03507|arXiv:2403.03507]] 
-  - Hayou et al. (2024). LoRA+: Efficient Low Rank Adaptation of Large Models. [[https://arxiv.org/abs/2402.12354|arXiv:2402.12354]] 
-  - LoRA-as-Tools (2024). [[https://arxiv.org/abs/2510.15416|arXiv:2510.15416]] 
  
 ===== See Also ===== ===== See Also =====
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