Preprint Open access
Does Every User Need a Private LoRA? Decoupling Personalization from Per-User Adaptation
Personalized large language models often require a complete adaptation state for each user. However, this paradigm scales poorly as the user population grows. We revisit this design through the lens of personalization capacity allocation: how much adaptation capacity can be shared across users, how the shared capacity …