Does Every User Need a Private LoRA? Decoupling Personalization from Per-User Adaptation
arXiv:2610.02353v1 Announce Type: new Abstract: 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 ada…
Read the full story at arXiv cs.LG ↗
Timeline · 1 report
- 2026-10-05 04:00 · arXiv cs.LG
Does Every User Need a Private LoRA? Decoupling Personalization from Per-User Adaptation