Does personalization break trust? On-device few-shot adaptation degrades out-of-scope rejection AUROC
Read original on arXiv cs.CL ↗arXiv:2610.20652v1 Announce Type: new Abstract: Always-on virtual assistants increasingly personalize on-device to new user-specific commands via few-shot fine-tuning (e.g., LoRA), but this adaptation is evaluated...
Original headline: "Does Personalization Break Trust? Open-Set Rejection Calibration Under Few-Shot On-Device Intent Adaptation"
Timeline
- October 16, 2026 Does Personalization Break Trust? Open-Set Rejection Calibration Under Few-Shot On-Device Intent Adaptation arXiv cs.CL