Parameter Efficiency Is Not Memory Efficiency: Rethinking Fine-Tuning for On-Device LLM Adaptation. - Irene Tenison; Stella Ahn; Miriam Kim; Ebtisam Alshehri; Lalana Kagal (CoRR, 2026)