Forget to Generalize: Iterative Adaptation for Generalization in Federated Learning. - Abdulrahman Alotaibi; Irene Tenison; Miriam Kim; Isaac Lee; Lalana Kagal (CoRR, 2026)

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)