Characterizing Communication in Distributed Parameter-Efficient Fine-Tuning for Large Language Models N. Alnaasan, H. Huang, A. Shafi, H. Subramoni, D. Panda IEEE Hot Interconnects Symposium 2024, Aug 2024.