CeRA: Overcoming the Linear Ceiling of Low-Rank Adaptation via Capacity Expansion
arXiv:2602.22911v5 Announce Type: replace
Abstract: Low-Rank Adaptation (LoRA) dominates parameter-efficient fine-tuning (PEFT). However, it faces a “linear ceiling”: increasing the rank yields diminishing returns in expressive capacity due to intri…