04:00
2026-07-23
arxiv.org
artificial-intelligence
LAARA: Layer-Aware Adaptive Rank Allocation for Parameter-Efficient Fine-Tuning
A new framework called LAARA (Layer-Aware Adaptive Rank Allocation) dynamically assigns adapter ranks per transformer layer using lightweight diagonal Fisher estimates, outperforming LoRA, AdaLoRA, Dy…