LAARA allocates LoRA ranks per layer from diagonal Fisher (gradient-based) estimates, reporting improved accuracy with fewer trainable parameters on GLUE and MathInstruct.
RA - L o RA : Rank-Adaptive Parameter-Efficient Fine-Tuning for Accurate 2-bit Quantized Large Language Models
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LAARA: Layer-Aware Adaptive Rank Allocation for Parameter-Efficient Fine-Tuning
LAARA allocates LoRA ranks per layer from diagonal Fisher (gradient-based) estimates, reporting improved accuracy with fewer trainable parameters on GLUE and MathInstruct.