#machine learning
Jul 2026
Bayesian Sparse Low-Rank Adaptation for Large Language Model Uncertainty Estimation
Data-Adaptive Lower-Rank Adaptation (DALorRA), a simple and effective variational Bayesian sparse framework that shifts the paradigm of uncertainty quantification from the dense parameter space to the lightweight rank level of low-rank adaptation (LoRA).
Ji-Jie Zhang, Zhenjiang Ren, Quan Zhang et al.
· arXiv.org · 0 citations