Where Does Robustness Live? Neuron-Guided Adaptation for Retrieval-Augmented Language Models
NeuRIT is proposed, a Neuron-guided Robust Instruction-Tuning framework built on a localization-first perspective that mines context-aware neurons associated with relevant and irrelevant context processing, and uses them as anchors to selectively adapt both the identified neuron groups and the layers in which they concentrate.