Jul 2026
One Anchor for All: Unified Multilingual and Multimodal Safety Alignment for LVLMs
A neuron-level cross-dimensional safety alignment framework driven by modality- and language-shared safety neurons (MLS-Neurons) that significantly outperforms state-of-the-art approaches across diverse multilingual and multimodal safety benchmarks while preserving general utility.
Enyi Shi, Fei Shen, Chuancheng Shi et al.
· arXiv.org · 0 citations