Author

Shuyi Miao

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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