Author

Jin-Hui Tang

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Jul 2026

SafeNexus: Discovering and Steering Modality-Universal Safety Neurons in MLLMs

SafeNexus is introduced, a cross-modal safety alignment framework that adopts a dedicated neuron-level intervention strategy that outperforms prevailing state-of-the-art approaches on safety benchmarks spanning diverse modality combinations, while effectively preserving utility.

Jian Yu, Fei Shen, Cong Wang et al. · arXiv.org · 0 citations

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