Author

Lin-Xian Zhu

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Aug 2026

Graph-driven contextual synergy network for robust 3D object detection.

A Graph-driven Contextual Synergy Network (GCS3D), which is designed to systematically enhance point representations across both semantic and geometric dimensions, and introduces a Graph-guided Geometric Consistency Interaction module for contextual correlation modeling.

Miao-Hui Zhang, Cheng-Yi Zhang, Lin-Xian Zhu et al. · Neural Networks · 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