Author

Xin-Yi Zeng

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#artificial intelligence Mar 2026

AdaCultureSafe: Adaptive Cultural Safety Grounded by Cultural Knowledge in Large Language Models

This work introduces AdaCultureSafe, a dataset designed to jointly evaluate cultural safety and knowledge and proposes a knowledge-grounded method that elicits internal cultural knowledge in LLMs during response generation, demonstrating that this approach effectively improves cultural safety.

Hankun Kang, Ding-Yang Lin, Zhi-Rong Liao et al. · arXiv.org · 0 citations

Jul 2026

SIVA-RL: Sensitivity-Invariance Visual Alignment for Multimodal Reinforcement Learning

SIVA-RL is proposed, a Sensitivity-Invariance Visual Alignment framework that replaces operator-conditioned regularization with sample-wise, outcome-conditioned supervision and yields an 8.79 percentage-point gain on vision-dependent reasoning and up to 14.9% relative overall improvement across all four GRPO- and DAPO-...

Cheng Tang, Junzhi Ning, Min Cen et al. · arXiv.org · 0 citations