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cs.CV2026
Decoupled Safety Control: A Safety-Control Algorithm for Training-Free Safety Guidance
Huilin Zhou, Ruoxi Cheng, Yuhang Wang +4
Diffusion models achieve strong performance in text-to-image generation, but they can still produce unsafe content. Training-free safety guidance offers a practical inference-time…
cs.CV2026
Adversarial Orthogonal Disentanglement for LVLM Hallucination Mitigation
Ruoxi Cheng, Haoxuan Ma, Zhengfei Hai +6
Large Vision-Language Models (LVLMs) have advanced multimodal understanding, yet their reliability is limited by hallucination, where generated content conflicts with visual facts.…