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cs.CV2026
Attention to details, logits to truth: visual-aware attention and logits enhancement to mitigate hallucinations in LVLMs
Jingyi Wang, Fei Li, Rujie Liu
Existing Large Vision-Language Models (LVLMs) exhibit insufficient visual attention, leading to hallucinations. To alleviate this problem, some previous studies adjust and amplify…
cs.CV2025
Blind Spot Navigation: Evolutionary Discovery of Sensitive Semantic Concepts for LVLMs
Zihao Pan, Yu Tong, Weibin Wu +6
Adversarial attacks aim to generate malicious inputs that mislead deep models, but beyond causing model failure, they cannot provide certain interpretable information such as ``\te…