most citedSTAR: Stage-Wise Attention-Guided Token Reduction for Efficient Large Vision-Language Models Inference

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STAR: Stage-Wise Attention-Guided Token Reduction for Efficient Large Vision-Language Models Inference

Yichen Guo, Hanze Li, Zonghao Zhang +3

Although large vision-language models (LVLMs) leverage rich visual token representations to achieve strong performance on multimodal tasks, these tokens also introduce significant…

cs.LG2025

Mitigating Hallucinations via Inter-Layer Consistency Aggregation in Large Vision-Language Models

Kai Tang, Jinhao You, Yichen Guo +8

Despite the impressive capabilities of Large Vision-Language Models (LVLMs), they remain susceptible to hallucinations, where generated content is inconsistent with the input image…