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Do You Keep an Eye on What I Ask? Mitigating Multimodal Hallucination via Attention-Guided Ensemble Decoding

Do You Keep an Eye on What I Ask? Mitigating Multimodal Hallucination via Attention-Guided Ensemble Decoding

International Conference on Learning Representations (ICLR), 2025
23 May 2025
Yeongjae Cho
Keonwoo Kim
Taebaek Hwang
Sungzoon Cho
ArXiv (abs)PDFHTML

Papers citing "Do You Keep an Eye on What I Ask? Mitigating Multimodal Hallucination via Attention-Guided Ensemble Decoding"

3 / 3 papers shown
Beyond Single Models: Mitigating Multimodal Hallucinations via Adaptive Token Ensemble Decoding
Beyond Single Models: Mitigating Multimodal Hallucinations via Adaptive Token Ensemble Decoding
Jinlin Li
Y. X. R. Wang
Yifei Yuan
Xiao Zhou
Y. Zhang
Xixian Yong
Yefeng Zheng
X. Wu
MLLM
151
0
0
21 Oct 2025
LISA: A Layer-wise Integration and Suppression Approach for Hallucination Mitigation in Multimodal Large Language Models
LISA: A Layer-wise Integration and Suppression Approach for Hallucination Mitigation in Multimodal Large Language Models
Zhihui Guo
Xin Man
Hui Xu
Jie Shao
Zhiguo Jiang
X. Zhang
Heng Tao Shen
MLLM
283
1
0
25 Jul 2025
SECOND: Mitigating Perceptual Hallucination in Vision-Language Models via Selective and Contrastive Decoding
Woohyeon Park
Woojin Kim
Jaeik Kim
Jaeyoung Do
VLM
162
9
0
10 Jun 2025
1