Mixture of Decoding: An Attention-Inspired Adaptive Decoding Strategy to Mitigate Hallucinations in Large Vision-Language Models

17 May 2025

Papers citing "Mixture of Decoding: An Attention-Inspired Adaptive Decoding Strategy to Mitigate Hallucinations in Large Vision-Language Models"

20 / 20 papers shown

Title
A Survey of Large Language Models for Healthcare: from Data, Technology, and Applications to Accountability and Ethics Kai He Rui Mao Qika Lin Yucheng Ruan Xiang Lan Mengling Feng Min Zhang LM&MA AILaw 202 171 0 28 Jan 2025
Hallucination of Multimodal Large Language Models: A Survey Zechen Bai Pichao Wang Tianjun Xiao Tong He Zongbo Han Zheng Zhang Mike Zheng Shou VLM LRM 157 177 0 29 Apr 2024
Automated Evaluation of Large Vision-Language Models on Self-driving Corner Cases Kai Chen Yanze Li Wenhua Zhang Yanxin Liu Pengxiang Li ... Xinhai Zhao Zhenguo Li Dit-Yan Yeung Huchuan Lu Xu Jia ELM MLLM 71 34 0 16 Apr 2024
Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding Xintong Wang Jingheng Pan Liang Ding Christian Biemann MLLM 72 69 0 27 Mar 2024
Multi-Modal Hallucination Control by Visual Information Grounding Alessandro Favero Luca Zancato Matthew Trager Siddharth Choudhary Pramuditha Perera Alessandro Achille Ashwin Swaminathan Stefano Soatto MLLM 114 75 0 20 Mar 2024
IBD: Alleviating Hallucinations in Large Vision-Language Models via Image-Biased Decoding Lanyun Zhu Deyi Ji Tianrun Chen Peng Xu Jieping Ye Jun Liu MLLM 94 51 0 28 Feb 2024
Aligning Modalities in Vision Large Language Models via Preference Fine-tuning Yiyang Zhou Chenhang Cui Rafael Rafailov Chelsea Finn Huaxiu Yao VLM MLLM 79 108 0 18 Feb 2024
Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive Decoding Sicong Leng Hang Zhang Guanzheng Chen Xin Li Shijian Lu Chunyan Miao Li Bing VLM MLLM 136 226 0 28 Nov 2023
HalluciDoctor: Mitigating Hallucinatory Toxicity in Visual Instruction Data Qifan Yu Juncheng Li Longhui Wei Liang Pang Wentao Ye Bosheng Qin Siliang Tang Qi Tian Yueting Zhuang MLLM VLM 88 76 0 22 Nov 2023
AMBER: An LLM-free Multi-dimensional Benchmark for MLLMs Hallucination Evaluation Junyang Wang Yuhang Wang Guohai Xu Jing Zhang Yukai Gu ... Jiaqi Wang Haiyang Xu Ming Yan Ji Zhang Jitao Sang MLLM VLM 52 117 0 13 Nov 2023
A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions Lei Huang Weijiang Yu Weitao Ma Weihong Zhong Zhangyin Feng ... Qianglong Chen Weihua Peng Xiaocheng Feng Bing Qin Ting Liu LRM HILM 114 863 0 09 Nov 2023
Instructive Decoding: Instruction-Tuned Large Language Models are Self-Refiner from Noisy Instructions Taehyeon Kim Joonkee Kim Gihun Lee Se-Young Yun 62 14 0 01 Nov 2023
Aligning Large Multimodal Models with Factually Augmented RLHF Zhiqing Sun Sheng Shen Shengcao Cao Haotian Liu Chunyuan Li ... Liangyan Gui Yu-Xiong Wang Yiming Yang Kurt Keutzer Trevor Darrell VLM 107 373 0 25 Sep 2023
A Survey of Hallucination in Large Foundation Models Vipula Rawte A. Sheth Amitava Das HILM LRM 181 377 0 12 Sep 2023
A Stitch in Time Saves Nine: Detecting and Mitigating Hallucinations of LLMs by Validating Low-Confidence Generation Neeraj Varshney Wenlin Yao Hongming Zhang Jianshu Chen Dong Yu HILM 93 169 0 08 Jul 2023
MME: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models Chaoyou Fu Peixian Chen Yunhang Shen Yulei Qin Mengdan Zhang ... Xiawu Zheng Ke Li Xing Sun Zhenyu Qiu Rongrong Ji ELM MLLM 94 828 0 23 Jun 2023
Inference-Time Intervention: Eliciting Truthful Answers from a Language Model Kenneth Li Oam Patel Fernanda Viégas Hanspeter Pfister Martin Wattenberg KELM HILM 85 557 0 06 Jun 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.5K 13,182 0 27 Feb 2023
Contrastive Decoding: Open-ended Text Generation as Optimization Xiang Lisa Li Ari Holtzman Daniel Fried Percy Liang Jason Eisner Tatsunori Hashimoto Luke Zettlemoyer M. Lewis 95 358 0 27 Oct 2022
Object Hallucination in Image Captioning Anna Rohrbach Lisa Anne Hendricks Kaylee Burns Trevor Darrell Kate Saenko 185 428 0 06 Sep 2018