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2505.16652
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Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding
Computer Vision and Pattern Recognition (CVPR), 2025
22 May 2025
Feilong Tang
Chengzhi Liu
Zhongxing Xu
Ming Hu
Zelin Peng
Zhiwei Yang
Jionglong Su
Minquan Lin
Yifan Peng
Xuelian Cheng
Imran Razzak
Zongyuan Ge
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Papers citing
"Seeing Far and Clearly: Mitigating Hallucinations in MLLMs with Attention Causal Decoding"
15 / 15 papers shown
VOPE: Revisiting Hallucination of Vision-Language Models in Voluntary Imagination Task
Xingming Long
Jie M. Zhang
Shiguang Shan
Xilin Chen
MLLM
LRM
144
0
0
17 Nov 2025
UniME-V2: MLLM-as-a-Judge for Universal Multimodal Embedding Learning
Tiancheng Gu
Kaicheng Yang
Kaichen Zhang
Xiang An
Ziyong Feng
Y. Zhang
Weidong Cai
Jiankang Deng
Lidong Bing
211
5
0
15 Oct 2025
An Empirical Study for Representations of Videos in Video Question Answering via MLLMs
Zhi Li
Yanan Wang
Hao Niu
Julio Vizcarra
Masato Taya
81
0
0
14 Oct 2025
CCD: Mitigating Hallucinations in Radiology MLLMs via Clinical Contrastive Decoding
Xi Zhang
Zaiqiao Meng
Jake Lever
Edmond S. L. Ho
MedIm
256
0
0
27 Sep 2025
Visual Multi-Agent System: Mitigating Hallucination Snowballing via Visual Flow
Xinlei Yu
C. Xu
Guibin Zhang
Yongbo He
Zhangquan Chen
...
Jiangning Zhang
Yue Liao
Xiaobin Hu
Yu-Gang Jiang
Shuicheng Yan
237
3
0
26 Sep 2025
LLM-based Agents Suffer from Hallucinations: A Survey of Taxonomy, Methods, and Directions
Xixun Lin
Yucheng Ning
Jingwen Zhang
Yan Dong
Y. Liu
...
Bin Wang
Yanan Cao
Kai-xiang Chen
Songlin Hu
Li Guo
LLMAG
LRM
334
4
0
23 Sep 2025
Energy-Efficient Wireless LLM Inference via Uncertainty and Importance-Aware Speculative Decoding
Jihoon Park
Seungeun Oh
Seong-Lyun Kim
93
1
0
18 Aug 2025
DTPA: Dynamic Token-level Prefix Augmentation for Controllable Text Generation
Jiabing Yang
Yixiang Chen
Zichen Wen
Chenhang Cui
Peiyan Li
Yuan Xu
Bowen Fang
Yan Huang
Liang Wang
84
1
0
06 Aug 2025
StreamAgent: Towards Anticipatory Agents for Streaming Video Understanding
Haolin Yang
Feilong Tang
Linxiao Zhao
Xiang An
Ming Hu
...
Yifan Lu
Xiaofeng Zhang
Abdalla Swikir
Junjun He
Zongyuan Ge
343
4
0
03 Aug 2025
Characterizing State Space Model (SSM) and SSM-Transformer Hybrid Language Model Performance with Long Context Length
Saptarshi Mitra
Rachid Karami
Haocheng Xu
Sitao Huang
Hyoukjun Kwon
273
2
0
16 Jul 2025
MCA-LLaVA: Manhattan Causal Attention for Reducing Hallucination in Large Vision-Language Models
Qiyan Zhao
Xiaofeng Zhang
Yiheng Li
Yun Xing
Xiaosong Yuan
Feilong Tang
Sinan Fan
Xuhang Chen
Xuyao Zhang
Dahan Wang
231
3
0
12 Jul 2025
RationalVLA: A Rational Vision-Language-Action Model with Dual System
Wenxuan Song
Jiayi Chen
Wenxue Li
Xu He
Han Zhao
...
Xinhu Zheng
Yanfeng Guo
Hesheng Wang
Yunhui Liu
Haoang Li
LM&Ro
455
11
0
12 Jun 2025
Self-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models
International Conference on Learning Representations (ICLR), 2024
Fushuo Huo
Wenchao Xu
Zhong Zhang
Yining Qi
Zhicheng Chen
Peilin Zhao
VLM
MLLM
572
56
0
04 Aug 2024
Detecting and Mitigating Hallucination in Large Vision Language Models via Fine-Grained AI Feedback
Wenyi Xiao
Ziwei Huang
Yaoyao Yu
Wanggui He
Haoyuan Li
Zhelun Yu
Hao Jiang
Leilei Gan
Linchao Zhu
MLLM
351
56
0
22 Apr 2024
Yi: Open Foundation Models by 01.AI
01. AI
Alex Young
01.AI Alex Young
Bei Chen
Chao Li
...
Yue Wang
Yuxuan Cai
Zhenyu Gu
Zhiyuan Liu
Zonghong Dai
OSLM
LRM
821
764
0
07 Mar 2024
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