Title
CAD-Llama: Leveraging Large Language Models for Computer-Aided Design Parametric 3D Model Generation Jiahao Li Weijian Ma Xueyang Li Yunzhong Lou G. Zhou Xiangdong Zhou 32 0 0 07 May 2025
Unified Multimodal Chain-of-Thought Reward Model through Reinforcement Fine-Tuning Yibin Wang Zhimin Li Yuhang Zang Chunyu Wang Qinglin Lu Cheng Jin J. T. Wang LRM 44 0 0 06 May 2025
Sailing AI by the Stars: A Survey of Learning from Rewards in Post-Training and Test-Time Scaling of Large Language Models Xiaobao Wu LRM 67 1 0 05 May 2025
R1-Reward: Training Multimodal Reward Model Through Stable Reinforcement Learning Yi-Fan Zhang Xingyu Lu X. Hu Chaoyou Fu Bin Wen ... J. Chen Fan Yang Z. Zhang Tingting Gao Liang Wang OffRL LRM 34 0 0 05 May 2025
A Comprehensive Analysis for Visual Object Hallucination in Large Vision-Language Models Liqiang Jing Guiming Hardy Chen Ehsan Aghazadeh Xin Eric Wang Xinya Du 48 0 0 04 May 2025
Platonic Grounding for Efficient Multimodal Language Models Moulik Choraria Xinbo Wu Akhil Bhimaraju Nitesh Sekhar Yue Wu Xu Zhang Prateek Singhal L. Varshney 54 0 0 27 Apr 2025
Anyprefer: An Agentic Framework for Preference Data Synthesis Yiyang Zhou Z. Wang Tianle Wang Shangyu Xing Peng Xia ... Chetan Bansal Weitong Zhang Ying Wei Mohit Bansal Huaxiu Yao 54 0 0 27 Apr 2025
Toward Generalizable Evaluation in the LLM Era: A Survey Beyond Benchmarks Yixin Cao Shibo Hong X. Li Jiahao Ying Yubo Ma ... Juanzi Li Aixin Sun Xuanjing Huang Tat-Seng Chua Yu Jiang ALM ELM 84 0 0 26 Apr 2025
Unsupervised Visual Chain-of-Thought Reasoning via Preference Optimization Kesen Zhao B. Zhu Qianru Sun Hanwang Zhang MLLM LRM 81 0 0 25 Apr 2025
Skywork R1V2: Multimodal Hybrid Reinforcement Learning for Reasoning Chris Yichen Wei Yi Peng X. Wang Weijie Qiu ... Jianhao Zhang Y. Hao Xuchen Song Yang Liu Yahui Zhou OffRL AI4TS SyDa LRM VLM 74 0 0 23 Apr 2025
AdaViP: Aligning Multi-modal LLMs via Adaptive Vision-enhanced Preference Optimization Jinda Lu Jinghan Li Yuan Gao Junkang Wu Jiancan Wu X. Wang Xiangnan He 46 0 0 22 Apr 2025
Negate or Embrace: On How Misalignment Shapes Multimodal Representation Learning Yichao Cai Yuhang Liu Erdun Gao T. Jiang Zhen Zhang Anton van den Hengel J. Shi 55 0 0 14 Apr 2025
InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Jinguo Zhu Weiyun Wang Zhe Chen Z. Liu Shenglong Ye ... D. Lin Yu Qiao Jifeng Dai Wenhai Wang W. Wang MLLM VLM 66 7 1 14 Apr 2025
Aligning Multimodal LLM with Human Preference: A Survey Tao Yu Y. Zhang Chaoyou Fu Junkang Wu Jinda Lu ... Qingsong Wen Z. Zhang Yan Huang Liang Wang T. Tan 82 2 0 18 Mar 2025
VisualWebInstruct: Scaling up Multimodal Instruction Data through Web Search Yiming Jia J. Li Xiang Yue Bo Li Ping Nie Kai Zou Wenhu Chen LRM 74 2 0 13 Mar 2025
Attention Hijackers: Detect and Disentangle Attention Hijacking in LVLMs for Hallucination Mitigation Beitao Chen Xinyu Lyu Lianli Gao Jingkuan Song H. Shen 63 1 0 11 Mar 2025
Treble Counterfactual VLMs: A Causal Approach to Hallucination Li Li Jiashu Qu Yuxiao Zhou Yuehan Qin Tiankai Yang Yue Zhao 81 1 0 08 Mar 2025
TeLL-Drive: Enhancing Autonomous Driving with Teacher LLM-Guided Deep Reinforcement Learning Chengkai Xu Jiaqi Liu Shiyu Fang Jian-jun Sun Dong Chen Peng Hang Jian Sun 86 1 0 21 Feb 2025
Symmetrical Visual Contrastive Optimization: Aligning Vision-Language Models with Minimal Contrastive Images Shengguang Wu Fan-Yun Sun Kaiyue Wen Nick Haber VLM 75 0 0 20 Feb 2025
Can Hallucination Correction Improve Video-Language Alignment? Lingjun Zhao Mingyang Xie Paola Cascante-Bonilla Hal Daumé III Kwonjoon Lee HILM VLM 57 0 0 20 Feb 2025
Traffic Scene Generation from Natural Language Description for Autonomous Vehicles with Large Language Model Bo-Kai Ruan Hao-Tang Tsui Yung-Hui Li Hong-Han Shuai LM&Ro 76 4 0 20 Feb 2025
Understanding and Rectifying Safety Perception Distortion in VLMs Xiaohan Zou Jian Kang George Kesidis Lu Lin 105 1 0 18 Feb 2025
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training Tianzhe Chu Yuexiang Zhai Jihan Yang Shengbang Tong Saining Xie Dale Schuurmans Quoc V. Le Sergey Levine Yi-An Ma OffRL 70 53 0 28 Jan 2025
Know "No'' Better: A Data-Driven Approach for Enhancing Negation Awareness in CLIP J. Park Jungbeom Lee Jongyoon Song Sangwon Yu Dahuin Jung Sungroh Yoon 45 0 0 19 Jan 2025
Nullu: Mitigating Object Hallucinations in Large Vision-Language Models via HalluSpace Projection Le Yang Ziwei Zheng Boxu Chen Zhengyu Zhao Chenhao Lin Chao Shen VLM 135 3 0 18 Dec 2024
VideoSAVi: Self-Aligned Video Language Models without Human Supervision Yogesh Kulkarni Pooyan Fazli VLM 98 2 0 01 Dec 2024
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning Di Zhang Jingdi Lei Junxian Li Xunzhi Wang Y. Liu ... S. M. I. Simon X. Yang Jianbo Wu Peng Ye Wanli Ouyang Dongzhan Zhou OffRL LRM 105 6 0 27 Nov 2024
VaLiD: Mitigating the Hallucination of Large Vision Language Models by Visual Layer Fusion Contrastive Decoding Jiaqi Wang Yifei Gao Jitao Sang MLLM 110 2 0 24 Nov 2024
Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization Weiyun Wang Zhe Chen Wenhai Wang Yue Cao Yangzhou Liu ... Jinguo Zhu X. Zhu Lewei Lu Yu Qiao Jifeng Dai LRM 55 46 1 15 Nov 2024
Beyond the Safety Bundle: Auditing the Helpful and Harmless Dataset Khaoula Chehbouni Jonathan Colaço-Carr Yash More Jackie CK Cheung G. Farnadi 73 0 0 12 Nov 2024
Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent Yangning Li Yinghui Li Xinyu Wang Yong-feng Jiang Zhen Zhang ... Hui Wang Hai-Tao Zheng Pengjun Xie Philip S. Yu Fei Huang 60 15 0 05 Nov 2024
Revealing and Reducing Gender Biases in Vision and Language Assistants (VLAs) Leander Girrbach Yiran Huang Stephan Alaniz Trevor Darrell Zeynep Akata VLM 40 2 0 25 Oct 2024
Weak-to-Strong Preference Optimization: Stealing Reward from Weak Aligned Model Wenhong Zhu Zhiwei He Xiaofeng Wang Pengfei Liu Rui Wang OSLM 47 3 0 24 Oct 2024
Fine-Grained Verifiers: Preference Modeling as Next-token Prediction in Vision-Language Alignment Chenhang Cui An Zhang Yiyang Zhou Zhaorun Chen Gelei Deng Huaxiu Yao Tat-Seng Chua 63 4 0 18 Oct 2024
MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation Chenxi Wang Xiang Chen N. Zhang Bozhong Tian Haoming Xu Shumin Deng H. Chen MLLM LRM 29 4 0 15 Oct 2024
ETA: Evaluating Then Aligning Safety of Vision Language Models at Inference Time Yi Ding Bolian Li Ruqi Zhang MLLM 67 5 0 09 Oct 2024
TLDR: Token-Level Detective Reward Model for Large Vision Language Models Deqing Fu Tong Xiao Rui Wang Wang Zhu Pengchuan Zhang Guan Pang Robin Jia Lawrence Chen 58 5 0 07 Oct 2024
Generating Faithful and Salient Text from Multimodal Data Tahsina Hashem Weiqing Wang Derry Tanti Wijaya Mohammed Eunus Ali Yuan-Fang Li 26 0 0 06 Sep 2024
RoVRM: A Robust Visual Reward Model Optimized via Auxiliary Textual Preference Data Chenglong Wang Yang Gan Yifu Huo Yongyu Mu Murun Yang ... Chunliang Zhang Tongran Liu Quan Du Di Yang Jingbo Zhu VLM 61 4 0 22 Aug 2024
Prompting Medical Large Vision-Language Models to Diagnose Pathologies by Visual Question Answering Danfeng Guo Sumitaka Honji LRM 62 0 0 31 Jul 2024
HaloQuest: A Visual Hallucination Dataset for Advancing Multimodal Reasoning Zhecan Wang Garrett Bingham Adams Wei Yu Quoc V. Le Thang Luong Golnaz Ghiasi MLLM LRM 35 9 0 22 Jul 2024
Reflective Instruction Tuning: Mitigating Hallucinations in Large Vision-Language Models Jinrui Zhang Teng Wang Haigang Zhang Ping Lu Feng Zheng MLLM LRM VLM 25 3 0 16 Jul 2024
MIA-Bench: Towards Better Instruction Following Evaluation of Multimodal LLMs Yusu Qian Hanrong Ye J. Fauconnier Peter Grasch Yinfei Yang Zhe Gan 108 13 0 01 Jul 2024
$GenderBias-\emph{VL}: Benchmarking Gender Bias in Vision Language Models via Counterfactual Probing$ GenderBias-\emph{VL}: Benchmarking Gender Bias in Vision Language Models via Counterfactual Probing Yisong Xiao Aishan Liu QianJia Cheng Zhenfei Yin Siyuan Liang Jiapeng Li Jing Shao Xianglong Liu Dacheng Tao 26 4 0 30 Jun 2024
Teaching LLMs to Abstain across Languages via Multilingual Feedback Shangbin Feng Weijia Shi Yike Wang Wenxuan Ding Orevaoghene Ahia Shuyue Stella Li Vidhisha Balachandran Sunayana Sitaram Yulia Tsvetkov 65 4 0 22 Jun 2024
SPA-VL: A Comprehensive Safety Preference Alignment Dataset for Vision Language Model Yongting Zhang Lu Chen Guodong Zheng Yifeng Gao Rui Zheng ... Yu Qiao Xuanjing Huang Feng Zhao Tao Gui Jing Shao VLM 75 23 0 17 Jun 2024
What If We Recaption Billions of Web Images with LLaMA-3? Xianhang Li Haoqin Tu Mude Hui Zeyu Wang Bingchen Zhao ... Jieru Mei Qing Liu Huangjie Zheng Yuyin Zhou Cihang Xie VLM MLLM 28 34 0 12 Jun 2024
MLLMGuard: A Multi-dimensional Safety Evaluation Suite for Multimodal Large Language Models Tianle Gu Zeyang Zhou Kexin Huang Dandan Liang Yixu Wang ... Keqing Wang Yujiu Yang Yan Teng Yu Qiao Yingchun Wang ELM 37 9 0 11 Jun 2024
3D-GRAND: A Million-Scale Dataset for 3D-LLMs with Better Grounding and Less Hallucination Jianing Yang Xuweiyi Chen Nikhil Madaan Madhavan Iyengar Shengyi Qian David Fouhey Joyce Chai 3DV 68 11 0 07 Jun 2024
Enhancing Large Vision Language Models with Self-Training on Image Comprehension Yihe Deng Pan Lu Fan Yin Ziniu Hu Sheng Shen James Y. Zou Kai-Wei Chang Wei Wang SyDa VLM LRM 31 36 0 30 May 2024