Title
SafeEraser: Enhancing Safety in Multimodal Large Language Models through Multimodal Machine Unlearning Junkai Chen Zhijie Deng Kening Zheng Yibo Yan Shuliang Liu PeiJun Wu Peijie Jiang Qingbin Liu Xuming Hu MU 88 7 0 18 Feb 2025
PhysReason: A Comprehensive Benchmark towards Physics-Based Reasoning Xinyu Zhang Yuxuan Dong Yongpeng Wu Jiaxing Huang Chengyou Jia Basura Fernando Mike Zheng Shou Lingling Zhang Jun Liu AIMat ReLM LRM 85 11 0 17 Feb 2025
Towards Top-Down Reasoning: An Explainable Multi-Agent Approach for Visual Question Answering Zeqing Wang Wentao Wan Qiqing Lao Runmeng Chen Minjie Lang Keze Wang Liang Lin Liang Lin LRM 194 3 0 17 Feb 2025
Token Pruning in Multimodal Large Language Models: Are We Solving the Right Problem? Zichen Wen Yifeng Gao Weijia Li Conghui He Linfeng Zhang LRM 118 2 0 17 Feb 2025
Investigating Inference-time Scaling for Chain of Multi-modal Thought: A Preliminary Study Yujie Lin Ante Wang Moye Chen Jingyao Liu Hao Liu Jinsong Su Xinyan Xiao LRM 102 3 0 17 Feb 2025
Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented Generation Mohammad Mahdi Abootorabi Amirhosein Zobeiri Mahdi Dehghani Mohammadali Mohammadkhani Bardia Mohammadi Omid Ghahroodi M. Baghshah Ehsaneddin Asgari RALM 256 7 0 12 Feb 2025
LegalViz: Legal Text Visualization by Text To Diagram Generation Eri Onami Taiki Miyanishi Koki Maeda Shuhei Kurita AILaw 94 1 0 10 Feb 2025
HAMSTER: Hierarchical Action Models For Open-World Robot Manipulation Yi Li Yuquan Deng Jing Zhang Joel Jang Marius Memme ... Fabio Ramos Dieter Fox Anqi Li Abhishek Gupta Ankit Goyal LM&Ro 140 15 0 08 Feb 2025
Evaluating Vision-Language Models for Emotion Recognition Sree Bhattacharyya James Z. Wang VLM 120 1 0 08 Feb 2025
Prompt-based Depth Pruning of Large Language Models Juyun Wee Minjae Park Jaeho Lee VLM 154 0 0 04 Feb 2025
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Xin Xu Qiyun Xu Tong Xiao Tianhao Chen Yuchen Yan Jiaxin Zhang Shizhe Diao Can Yang Yang Wang LRM AI4CE ELM 179 7 0 01 Feb 2025
Boosting Multimodal Large Language Models with Visual Tokens Withdrawal for Rapid Inference Zhihang Lin Mingbao Lin Luxi Lin Rongrong Ji 90 22 0 28 Jan 2025
InternLM-XComposer2.5-Reward: A Simple Yet Effective Multi-Modal Reward Model Yuhang Zang Xiaoyi Dong Pan Zhang Yuhang Cao Ziyu Liu ... Haodong Duan Wentao Zhang Kai Chen Dahua Lin Jiaqi Wang VLM 171 22 0 21 Jan 2025
Advancing General Multimodal Capability of Vision-language Models with Pyramid-descent Visual Position Encoding Ziyang Chen Mingxiao Li Zhongfu Chen Nan Du Xiaolong Li Yuexian Zou 98 1 0 19 Jan 2025
OneLLM: One Framework to Align All Modalities with Language Jiaming Han Kaixiong Gong Yiyuan Zhang Jiaqi Wang Kaipeng Zhang Dahua Lin Yu Qiao Peng Gao Xiangyu Yue MLLM 197 125 0 10 Jan 2025
Sa2VA: Marrying SAM2 with LLaVA for Dense Grounded Understanding of Images and Videos Haobo Yuan Xianrui Li Tao Zhang Zilong Huang Shilin Xu S. Ji Yunhai Tong Lu Qi Jiashi Feng Ming-Hsuan Yang VLM 136 19 0 07 Jan 2025
Automated Generation of Challenging Multiple-Choice Questions for Vision Language Model Evaluation Yuhui Zhang Yuchang Su Yiming Liu Xiaohan Wang James Burgess ... Josiah Aklilu Alejandro Lozano Anjiang Wei Ludwig Schmidt Serena Yeung-Levy 126 4 0 06 Jan 2025
FOLDER: Accelerating Multi-modal Large Language Models with Enhanced Performance Haicheng Wang Zhemeng Yu Gabriele Spadaro Chen Ju Victor Quétu Enzo Tartaglione Enzo Tartaglione VLM 358 6 0 05 Jan 2025
VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks Ziyan Jiang Rui Meng Xinyi Yang Semih Yavuz Yingbo Zhou Wenhu Chen MLLM VLM 164 26 0 03 Jan 2025
2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining Wenqi Zhang Hang Zhang Xin Li Jiashuo Sun Yongliang Shen Weiming Lu Deli Zhao Yueting Zhuang Lidong Bing VLM 110 2 0 01 Jan 2025
A Comprehensive Survey of Large Language Models and Multimodal Large Language Models in Medicine Hanguang Xiao Feizhong Zhou Xianglong Liu Tianqi Liu Zhipeng Li Xin Liu Xiaoxuan Huang AILaw LM&MA LRM 103 25 0 31 Dec 2024
VidCtx: Context-aware Video Question Answering with Image Models Andreas Goulas Vasileios Mezaris Ioannis Patras 425 1 0 23 Dec 2024
HoVLE: Unleashing the Power of Monolithic Vision-Language Models with Holistic Vision-Language Embedding Chenxin Tao Shiqian Su X. Zhu Chenyu Zhang Zhe Chen ... Wenhai Wang Lewei Lu Gao Huang Yu Qiao Jifeng Dai MLLM VLM 180 2 0 20 Dec 2024
CAD-Assistant: Tool-Augmented VLLMs as Generic CAD Task Solvers Dimitrios Mallis Ahmet Serdar Karadeniz Sebastian Cavada Danila Rukhovich Niki Maria Foteinopoulou K. Cherenkova Anis Kacem Djamila Aouada 138 6 0 18 Dec 2024
CoMT: A Novel Benchmark for Chain of Multi-modal Thought on Large Vision-Language Models Zihui Cheng Qiguang Chen Jin Zhang Hao Fei Xiaocheng Feng Wanxiang Che Min Li L. Qin VLM MLLM LRM 159 7 0 17 Dec 2024
Activating Distributed Visual Region within LLMs for Efficient and Effective Vision-Language Training and Inference Siyuan Wang Dianyi Wang Chengxing Zhou Zejun Li Zhihao Fan Xuanjing Huang Zhongyu Wei VLM 441 0 0 17 Dec 2024
Olympus: A Universal Task Router for Computer Vision Tasks Yuanze Lin Yunsheng Li Dongdong Chen Weijian Xu Ronald Clark Philip Torr VLM ObjD 460 0 0 12 Dec 2024
COSMOS: Cross-Modality Self-Distillation for Vision Language Pre-training Sanghwan Kim Rui Xiao Mariana-Iuliana Georgescu Stephan Alaniz Zeynep Akata VLM 271 3 0 02 Dec 2024
Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning Di Zhang Jingdi Lei Junxian Li Xunzhi Wang Yong Liu ... Steve Yang Jianbo Wu Peng Ye Wanli Ouyang Dongzhan Zhou OffRL LRM 137 8 0 27 Nov 2024
COAP: Memory-Efficient Training with Correlation-Aware Gradient Projection Jinqi Xiao S. Sang Tiancheng Zhi Jing Liu Qing Yan Linjie Luo Bo Yuan Bo Yuan VLM 147 2 0 26 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 121 78 1 15 Nov 2024
Both Text and Images Leaked! A Systematic Analysis of Multimodal LLM Data Contamination D. Song Sicheng Lai Shunian Chen Lichao Sun Benyou Wang 394 1 0 06 Nov 2024
Adapting While Learning: Grounding LLMs for Scientific Problems with Intelligent Tool Usage Adaptation Bohan Lyu Yadi Cao Duncan Watson-Parris Leon Bergen Taylor Berg-Kirkpatrick Rose Yu 113 4 0 01 Nov 2024
PyramidDrop: Accelerating Your Large Vision-Language Models via Pyramid Visual Redundancy Reduction Long Xing Qidong Huang Xiaoyi Dong Jiajie Lu Pan Zhang ... Yuhang Cao Zeang Sheng Jiaqi Wang Feng Wu Dahua Lin VLM 102 41 0 22 Oct 2024
MiCEval: Unveiling Multimodal Chain of Thought's Quality via Image Description and Reasoning Steps Xiongtao Zhou Jie He Lanyu Chen Jingyu Li Haojing Chen Víctor Gutiérrez-Basulto Jeff Z. Pan Ningyu Zhang LRM 106 2 0 18 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 135 5 0 18 Oct 2024
NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples Baiqi Li Zhiqiu Lin Wenxuan Peng Jean de Dieu Nyandwi Daniel Jiang Zixian Ma Simran Khanuja Ranjay Krishna Graham Neubig Deva Ramanan AAML CoGe VLM 149 31 0 18 Oct 2024
Cross-Modal Safety Mechanism Transfer in Large Vision-Language Models Shicheng Xu Liang Pang Yunchang Zhu Huawei Shen Xueqi Cheng MLLM 73 1 0 16 Oct 2024
MMIE: Massive Multimodal Interleaved Comprehension Benchmark for Large Vision-Language Models Peng Xia Siwei Han Shi Qiu Yiyang Zhou Zhaoyang Wang ... Chenhang Cui Mingyu Ding Linjie Li Lijuan Wang Huaxiu Yao 95 14 0 14 Oct 2024
Can We Predict Performance of Large Models across Vision-Language Tasks? Qinyu Zhao Ming Xu Kartik Gupta Akshay Asthana Liang Zheng Stephen Gould 91 0 0 14 Oct 2024
MRAG-Bench: Vision-Centric Evaluation for Retrieval-Augmented Multimodal Models Wenbo Hu Jia-Chen Gu Zi-Yi Dou Mohsen Fayyaz Pan Lu Kai-Wei Chang Nanyun Peng VLM 107 7 0 10 Oct 2024
Extracting and Transferring Abilities For Building Multi-lingual Ability-enhanced Large Language Models Zhipeng Chen Liang Song K. Zhou Wayne Xin Zhao Binghai Wang Weipeng Chen Ji-Rong Wen 103 0 0 10 Oct 2024
Q-VLM: Post-training Quantization for Large Vision-Language Models Changyuan Wang Ziwei Wang Xiuwei Xu Yansong Tang Jie Zhou Jiwen Lu MQ 72 5 0 10 Oct 2024
Mono-InternVL: Pushing the Boundaries of Monolithic Multimodal Large Language Models with Endogenous Visual Pre-training Gen Luo Xue Yang Wenhan Dou Zhaokai Wang Jifeng Dai Jifeng Dai Yu Qiao Xizhou Zhu VLM MLLM 122 28 0 10 Oct 2024
MM-Ego: Towards Building Egocentric Multimodal LLMs for Video QA Hanrong Ye Haotian Zhang Erik Daxberger Lin Chen Zongyu Lin ... Haoxuan You Dan Xu Zhe Gan Jiasen Lu Yinfei Yang EgoV MLLM 124 14 0 09 Oct 2024
ETA: Evaluating Then Aligning Safety of Vision Language Models at Inference Time Yi Ding Bolian Li Ruqi Zhang MLLM 104 13 0 09 Oct 2024
Geometric Analysis of Reasoning Trajectories: A Phase Space Approach to Understanding Valid and Invalid Multi-Hop Reasoning in LLMs Javier Marin LRM 120 0 0 06 Oct 2024
Self-Correction is More than Refinement: A Learning Framework for Visual and Language Reasoning Tasks Jiayi He Hehai Lin Q. Wang Yi R. Fung Chenhui Xu ReLM LRM 157 7 0 05 Oct 2024
AuroraCap: Efficient, Performant Video Detailed Captioning and a New Benchmark Wenhao Chai Enxin Song Y. Du Chenlin Meng Vashisht Madhavan Omer Bar-Tal Jeng-Neng Hwang Saining Xie Christopher D. Manning 3DV 128 32 0 04 Oct 2024
DLP-LoRA: Efficient Task-Specific LoRA Fusion with a Dynamic, Lightweight Plugin for Large Language Models Yuxuan Zhang Ruizhe Li MoMe 166 1 0 02 Oct 2024