视觉大模型 / VLM

Learning to Inference Adaptively for Multimodal Large Language Models

Zhuoyan Xu, Khoi Duc Nguyen, Preeti Mukherjee, Saurabh Bagchi, Somali Chaterji, Yingyu Liang, Yin Li

机构 * University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； Purdue University（普渡大学） ； The University of Hong Kong（香港大学） 纠错

专题命中 视觉推理 ：multimodal large language model(title,abstract)；LLaVA(abstract)；visual reasoning(abstract)；MLLM(abstract)

Comments Published at ICCV 2025

CX-Mind: A Pioneering Multimodal Large Language Model for Interleaved Reasoning in Chest X-ray via Curriculum-Guided Reinforcement Learning

Wenjie Li, Yujie Zhang, Haoran Sun, Yueqi Li, Fanrui Zhang, Mengzhe Xu, Victoria Borja Clausich, Sade Mellin, Renhao Yang, Chenrun Wang, Jethro Zih-Shuo Wang, Shiyi Yao, Gen Li, Yidong Xu, Hanyu Wang, Yilin Huang, Angela Lin Wang, Chen Shi, Yin Zhang, Jianan Guo, Luqi Yang, Renxuan Li, Yang Xu, Jiawei Liu, Yao Zhang, Lei Liu, Carlos Gutiérrez SanRomán, Lei Wang

机构 * College of Health Science and Technology, Shanghai Jiao Tong University School of Medicine（上海交通大学医学院健康科学与技术学院） ； Shanghai Innovation Institute（上海创新研究院） ； Clinical Center for Sports Medicine, Department of Orthopaedics, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine（上海交通大学医学院骨科临床中心） ； School of Basic Medical Sciences, Intelligent Medicine Institute, Fudan University（复旦大学基础医学学院） ； Department of Hematology, The First Affiliated Hospital, College of Medicine, Zhejiang University（浙江大学医学院第一附属医院血液科） ； MoE Key Laboratory of Brain-Inspired Intelligent Perception and Cognition, University of Science and Technology of China（中国科学技术大学脑启发智能感知与认知教育部重点实验室） ； Department of Public Health and Primary Care, University of Cambridge（剑桥大学公共卫生与初级保健学院） ； Department of Medicine, Faculty of Health Sciences, Universidad CEU Cardenal Herrera（CEU卡德纳尔-赫尔曼大学健康科学学院医学系） ； Faculty of Medicine, University of Helsinki（赫尔辛基大学医学院） ； X-LANCE Lab, School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机科学学院X-LANCE实验室） ； Department of Hepatobiliary Surgery, National Cancer Center / National Clinical Research Center for Cancer / Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College（中国医学科学院肿瘤医院肝胆外科） ； Department of Surgery, The Ohio State University Wexner Medical Center, The James Comprehensive Cancer Center（俄亥俄州立大学韦克斯纳医学中心外科部，詹姆斯综合癌症中心） ； Ningbo Institute of Technology, Beihang University（北航宁波理工学院） 纠错

专题命中 视觉推理 ：multimodal large language model(title,abstract)；分类 cs.CV、cs.AI、cs.LG

GanitBench: A bi-lingual benchmark for evaluating mathematical reasoning in Vision Language Models

Ashutosh Bandooni, Brindha Subburaj

专题命中 视觉推理 ：vision language model(title,abstract)；分类 cs.AI

Comments 6 pages, 3 figures. Accepted, Presented and Published as part of Proceedings of the 6th International Conference on Recent Advantages in Information Technology (RAIT) 2025

Journal ref 2025 6th International Conference on Recent Advances in Information Technology (RAIT), Dhanbad, India, 2025, pp. 1-6

FinMMR: Make Financial Numerical Reasoning More Multimodal, Comprehensive, and Challenging

Zichen Tang, Haihong E, Jiacheng Liu, Zhongjun Yang, Rongjin Li, Zihua Rong, Haoyang He, Zhuodi Hao, Xinyang Hu, Kun Ji, Ziyan Ma, Mengyuan Ji, Jun Zhang, Chenghao Ma, Qianhe Zheng, Yang Liu, Yiling Huang, Xinyi Hu, Qing Huang, Zijian Xie, Shiyao Peng

机构 * Beijing University of Posts and Telecommunications（北京邮电大学） 纠错

专题命中 视觉推理 ：multimodal large language model(abstract)；MLLM(abstract)；分类 cs.CV

Comments Accepted by ICCV 2025. arXiv admin note: text overlap with arXiv:2311.06602 by other authors

Boosting Visual Knowledge-Intensive Training for LVLMs Through Causality-Driven Visual Object Completion

Qingguo Hu, Ante Wang, Jia Song, Delai Qiu, Qingsong Liu, Jinsong Su

机构 * School of Informatics, Xiamen University, China（厦门大学信息学院） ； Xiamen Unisound Intelligence Technology Co., Ltd（厦门Unisound智能科技有限公司） ； Shanghai Artificial Intelligence Laboratory, China（上海人工智能实验室） ； Key Laboratory of Digital Protection and Intelligent Processing of Intangible Cultural Heritage of Fujian and Taiwan (Xiamen University), Ministry of Culture and Tourism, China（福建省和台湾非物质文化遗产数字化保护与智能处理重点实验室（厦门大学），中华人民共和国文化和旅游部，中国） 纠错

专题命中 视觉推理 ：vision-language model(abstract)；LLaVA(abstract)；分类 cs.CV

Comments Accepted by IJCAI 2025

Multimodal Video Emotion Recognition with Reliable Reasoning Priors

Zhepeng Wang, Yingjian Zhu, Guanghao Dong, Hongzhu Yi, Feng Chen, Xinming Wang, Jun Xie

机构 * Lenovo Research（联想研究院） ； School of Artificial Intelligence, UCAS（中国科学院大学人工智能学院） ； Institute of Automation, CAS（中国科学院自动化研究所） ； Macau University of Science and Technology（澳门科学理工学院） ； School of Computer Science and Technology, UCAS（中国科学院大学计算机科学与技术学院） 纠错

专题命中 视觉推理 ：MLLM(abstract)；分类 cs.CV、cs.AI

Comments preprint

A Comparative Study of Specialized LLMs as Dense Retrievers

Hengran Zhang, Keping Bi, Jiafeng Guo

机构 * Key Laboratory of Network Data Science and Technology（网络数据科学与技术重点实验室） ； Institute of Computing Technology（计算技术研究所） ； Chinese Academy of Sciences（中国科学院） ； State Key Laboratory of AI Safety（人工智能安全国家重点实验室） ； University of Chinese Academy of Science（中国科学院大学） 纠错

专题命中 视觉推理 ：vision-language model(abstract)；分类 cs.AI、cs.LG

Comments Accepted by CCIR25 and published by Springer LNCS or LNAI

VisualTrans: A Benchmark for Real-World Visual Transformation Reasoning

Yuheng Ji, Yipu Wang, Yuyang Liu, Xiaoshuai Hao, Yue Liu, Yuting Zhao, Huaihai Lyu, Xiaolong Zheng

专题命中 视觉推理 ：vision-language model(abstract)；分类 cs.CV