视觉大模型 / VLM

Embodied AI: From LLMs to World Models

Tongtong Feng, Xin Wang, Yu-Gang Jiang, Wenwu Zhu

机构 * Department of Computer Science and Technology, Tsinghua University（清华大学计算机科学与技术系） ； Beijing National Research Center for Information Science and Technology（北京信息科学与技术国家研究中心） ； Institute of Trustworthy Embodied AI, Fudan University（复旦大学可信具身人工智能研究院） 纠错

专题命中 视觉推理 ：MLLM(abstract)；分类 cs.AI

Comments Accepted by IEEE CASM

STRIVE: Structured Reasoning for Self-Improvement in Claim Verification

Haisong Gong, Jing Li, Junfei Wu, Qiang Liu, Shu Wu, Liang Wang

机构 * New Laboratory of Pattern Recognition (NLPR) Institute of Automation, Chinese Academy of Scieneces（模式识别新实验室（NLPR）自动化研究所，中国科学院） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（人工智能学院，中国科学院大学） 纠错

专题命中 视觉推理 ：grounding(abstract)；分类 cs.AI

Comments Accepted by Machine Intelligence Research (MIR)

How Good are Foundation Models in Step-by-Step Embodied Reasoning?

Dinura Dissanayake, Ahmed Heakl, Omkar Thawakar, Noor Ahsan, Ritesh Thawkar, Ketan More, Jean Lahoud, Rao Anwer, Hisham Cholakkal, Ivan Laptev, Fahad Shahbaz Khan, Salman Khan

机构 * Mohamed bin Zayed University of AI（穆罕默德·本·扎耶德人工智能大学） ； Linköping University（林雪平大学） ； Australian National University（澳大利亚国立大学） 纠错

专题命中 视觉推理 ：grounding(abstract)；分类 cs.CV

Comments Project page: https://mbzuai-oryx.github.io/FoMER-Bench/

WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification

Yiwen Jiang, Deval Mehta, Siyuan Yan, Yaling Shen, Zimu Wang, Zongyuan Ge

机构 * Faculty of Engineering, Monash University（墨尔本大学工程学院） ； AIM for Health Lab, Faculty of IT, Monash University（墨尔本大学信息技术学院健康人工智能实验室） 纠错

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

Comments Accepted at EMNLP 2025 (Main)

AgriDoctor: A Multimodal Intelligent Assistant for Agriculture

Mingqing Zhang, Zhuoning Xu, Peijie Wang, Rongji Li, Liang Wang, Qiang Liu, Jian Xu, Xuyao Zhang, Shu Wu, Liang Wang

机构 * State Key Laboratory of Multimodal Artificial Intelligence Systems（多模态人工智能系统国家重点实验室） ； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； School of Artificial Intelligence, University of Chinese Academy of Sciences（中国科学院大学人工智能学院） 纠错

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

On LLM-Based Scientific Inductive Reasoning Beyond Equations

Brian S. Lin, Jiaxin Yuan, Zihan Zhou, Shouli Wang, Shuo Wang, Cunliang Kong, Qi Shi, Yuxuan Li, Liner Yang, Zhiyuan Liu, Maosong Sun

机构 * Dept. of Comp. Sci. & Tech., Institute for AI, BNRist Center, Tsinghua University（计算机科学与技术系，人工智能研究院，BNRist中心，清华大学） ； Jiangsu Collaborative Innovation Center for Language Ability, Jiangsu Normal University（江苏语言能力协同创新中心，江苏师范大学） ； Beijing Language and Culture University（北京语言文化大学） ； Xiamen University（厦门大学） ； Harbin Institute of Technology（哈尔滨工业大学） 纠错

专题命中 视觉推理 ：grounding(abstract)；分类 cs.AI

Comments 24 pages

Temporal Reasoning with Large Language Models Augmented by Evolving Knowledge Graphs

Junhong Lin, Song Wang, Xiaojie Guo, Julian Shun, Yada Zhu

机构 * MIT CSAIL（麻省理工学院计算机科学与人工智能实验室） ； University of Virginia（弗吉尼亚大学） ； IBM Research（IBM研究院） 纠错

专题命中 视觉推理 ：grounding(abstract)；分类 cs.LG

Spatial Audio Motion Understanding and Reasoning

Arvind Krishna Sridhar, Yinyi Guo, Erik Visser

机构 * Qualcomm Technologies Inc.（高通技术公司） 纠错

专题命中 视觉推理 ：grounding(abstract)；分类 cs.AI

Comments 5 pages, 2 figures, 3 tables

Combining Evidence and Reasoning for Biomedical Fact-Checking

Mariano Barone, Antonio Romano, Giuseppe Riccio, Marco Postiglione, Vincenzo Moscato

机构 * University of Naples Federico II（那不勒斯费德里科二世大学） ； Northwestern University（西北大学） 纠错

专题命中 视觉推理 ：grounding(abstract)；分类 cs.AI

Comments Proceedings of the 48th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2025

How well can LLMs provide planning feedback in grounded environments?

Yuxuan Li, Victor Zhong

机构 * David R. Cheriton School of Computer Science University of Waterloo（大卫·R·切里顿计算机科学学院滑铁卢大学） 纠错

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

FLUX-Reason-6M & PRISM-Bench: A Million-Scale Text-to-Image Reasoning Dataset and Comprehensive Benchmark

Rongyao Fang, Aldrich Yu, Chengqi Duan, Linjiang Huang, Shuai Bai, Yuxuan Cai, Kun Wang, Si Liu, Xihui Liu, Hongsheng Li

机构 * CUHK（香港中文大学） ； HKU（香港大学） ； BUAA（北京航空航天大学） ； Alibaba（阿里巴巴） 纠错

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

Comments Project page: https://flux-reason-6m.github.io/

DATE: Dynamic Absolute Time Enhancement for Long Video Understanding

Chao Yuan, Yang Yang, Yehui Yang, Zach Cheng

机构 * Beihang University（北京航空航天大学） ； Dcar, ByteDance（字节跳动Dcar部门） ； Qfin Holdings,Inc（Qfin控股公司） ； MAIS, Institute of Automation, Chinese Academy of Sciences（自动化研究所，中国科学院） 纠错

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

MSNav: Zero-Shot Vision-and-Language Navigation with Dynamic Memory and LLM Spatial Reasoning

Chenghao Liu, Zhimu Zhou, Jiachen Zhang, Minghao Zhang, Songfang Huang, Huiling Duan

专题命中 视觉推理 ：grounding(abstract)；分类 cs.CV

Comments 9 pages, 4 figures

Kwai Keye-VL 1.5 Technical Report

Biao Yang, Bin Wen, Boyang Ding, Changyi Liu, Chenglong Chu, Chengru Song, Chongling Rao, Chuan Yi, Da Li, Dunju Zang, Fan Yang, Guorui Zhou, Guowang Zhang, Han Shen, Hao Peng, Haojie Ding, Hao Wang, Haonan Fan, Hengrui Ju, Jiaming Huang, Jiangxia Cao, Jiankang Chen, Jingyun Hua, Kaibing Chen, Kaiyu Jiang, Kaiyu Tang, Kun Gai, Muhao Wei, Qiang Wang, Ruitao Wang, Sen Na, Shengnan Zhang, Siyang Mao, Sui Huang, Tianke Zhang, Tingting Gao, Wei Chen, Wei Yuan, Xiangyu Wu, Xiao Hu, Xingyu Lu, Yi-Fan Zhang, Yiping Yang, Yulong Chen, Zeyi Lu, Zhenhua Wu, Zhixin Ling, Zhuoran Yang, Ziming Li, Di Xu, Haixuan Gao, Hang Li, Jing Wang, Lejian Ren, Qigen Hu, Qianqian Wang, Shiyao Wang, Xinchen Luo, Yan Li, Yuhang Hu, Zixing Zhang

机构 * Keye Team, Kuaishou Group（快手集团Keye团队） 纠错

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

Comments Github page: https://github.com/Kwai-Keye/Keye

PictOBI-20k: Unveiling Large Multimodal Models in Visual Decipherment for Pictographic Oracle Bone Characters

Zijian Chen, Wenjie Hua, Jinhao Li, Lirong Deng, Fan Du, Tingzhu Chen, Guangtao Zhai

机构 * Shanghai Jiao Tong University（上海交通大学） ； Shanghai AI Lab（上海人工智能实验室） ； Wuhan University（武汉大学） ； East China Normal Unversity（华东师范大学） ； Macao Polytechnic University（澳门 polytechnic university） ； Southern University of Science and Technology（南方科技大学） 纠错

专题命中 视觉推理 ：visual reasoning(abstract)；分类 cs.CV

Comments 6 pages, 6 figures

Context-Aware Multi-Turn Visual-Textual Reasoning in LVLMs via Dynamic Memory and Adaptive Visual Guidance

Weijie Shen, Xinrui Wang, Yuanqi Nie, Apiradee Boonmee

机构 * Beihua University（白华大学） ； Kasem Bundit University（Kasem Bundit大学） 纠错

专题命中 视觉推理 ：visual reasoning(abstract)；分类 cs.CV

Planning with Reasoning using Vision Language World Model

Delong Chen, Theo Moutakanni, Willy Chung, Yejin Bang, Ziwei Ji, Allen Bolourchi, Pascale Fung

机构 * Meta FAIR 纠错

专题命中 视觉推理 ：VLM(abstract)；分类 cs.AI

FairReason: Balancing Reasoning and Social Bias in MLLMs

Zhenyu Pan, Yutong Zhang, Jianshu Zhang, Haoran Lu, Haozheng Luo, Yuwei Han, Philip S. Yu, Manling Li, Han Liu

机构 * Northwestern University（西北大学） ； University of Illinois at Chicago（伊利诺伊大学香槟分校） 纠错

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

Comments Accepted to the Trustworthy FMs workshop in ICCV 2025

Diagram-Driven Course Questions Generation

Xinyu Zhang, Lingling Zhang, Yanrui Wu, Muye Huang, Wenjun Wu, Bo Li, Shaowei Wang, Basura Fernando, Jun Liu

机构 * School of Computer Science and Technology, Xi’an Jiaotong University（西安交通大学计算机科学与技术学院） ； Ministry of Education Key Laboratory of Intelligent Networks and Network Security（教育部智能网络与网络安全重点实验室） ； Shaanxi Province Key Laboratory of Big Data Knowledge Engineering（陕西省大数据知识工程重点实验室） ； IHPC, Agency for Science, Technology and Research（科技研究局IHPC） ； College of Computing and Data Science, Nanyang Technological University（南洋理工大学计算与数据科学学院） 纠错

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

TemporalFlowViz: Parameter-Aware Visual Analytics for Interpreting Scramjet Combustion Evolution

Yifei Jia, Shiyu Cheng, Yu Dong, Guan Li, Dong Tian, Ruixiao Peng, Xuyi Lu, Yu Wang, Wei Yao, Guihua Shan

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

Detecting Visual Information Manipulation Attacks in Augmented Reality: A Multimodal Semantic Reasoning Approach

Yanming Xiu, Maria Gorlatova

机构 * Duke University（杜克大学） 纠错

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

Comments The paper has been accepted to the 2025 IEEE International Symposium on Mixed and Augmented Reality (ISMAR), and selected for publication in the 2025 IEEE Transactions on Visualization and Computer Graphics (TVCG) special issue

Reinforced Visual Perception with Tools

Zetong Zhou, Dongping Chen, Zixian Ma, Zhihan Hu, Mingyang Fu, Sinan Wang, Yao Wan, Zhou Zhao, Ranjay Krishna

机构 * ONE Lab, HUST（华中科技大学 ONE 实验室） ； ONE Lab, HUST University of Maryland（华中科技大学 与 马里兰大学 ONE 实验室） ； University of Washington（华盛顿大学） ； Zhejiang University（浙江大学） 纠错

专题命中 视觉推理 ：visual reasoning(abstract)；分类 cs.CV

Comments Technical Report

Measuring Image-Relation Alignment: Reference-Free Evaluation of VLMs and Synthetic Pre-training for Open-Vocabulary Scene Graph Generation

Maëlic Neau, Zoe Falomir, Cédric Buche, Akihiro Sugimoto

机构 * Computing Science Department, Umeå University（乌梅大学计算科学系） ； CNRS IRL 2010 CROSSING（法国CNRS IRL 2010 CROSSING） ； IMT Atlantique（IMT阿蒂昂大学） ； National Institute of Informatics（日本信息机构） 纠错

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

HCCM: Hierarchical Cross-Granularity Contrastive and Matching Learning for Natural Language-Guided Drones

Hao Ruan, Jinliang Lin, Yingxin Lai, Zhiming Luo, Shaozi Li

机构 * Department of Artificial Intelligence, Xiamen University（人工智能学院，厦门大学） 纠错

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

Comments Accepted by ACM MM'25

InternVL3.5: Advancing Open-Source Multimodal Models in Versatility, Reasoning, and Efficiency

Weiyun Wang, Zhangwei Gao, Lixin Gu, Hengjun Pu, Long Cui, Xingguang Wei, Zhaoyang Liu, Linglin Jing, Shenglong Ye, Jie Shao, Zhaokai Wang, Zhe Chen, Hongjie Zhang, Ganlin Yang, Haomin Wang, Qi Wei, Jinhui Yin, Wenhao Li, Erfei Cui, Guanzhou Chen, Zichen Ding, Changyao Tian, Zhenyu Wu, Jingjing Xie, Zehao Li, Bowen Yang, Yuchen Duan, Xuehui Wang, Zhi Hou, Haoran Hao, Tianyi Zhang, Songze Li, Xiangyu Zhao, Haodong Duan, Nianchen Deng, Bin Fu, Yinan He, Yi Wang, Conghui He, Botian Shi, Junjun He, Yingtong Xiong, Han Lv, Lijun Wu, Wenqi Shao, Kaipeng Zhang, Huipeng Deng, Biqing Qi, Jiaye Ge, Qipeng Guo, Wenwei Zhang, Songyang Zhang, Maosong Cao, Junyao Lin, Kexian Tang, Jianfei Gao, Haian Huang, Yuzhe Gu, Chengqi Lyu, Huanze Tang, Rui Wang, Haijun Lv, Wanli Ouyang, Limin Wang, Min Dou, Xizhou Zhu, Tong Lu, Dahua Lin, Jifeng Dai, Weijie Su, Bowen Zhou, Kai Chen, Yu Qiao, Wenhai Wang, Gen Luo

机构 * Shanghai AI Laboratory（上海人工智能实验室） 纠错

专题命中 视觉推理 ：InternVL(abstract)；分类 cs.CV

Rethinking Reasoning in LLMs: Neuro-Symbolic Local RetoMaton Beyond ICL and CoT

Rushitha Santhoshi Mamidala, Anshuman Chhabra, Ankur Mali

专题命中 视觉推理 ：grounding(abstract)；分类 cs.AI

TinyGiantVLM: A Lightweight Vision-Language Architecture for Spatial Reasoning under Resource Constraints

Vinh-Thuan Ly, Hoang M. Truong, Xuan-Huong Nguyen

机构 * University of Science, VNU-HCM（越南胡志明市国家大学） ； Vietnam National University（越南国家大学） 纠错

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

Comments Accepted for presentation at the IEEE/CVF International Conference on Computer Vision (ICCV) Workshops, 2025

Journal ref IEEE/CVF International Conference on Computer Vision (ICCV) Workshops, Hawaii, 2025

Evaluating Contrast Localizer for Identifying Causal Units in Social & Mathematical Tasks in Language Models

Yassine Jamaa, Badr AlKhamissi, Satrajit Ghosh, Martin Schrimpf

机构 * EPFL（苏黎世联邦理工学院） ； MIT（麻省理工学院） 纠错

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

Comments Accepted at the Interplay of Model Behavior and Model Internals Workshop co-located with COLM 2025

Taming the Untamed: Graph-Based Knowledge Retrieval and Reasoning for MLLMs to Conquer the Unknown

Bowen Wang, Zhouqiang Jiang, Yasuaki Susumu, Shotaro Miwa, Tianwei Chen, Yuta Nakashima

机构 * Osaka University（大阪大学） ； Mitsubishi Electric Corp.（三菱电机公司） 纠错

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

Comments Aligned with ICCV 2025 camera-ready version

Hidden in Plain Sight: Reasoning in Underspecified and Misspecified Scenarios for Multimodal LLMs

Qianqi Yan, Hongquan Li, Shan Jiang, Yang Zhao, Xinze Guan, Ching-Chen Kuo, Xin Eric Wang

机构 * University of California, Santa Cruz（加州大学圣克鲁兹分校） ； eBay 纠错

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