视觉大模型 / VLM

A Multimodal Recaptioning Framework to Account for Perceptual Diversity Across Languages in Vision-Language Modeling

Kyle Buettner, Jacob T. Emmerson, Adriana Kovashka

机构 * Intelligent Systems Program（智能系统项目） ； Department of Computer Science（计算机科学系） 纠错

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

Comments Accepted at IJCNLP-AACL 2025 (Main)

VipAct: Visual-Perception Enhancement via Specialized VLM Agent Collaboration and Tool-use

Zhehao Zhang, Ryan Rossi, Tong Yu, Franck Dernoncourt, Ruiyi Zhang, Jiuxiang Gu, Sungchul Kim, Xiang Chen, Zichao Wang, Nedim Lipka

机构 * Adobe 纠错

专题命中 视觉推理 ：VLM(title)；vision-language model(abstract)

Comments AAAI 2026

OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles

Yihe Deng, Hritik Bansal, Fan Yin, Nanyun Peng, Wei Wang, Kai-Wei Chang

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

Comments 23 pages, 11 figures, 8 tables

DynaSolidGeo: A Dynamic Benchmark for Genuine Spatial Mathematical Reasoning of VLMs in Solid Geometry

Changti Wu, Shijie Lian, Zihao Liu, Lei Zhang, Laurence Tianruo Yang, Kai Chen

机构 * East China Normal University（华东师范大学） ； Zhongguancun Academy（中关村学院） ； Huazhong University of Science and Technology（华中科技大学） ； Peking University（北京大学） ； Zhengzhou University（郑州大学） ； Zhongguancun Institute of Artificial Intelligence（中关村人工智能研究院） 纠错

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

Comments The code and dataset are available at \href{https://zgca-ai4edu.github.io/DynaSolidGeo/}{DynaSolidGeo}

Knowledge-Guided Textual Reasoning for Explainable Video Anomaly Detection via LLMs

Hari Lee

机构 * Hari Lee 纠错

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

Knowledge-Augmented Long-CoT Generation for Complex Biomolecular Reasoning

Tianwen Lyu, Xiang Zhuang, Keyan Ding, Xinzhe Cao, Lei Liang, Wei Zhao, Qiang Zhang, Huajun Chen

机构 * The Polytechnic Institute, Zhejiang University（浙江大学Polytechnic学院） ； College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； ZJU-Hangzhou Global Scientific and Technological Innovation Center, Zhejiang University（浙江大学Hangzhou全球科技创新中心） ； University of Oxford（牛津大学） ； Ant Group（蚂蚁集团） ； University of Aberdeen（阿伯丁大学） ； ZJU-UIUC Institute, Zhejiang University（浙江大学UIUC研究院） 纠错

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

Neurophysiological Characteristics of Adaptive Reasoning for Creative Problem-Solving Strategy

Jun-Young Kim, Young-Seok Kweon, Gi-Hwan Shin, Seong-Whan Lee

机构 * Dept. of Artificial Intelligence（人工智能系） ； Korea University（韩国大学） ； Dept. of Brain and Cognitive Engineering（脑科学与认知工程系） 纠错

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

Comments 4 pages, 4 figures, 1 table,

How Far are VLMs from Visual Spatial Intelligence? A Benchmark-Driven Perspective

Songsong Yu, Yuxin Chen, Hao Ju, Lianjie Jia, Fuxi Zhang, Shaofei Huang, Yuhan Wu, Rundi Cui, Binghao Ran, Zaibin Zhang, Zhedong Zheng, Zhipeng Zhang, Yifan Wang, Lin Song, Lijun Wang, Yanwei Li, Ying Shan, Huchuan Lu

机构 * ARC Lab, Tencent PCG（腾讯PCG部门ARC实验室） ； Shanghai Jiao Tong University（上海交通大学） ； University of Macau（澳门大学） ； Dalian University of Technology（大连理工大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

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

Comments a comprehensive visual spatial reasoning evaluation tool, 25 pages, 16 figures

OneRec-Think: In-Text Reasoning for Generative Recommendation

Zhanyu Liu, Shiyao Wang, Xingmei Wang, Rongzhou Zhang, Jiaxin Deng, Honghui Bao, Jinghao Zhang, Wuchao Li, Pengfei Zheng, Xiangyu Wu, Yifei Hu, Qigen Hu, Xinchen Luo, Lejian Ren, Zixing Zhang, Qianqian Wang, Kuo Cai, Yunfan Wu, Hongtao Cheng, Zexuan Cheng, Lu Ren, Huanjie Wang, Yi Su, Ruiming Tang, Kun Gai, Guorui Zhou

专题命中 视觉推理 ：grounding(abstract)

3MDBench: Medical Multimodal Multi-agent Dialogue Benchmark

Ivan Sviridov, Amina Miftakhova, Artemiy Tereshchenko, Galina Zubkova, Pavel Blinov, Andrey Savchenko

机构 * Sber AI Lab（Sber AI实验室） ； HSE University（俄罗斯高等经济大学） ； ISP RAS Research Center for Trusted Artificial Intelligence（俄罗斯科学院信息与系统问题研究所可信人工智能研究中心） 纠错

专题命中 视觉推理 ：vision-language model(abstract)

Comments EMNLP 25 (main)

Journal ref https://aclanthology.org/2025.emnlp-main.1353/

RSVG-ZeroOV: Exploring a Training-Free Framework for Zero-Shot Open-Vocabulary Visual Grounding in Remote Sensing Images

Ke Li, Di Wang, Ting Wang, Fuyu Dong, Yiming Zhang, Luyao Zhang, Xiangyu Wang, Shaofeng Li, Quan Wang

专题命中 视觉定位与Grounding ：grounding(title,abstract)；vision-language model(abstract)；VLM(abstract)；分类 cs.CV、cs.AI

Comments This work is accepted by AAAI 2026

VLMDiff: Leveraging Vision-Language Models for Multi-Class Anomaly Detection with Diffusion

Samet Hicsonmez, Abd El Rahman Shabayek, Djamila Aouada

机构 * University of Luxembourg（卢森堡大学） 纠错

专题命中 视觉定位与Grounding ：vision-language model(title,abstract)；VLM(abstract)；分类 cs.CV

Comments WACV 2026

VectorSynth: Fine-Grained Satellite Image Synthesis with Structured Semantics

Daniel Cher, Brian Wei, Srikumar Sastry, Nathan Jacobs

机构 * Washington University in St. Louis（华盛顿大学圣路易斯分校） 纠错

专题命中 视觉定位与Grounding ：vision language model(abstract)；grounding(abstract)；分类 cs.CV

AXIS: Explainable Time Series Anomaly Detection with Large Language Models

Tian Lan, Hao Duong Le, Jinbo Li, Wenjun He, Meng Wang, Chenghao Liu, Chen Zhang

机构 * Huawei（华为） 纠错

专题命中 视觉定位与Grounding ：vision language model(abstract)；grounding(abstract)；分类 cs.LG

From Semantics, Scene to Instance-awareness: Distilling Foundation Model for Grounded Open-vocabulary Situation Recognition

Chen Cai, Tianyi Liu, Jianjun Gao, Wenyang Liu, Kejun Wu, Ruoyu Wang, Yi Wang, Soo Chin Liew

机构 * National University of Singapore（新加坡国立大学） ； Nanyang Technological University（南洋理工大学） ； Huazhong University of Science and Technology（华中科技大学） ； The Hong Kong Polytechnic University（香港理工大学） 纠错

专题命中 视觉定位与Grounding ：multimodal large language model(abstract)；MLLM(abstract)；分类 cs.CV

ResearchRubrics: A Benchmark of Prompts and Rubrics For Evaluating Deep Research Agents

Manasi Sharma, Chen Bo Calvin Zhang, Chaithanya Bandi, Clinton Wang, Ankit Aich, Huy Nghiem, Tahseen Rabbani, Ye Htet, Brian Jang, Sumana Basu, Aishwarya Balwani, Denis Peskoff, Marcos Ayestaran, Sean M. Hendryx, Brad Kenstler, Bing Liu

机构 * Scale AI ； University of Maryland（马里兰大学） ； University of Chicago（芝加哥大学） ； Washington University, St. Louis（圣路易斯华盛顿大学） ； McGill University（麦吉尔大学） ； University of California, Berkeley（加州大学伯克利分校） 纠错

专题命中 视觉定位与Grounding ：grounding(abstract)；分类 cs.AI、cs.LG

Comments 27 pages, 21 figures, pre-print

High-Quality Proposal Encoding and Cascade Denoising for Imaginary Supervised Object Detection

Zhiyuan Chen, Yuelin Guo, Zitong Huang, Haoyu He, Renhao Lu, Weizhe Zhang

机构 * Institute of Cyberspace Security, Harbin Institute of Technology, Shenzhen（网络安全研究所，哈尔滨工业大学，深圳） ； Department of New Networks, Peng Cheng Laboratory（新网络部门，鹏城实验室） ； School of Cyberspace Science, Harbin Institute of Technology（空间科学学院，哈尔滨工业大学） ； Center on Machine Learning Research, Harbin Institute of Technology（机器学习研究中心，哈尔滨工业大学） ； Faculty of Information Technology, Monash University（信息技术学院，墨尔本大学） 纠错

专题命中 视觉定位与Grounding ：grounding(abstract)；分类 cs.CV

Comments This work has been submitted to Pattern Recognition for possible publication

NOTAM-Evolve: A Knowledge-Guided Self-Evolving Optimization Framework with LLMs for NOTAM Interpretation

Maoqi Liu, Quan Fang, Yuhao Wu, Can Zhao, Yang Yang, Kaiquan Cai

专题命中 视觉定位与Grounding ：grounding(abstract)；分类 cs.AI

Comments Accepted to AAAI 2026

Multi-Modal Assistance for Unsupervised Domain Adaptation on Point Cloud 3D Object Detection

Shenao Zhao, Pengpeng Liang, Zhoufan Yang

专题命中 视觉定位与Grounding ：vision-language model(abstract)；分类 cs.CV

Comments Accepted to AAAI-26

TraceCoder: Towards Traceable ICD Coding via Multi-Source Knowledge Integration

Mucheng Ren, He Chen, Yuchen Yan, Danqing Hu, Jun Xu, Xian Zeng

专题命中 视觉定位与Grounding ：grounding(abstract)；分类 cs.AI

Comments Accpeted as BIBM 2025 Regular. 6 pages. Camera-Ready version

DGL-RSIS: Decoupling Global Spatial Context and Local Class Semantics for Training-Free Remote Sensing Image Segmentation

Boyi Li, Ce Zhang, Richard M. Timmerman, Wenxuan Bao

专题命中 视觉定位与Grounding ：vision language model(abstract)；分类 cs.CV

Cross-Lingual Mental Health Ontologies for Indian Languages: Bridging Patient Expression and Clinical Understanding through Explainable AI and Human-in-the-Loop Validation

Ananth Kandala, Ratna Kandala, Akshata Kishore Moharir, Niva Manchanda, Sunaina Singh

专题命中 视觉定位与Grounding ：grounding(abstract)

Journal ref Integrating NLP and AI for Multilingual and Patient-Centric Healthcare Communication (NLP-AI4Health) 2025 workshop, IJCNLP-AACL

Socialized Learning and Emergent Behaviors in Multi-Agent Systems based on Multimodal Large Language Models

Sureyya Akin, Shruti T. Tiwari, Ram Bhattacharya, Sagar A. Raman, Kiran Mohanty, Sita Krishnan

专题命中 GUI与屏幕智能体 ：multimodal large language model(title,abstract)

Comments We have identified critical issues in the code implementation that severely deviate from Algorithm 1, invalidating all experimental results and conclusions. Despite exhaustive efforts to correct these issues, we find they fundamentally undermine the paper's core claims. To uphold academic integrity and prevent misinformation, we are withdrawing this manuscript

Optimism as Risk-Seeking in Multi-Agent Reinforcement Learning

Runyu Zhang, Na Li, Asuman Ozdaglar, Jeff Shamma, Gioele Zardini

机构 * Laboratory for Information & Decision Systems, Massachusetts Institute of Technology（信息与决策系统实验室，麻省理工学院） ； Harvard University（哈佛大学） ； University of Illinois at Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） 纠错

专题命中 幻觉与鲁棒性 ：grounding(abstract)；分类 cs.LG

Anatomy-VLM: A Fine-grained Vision-Language Model for Medical Interpretation

Difei Gu, Yunhe Gao, Mu Zhou, Dimitris Metaxas

机构 * Rutgers University（新泽西罗格斯大学） ； Stanford University（斯坦福大学） 纠错

专题命中 VLM训练与架构 ：vision-language model(title,abstract)；VLM(title,abstract)；分类 cs.CV、cs.AI、cs.LG

Comments Accepted to Winter Conference on Applications of Computer Vision (WACV) 2026

Reasoning-Enhanced Domain-Adaptive Pretraining of Multimodal Large Language Models for Short Video Content Governance

Zixuan Wang, Yu Sun, Hongwei Wang, Baoyu Jing, Xiang Shen, Xin Dong, Zhuolin Hao, Hongyu Xiong, Yang Song

机构 * TikTok Inc.（字节跳动公司） 纠错

专题命中 VLM训练与架构 ：multimodal large language model(title,abstract)；visual question answering(abstract)；MLLM(abstract)；分类 cs.CV

Comments Camera Ready for EMNLP 2025

Beyond the Pixels: VLM-based Evaluation of Identity Preservation in Reference-Guided Synthesis

Aditi Singhania, Krutik Malani, Riddhi Dhawan, Arushi Jain, Garv Tandon, Nippun Sharma, Souymodip Chakraborty, Vineet Batra, Ankit Phogat

专题命中 VLM训练与架构 ：VLM(title,abstract)；分类 cs.CV、cs.AI

Revisiting MLLM Based Image Quality Assessment: Errors and Remedy

Zhenchen Tang, Songlin Yang, Bo Peng, Zichuan Wang, Jing Dong

专题命中 VLM训练与架构 ：MLLM(title,abstract)；分类 cs.CV

Comments 13 pages

A Causal-Guided Multimodal Large Language Model for Generalized Power System Time-Series Data Analytics

Zhenghao Zhou, Yiyan Li, Xinjie Yu, Runlong Liu, Zelin Guo, Zheng Yan, Mo-Yuen Chow, Yuqi Yang, Yang Xu

专题命中 VLM训练与架构 ：multimodal large language model(title,abstract)

VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning

Xinhao Li, Ziang Yan, Desen Meng, Lu Dong, Xiangyu Zeng, Yinan He, Yali Wang, Yu Qiao, Yi Wang, Limin Wang

机构 * Shanghai AI Laboratory（上海人工智能实验室） ； Nanjing University（南京大学） ； Zhejiang University（浙江大学） ； University of Science and Technology of China（中国科学技术大学） ； Shanghai Innovation Institute（上海创新研究院） ； Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（中国科学院深圳先进技术研究所） 纠错

专题命中 VLM训练与架构 ：grounding(abstract)；multimodal large language model(abstract)；MLLM(abstract)；分类 cs.CV