视觉大模型 / VLM

ThinkSound: Chain-of-Thought Reasoning in Multimodal Large Language Models for Audio Generation and Editing

Huadai Liu, Kaicheng Luo, Jialei Wang, Wen Wang, Qian Chen, Zhou Zhao, Wei Xue

机构 * Hong Kong University of Science and Technology (HKUST)（香港理工大学） ； Tongyi Fun Team, Alibaba Group（阿里云团队） ； Zhejiang University（浙江大学） 纠错

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

Comments Accepted by NeurIPS 2025 Main

Struct2D: A Perception-Guided Framework for Spatial Reasoning in MLLMs

Fangrui Zhu, Hanhui Wang, Yiming Xie, Jing Gu, Tianye Ding, Jianwei Yang, Huaizu Jiang

机构 * Northeastern University（东北大学） ； Microsoft Research（微软研究院） ； University of Southern California（南加州大学） ； University of California, Santa Cruz（加州大学圣克鲁兹分校） 纠错

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

Comments NeurIPS 2025, code link: https://github.com/neu-vi/struct2d

ViFP: A Framework for Visual False Positive Detection to Enhance Reasoning Reliability in VLMs

Ben Zhang, LuLu Yu, Lei Gao, QuanJiang Guo, Jing Liu, Hui Gao

机构 * School of Computer Science and Engineering, University of Electronic Science and Technology of China（电子科技大学计算机科学与工程学院） 纠错

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

QG-CoC: Question-Guided Chain-of-Captions for Large Multimodal Models

Kuei-Chun Kao, Hsu Tzu-Yin, Yunqi Hong, Ruochen Wang, Cho-Jui Hsieh

机构 * Department of Computer Science, University of California, Los Angeles（计算机科学系，加州大学洛杉矶分校） 纠错

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

Comments 16 pages

Journal ref EMNLP 2025

The Mirror Loop: Recursive Non-Convergence in Generative Reasoning Systems

Bentley DeVilling

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

Comments 18 pages, 2 figures. Category: cs.LG. Code and data: https://github.com/Course-Correct-Labs/mirror-loop

Agent-Omni: Test-Time Multimodal Reasoning via Model Coordination for Understanding Anything

Huawei Lin, Yunzhi Shi, Tong Geng, Weijie Zhao, Wei Wang, Ravender Pal Singh

机构 * Amazon（亚马逊公司） ； Rochester Institute of Technology（罗切斯特理工学院） ； University of Rochester（罗切斯特大学） 纠错

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

Comments 16 pages, 7 figures, 14 tables. Under Review

Towards Scalable Web Accessibility Audit with MLLMs as Copilots

Ming Gu, Ziwei Wang, Sicen Lai, Zirui Gao, Sheng Zhou, Jiajun Bu

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

Comments 15 pages. Accepted by AAAI 2026 AISI

MathOPEval: A Fine-grained Evaluation Benchmark for Visual Operations of MLLMs in Mathematical Reasoning

Xiaoyuan Li, Moxin Li, Wenjie Wang, Rui Men, Yichang Zhang, Fuli Feng, Dayiheng Liu

机构 * University of Science and Technology of China（中国科学技术大学） ； Alibaba Group（阿里巴巴集团） ； National University of Singapore（新加坡国立大学） 纠错

专题命中 视觉推理 ：MLLM(abstract)

Comments Under Review