视觉大模型 / VLM

VLM4D: Towards Spatiotemporal Awareness in Vision Language Models

Shijie Zhou, Alexander Vilesov, Xuehai He, Ziyu Wan, Shuwang Zhang, Aditya Nagachandra, Di Chang, Dongdong Chen, Xin Eric Wang, Achuta Kadambi

机构 * UCLA（美国大学洛杉矶分校） ； Microsoft（微软公司） ； UCSC（加州大学圣塔克拉拉分校） ； USC（美国大学洛杉矶分校） 纠错

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

Comments ICCV 2025, Project Website: https://vlm4d.github.io/

Few-Shot Vision-Language Reasoning for Satellite Imagery via Verifiable Rewards

Aybora Koksal, A. Aydin Alatan

专题命中 视觉推理 ：vision-language model(abstract)；VLM(abstract)；visual question answering(abstract)；grounding(abstract)

Comments ICCV 2025 Workshop on Curated Data for Efficient Learning (CDEL). 10 pages, 3 figures, 6 tables. Our model, training code and dataset will be at https://github.com/aybora/FewShotReasoning

INTENTION: Inferring Tendencies of Humanoid Robot Motion Through Interactive Intuition and Grounded VLM

Jin Wang, Weijie Wang, Boyuan Deng, Heng Zhang, Rui Dai, Nikos Tsagarakis

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

Comments Project Web: https://robo-intention.github.io

Learning Only with Images: Visual Reinforcement Learning with Reasoning, Rendering, and Visual Feedback

Yang Chen, Yufan Shen, Wenxuan Huang, Sheng Zhou, Qunshu Lin, Xinyu Cai, Zhi Yu, Jiajun Bu, Botian Shi, Yu Qiao

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

DeepPHY: Benchmarking Agentic VLMs on Physical Reasoning

Xinrun Xu, Pi Bu, Ye Wang, Börje F. Karlsson, Ziming Wang, Tengtao Song, Qi Zhu, Jun Song, Zhiming Ding, Bo Zheng

机构 * 1 Taobao \& Tmall Group of Alibaba, 2 Institute of Software, Chinese Academy of Science, 3 University of Chinese Academy of Sciences, 4 Renmin University of China, 5 Informatics Department, PUC-Rio 纠错

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

Comments 48 pages

Resource-Limited Joint Multimodal Sentiment Reasoning and Classification via Chain-of-Thought Enhancement and Distillation

Haonan Shangguan, Xiaocui Yang, Shi Feng, Daling Wang, Yifei Zhang, Ge Yu

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

ReasoningTrack: Chain-of-Thought Reasoning for Long-term Vision-Language Tracking

Xiao Wang, Liye Jin, Xufeng Lou, Shiao Wang, Lan Chen, Bo Jiang, Zhipeng Zhang

机构 * School of Computer Science and Technology, Anhui University（安徽大学计算机科学与技术学院） ； School of Artificial Intelligence, Shanghai Jiao Tong University（上海交通大学人工智能学院） ； School of Electronic and Information Engineering, Anhui University（安徽大学电子与信息工程学院） 纠错

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

Large Language Models Reasoning Abilities Under Non-Ideal Conditions After RL-Fine-Tuning

Chang Tian, Matthew B. Blaschko, Mingzhe Xing, Xiuxing Li, Yinliang Yue, Marie-Francine Moens

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

Comments large language models, large vision-language model, reasoning, non-ideal conditions, reinforcement learning

StructVRM: Aligning Multimodal Reasoning with Structured and Verifiable Reward Models

Xiangxiang Zhang, Jingxuan Wei, Donghong Zhong, Qi Chen, Caijun Jia, Cheng Tan, Jinming Gu, Xiaobo Qin, Zhiping Liu, Liang Hu, Tong Sun, Yuchen Wu, Zewei Sun, Chenwei Lou, Hua Zheng, Tianyang Zhan, Changbao Wang, Shuangzhi Wu, Zefa Lin, Chang Guo, Sihang Yuan, Riwei Chen, Shixiong Zhao, Yingping Zhang, Gaowei Wu, Bihui Yu, Jiahui Wu, Zhehui Zhao, Qianqian Liu, Ruofeng Tang, Xingyue Huang, Bing Zhao, Mengyang Zhang, Youqiang Zhou

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

GM-PRM: A Generative Multimodal Process Reward Model for Multimodal Mathematical Reasoning

Jianghangfan Zhang, Yibo Yan, Kening Zheng, Xin Zou, Song Dai, Xuming Hu

专题命中 视觉推理 ：multimodal large language model(abstract)