AI 大模型

视觉大模型 / VLM

视觉语言模型、视觉推理、视觉问答、图文理解和视觉 grounding。

2025-10-13 至 2025-10-13 共收录 5 篇信号源：cs.CV, cs.AI, cs.LG

1. 视觉推理 5 篇

2510.09358 2025-10-13 cs.CV 79%

Boosting Multi-modal Keyphrase Prediction with Dynamic Chain-of-Thought in Vision-Language Models

Qihang Ma, Shengyu Li, Jie Tang, Dingkang Yang, Shaodong Chen, Yingyi Zhang, Chao Feng, Jiao Ran

机构 * ByteDance Douyin Content Group（字节跳动抖音内容团队）

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

Comments EMNLP2025. Code is avaible at https://github.com/bytedance/DynamicCoT

2510.09361 2025-10-13 cs.CV 70%

BLINK-Twice: You see, but do you observe? A Reasoning Benchmark on Visual Perception

Junyan Ye, Dongzhi Jiang, Jun He, Baichuan Zhou, Zilong Huang, Zhiyuan Yan, Hongsheng Li, Conghui He, Weijia Li

机构 * Sun Yat-sen University（中山大学）； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室）； CUHK MMLab（香港中文大学多模态实验室）； Peking University（北京大学）

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

Comments Accepted to 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Track on Datasets and Benchmarks

2508.06944 2025-10-13 cs.LG cs.AI cs.CL cs.CV 67%

AMFT: Aligning LLM Reasoners by Meta-Learning the Optimal Imitation-Exploration Balance

Lixuan He, Jie Feng, Yong Li

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

Comments The paper is currently under investigation regarding concerns of potential academic misconduct. While the investigation is ongoing, the authors have voluntarily requested to withdraw the manuscript

2510.09302 2025-10-13 cs.CV cs.AI cs.CL 62%

CapGeo: A Caption-Assisted Approach to Geometric Reasoning

Yuying Li, Siyi Qian, Hao Liang, Leqi Zheng, Ruichuan An, Yongzhen Guo, Wentao Zhang

机构 * THU（清华大学）； PKU（北京大学）； Ant Group（蚂蚁集团）

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

Comments preprint, under review

2510.08964 2025-10-13 cs.CV cs.CL 57%

Unleashing Perception-Time Scaling to Multimodal Reasoning Models

Yifan Li, Zhenghao Chen, Ziheng Wu, Kun Zhou, Ruipu Luo, Can Zhang, Zhentao He, Yufei Zhan, Wayne Xin Zhao, Minghui Qiu

机构 * Gaoling School of Artificial Intelligence, Renmin University of China（中国人民大学北京校区人工智能学院）； Beijing Key Laboratory of Research on Large Models and Intelligent Governance（北京大模型与智能治理重点实验室）； ByteDance（字节跳动）； University of California, San Diego（加州大学圣地亚哥分校）； Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所）

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