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 6 篇信号源：cs.CV, cs.AI, cs.LG

1. VLM训练与架构 6 篇

2510.09586 2025-10-13 cs.CV 80%

Vision Language Models: A Survey of 26K Papers

Fengming Lin

机构 * School of Computer Science, The University of Manchester, Manchester, UK（曼彻斯特大学计算机科学学院）

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

Comments VLM/LLM Learning Notes

2509.07979 2025-10-13 cs.CV 79%

Visual Representation Alignment for Multimodal Large Language Models

Heeji Yoon, Jaewoo Jung, Junwan Kim, Hyungyu Choi, Heeseong Shin, Sangbeom Lim, Honggyu An, Chaehyun Kim, Jisang Han, Donghyun Kim, Chanho Eom, Sunghwan Hong, Seungryong Kim

机构 * KAIST AI（韩国科学技术院人工智能研究所）； New York University（纽约大学）； Chung-Ang University（Chung-Ang 大学）； Korea University（韩国大学）； ETH Zürich（苏黎世联邦理工学院）

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

Comments Project Page: https://cvlab-kaist.github.io/VIRAL/

2510.02912 2025-10-13 cs.CV 70%

Don't Just Chase "Highlighted Tokens" in MLLMs: Revisiting Visual Holistic Context Retention

Xin Zou, Di Lu, Yizhou Wang, Yibo Yan, Yuanhuiyi Lyu, Xu Zheng, Linfeng Zhang, Xuming Hu

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州））； The Hong Kong University of Science and Technology（香港科学与技术大学）； Shanghai Jiao Tong University（上海交通大学）

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

Comments Accepted by NeurIPS 2025 main

2510.08818 2025-10-13 cs.CV cs.AI 62%

D-CoDe: Scaling Image-Pretrained VLMs to Video via Dynamic Compression and Question Decomposition

Yiyang Huang, Yizhou Wang, Yun Fu

机构 * Northeastern University（东北大学）

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

Comments This paper has been accepted to EMNLP 2025

2505.21334 2025-10-13 cs.CV 57%

HoliTom: Holistic Token Merging for Fast Video Large Language Models

Kele Shao, Keda Tao, Can Qin, Haoxuan You, Yang Sui, Huan Wang

机构 * Zhejiang University（浙江大学）； Shanghai Innovation Institute（上海创新研究院）； Westlake University（西湖大学）； Salesforce AI Research（Salesforce AI研究院）； Columbia University（哥伦比亚大学）； Rice University（Rice大学）

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

Comments code link: https://github.com/cokeshao/HoliTom

2506.18369 2025-10-13 cs.CV 57%

RePIC: Reinforced Post-Training for Personalizing Multi-Modal Language Models

Yeongtak Oh, Dohyun Chung, Juhyeon Shin, Sangha Park, Johan Barthelemy, Jisoo Mok, Sungroh Yoon

专题命中 VLM训练与架构：MLLM(abstract)；分类 cs.CV

Comments Accepted to NeurIPS 2025