视觉大模型 / VLM

Glyph: Scaling Context Windows via Visual-Text Compression

Jiale Cheng, Yusen Liu, Xinyu Zhang, Yulin Fei, Wenyi Hong, Ruiliang Lyu, Weihan Wang, Zhe Su, Xiaotao Gu, Xiao Liu, Yushi Bai, Jie Tang, Hongning Wang, Minlie Huang

机构 * The Conversational Artificial Intelligence (CoAI) Group, Tsinghua University（清华大学对话人工智能（CoAI）小组） ； Zhipu AI（智谱AI） ； The Knowledge Engineering Group (KEG), Tsinghua University（清华大学知识工程小组（KEG）） 纠错

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

CoIDO: Efficient Data Selection for Visual Instruction Tuning via Coupled Importance-Diversity Optimization

Yichen Yan, Ming Zhong, Qi Zhu, Xiaoling Gu, Jinpeng Chen, Huan Li

机构 * The State Key Laboratory of Blockchain and Data Security（区块链与数据安全国家重点实验室） ； Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security（杭州高新技术区（滨江）区块链与数据安全研究院） ； Hangzhou Dianzi University（杭州电子科技大学） ； School of Computer Science (National Pilot Software Engineering School), BUPT（计算机学院（国家级试点软件工程学院），北京邮电大学） 纠错

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

Comments 22 pages, 8 figures, 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

CovMatch: Cross-Covariance Guided Multimodal Dataset Distillation with Trainable Text Encoder

Yongmin Lee, Hye Won Chung

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

Comments NeurIPS 2025

ImageGem: In-the-wild Generative Image Interaction Dataset for Generative Model Personalization

Yuanhe Guo, Linxi Xie, Zhuoran Chen, Kangrui Yu, Ryan Po, Guandao Yang, Gordon Wetztein, Hongyi Wen

机构 * NYU（纽约大学） ； Stanford（斯坦福大学） 纠错

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

The Impact of Image Resolution on Biomedical Multimodal Large Language Models

Liangyu Chen, James Burgess, Jeffrey J Nirschl, Orr Zohar, Serena Yeung-Levy

机构 * Stanford University（斯坦福大学） ； Institute for Computational and Mathematical Engineering (ICME)（计算与数学工程研究所） 纠错

专题命中 其他VLM ：multimodal large language model(title,abstract)；MLLM(abstract)；分类 cs.CV

Comments Proceedings of the 10th Machine Learning for Healthcare Conference, PMLR 298, 2025

AstroMMBench: A Benchmark for Evaluating Multimodal Large Language Models Capabilities in Astronomy

Jinghang Shi, Xiaoyu Tang, Yang Huang, Yuyang Li, Xiao Kong, Yanxia Zhang, Caizhan Yue

专题命中 其他VLM ：multimodal large language model(title,abstract)；MLLM(abstract)；分类 cs.AI

FedDEAP: Adaptive Dual-Prompt Tuning for Multi-Domain Federated Learning

Yubin Zheng, Pak-Hei Yeung, Jing Xia, Tianjie Ju, Peng Tang, Weidong Qiu, Jagath C. Rajapakse

机构 * Shanghai Jiao Tong University（上海交通大学） ； Nanyang Technological University（南洋理工大学） 纠错

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.CV

Comments Accepted at MM 2025

IF-VidCap: Can Video Caption Models Follow Instructions?

Shihao Li, Yuanxing Zhang, Jiangtao Wu, Zhide Lei, Yiwen He, Runzhe Wen, Chenxi Liao, Chengkang Jiang, An Ping, Shuo Gao, Suhan Wang, Zhaozhou Bian, Zijun Zhou, Jingyi Xie, Jiayi Zhou, Jing Wang, Yifan Yao, Weihao Xie, Yingshui Tan, Yanghai Wang, Qianqian Xie, Zhaoxiang Zhang, Jiaheng Liu

专题命中 其他VLM ：multimodal large language model(abstract)；分类 cs.CV

Comments https://github.com/NJU-LINK/IF-VidCap

A Statistical Theory of Contrastive Pre-training and Multimodal Generative AI

Kazusato Oko, Licong Lin, Yuhang Cai, Song Mei

专题命中 其他VLM ：vision-language model(abstract)；分类 cs.LG