多模态大模型 - arXivDaily 专题

2505.14714 2025-10-20 cs.CV cs.AI cs.CL 87%

KGAlign: Joint Semantic-Structural Knowledge Encoding for Multimodal Fake News Detection

Tuan-Vinh La, Minh-Hieu Nguyen, Minh-Son Dao

专题命中图文多模态：multimodal(title,abstract)；multi-modal(abstract)；cross-modal(abstract)；分类 cs.CV、cs.CL、cs.AI

Comments Withdrawn by the authors due to lack of explicit agreement from all co-authors to post this version publicly on arXiv

2510.15162 2025-10-20 cs.CV cs.CL 86%

Train a Unified Multimodal Data Quality Classifier with Synthetic Data

Weizhi Wang, Rongmei Lin, Shiyang Li, Colin Lockard, Ritesh Sarkhel, Sanket Lokegaonkar, Jingbo Shang, Xifeng Yan, Nasser Zalmout, Xian Li

机构 * UC Santa Barbara（加州大学圣芭芭拉分校）； Amazon Stores Foundational AI（亚马逊商店基础人工智能）； UC San Diego（加州大学圣地亚哥分校）

专题命中图文多模态：multimodal(title,abstract)；MLLM(abstract)；image-text(abstract)；分类 cs.CV、cs.CL

Comments EMNLP 2025 Findings

2510.12974 2025-10-20 cs.CV 79%

Scope: Selective Cross-modal Orchestration of Visual Perception Experts

Tianyu Zhang, Suyuchen Wang, Chao Wang, Juan Rodriguez, Ahmed Masry, Xiangru Jian, Yoshua Bengio, Perouz Taslakian

机构 * ServiceNow ； Université de Montréal（蒙特利尔大学）； École de Technologie Supérieure（高级技术学院）； University of Waterloo（滑铁卢大学）； McGill University（麦吉尔大学）； York University（约克大学）； CIFAR AI Chair（CIFAR人工智能主席）； Mila ； Law Zero

专题命中图文多模态：cross-modal(title)；image-text(abstract)；分类 cs.CV

Comments 14 pages, 2 figures

2506.05342 2025-10-20 cs.CV cs.AI 62%

Refer to Any Segmentation Mask Group With Vision-Language Prompts

Shengcao Cao, Zijun Wei, Jason Kuen, Kangning Liu, Lingzhi Zhang, Jiuxiang Gu, HyunJoon Jung, Liang-Yan Gui, Yu-Xiong Wang

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）； Adobe

专题命中图文多模态：multimodal(abstract)；分类 cs.CV、cs.AI

Comments ICCV 2025

2502.17092 2025-10-20 cs.CV cs.CL 62%

Shakti-VLMs: Scalable Vision-Language Models for Enterprise AI

Syed Abdul Gaffar Shakhadri, Kruthika KR, Kartik Basavaraj Angadi

机构 * SandLogic Technologies Pvt Ltd（沙德逻辑技术 Pvt Ltd）

专题命中图文多模态：multimodal(abstract)；分类 cs.CV、cs.CL

2510.09607 2025-10-20 cs.CV 57%

VITA-VLA: Efficiently Teaching Vision-Language Models to Act via Action Expert Distillation

Shaoqi Dong, Chaoyou Fu, Haihan Gao, Yi-Fan Zhang, Chi Yan, Chu Wu, Xiaoyu Liu, Yunhang Shen, Jing Huo, Deqiang Jiang, Haoyu Cao, Yang Gao, Xing Sun, Ran He, Caifeng Shan

机构 * Nanjing University（南京大学）； Tencent Youtu Lab（腾讯优图实验室）； CASIA（中国科学院自动化研究所）

专题命中图文多模态：multimodal(abstract)；分类 cs.CV

Comments Homepage: https://ltbai.github.io/VITA-VLA/

2509.01842 2025-10-20 cs.LG cs.AI 57%

GradES: Significantly Faster Training in Transformers with Gradient-Based Early Stopping

Qifu Wen, Xi Zeng, Zihan Zhou, Shuaijun Liu, Mehdi Hosseinzadeh, Ningxin Su, Reza Rawassizadeh

机构 * Department of Computer Science, Boston University Metropolitan College（波士顿大学计算机科学系）； Information Hub, The Hong Kong University of Science and Technology, Guangzhou（香港科技大学广州信息中心）； School of Engineering and Technology, Duy Tan University, Da Nang, Vietnam（杜益大学工程科技学院，岘港，越南）； Department of AI, School of Computer Science and Engineering, Galgotias University, Greater Noida, India（加洛吉亚大学人工智能系，诺伊达，印度）

专题命中图文多模态：multimodal(abstract)；分类 cs.AI

Comments 20 pages, 5 figures

2510.15508 2025-10-20 cs.LG cs.NA math.NA stat.ML 50%

Theoretical Refinement of CLIP by Utilizing Linear Structure of Optimal Similarity

Naoki Yoshida, Satoshi Hayakawa, Yuhta Takida, Toshimitsu Uesaka, Hiromi Wakaki, Yuki Mitsufuji

机构 * The University of Tokyo（东京大学）； Sony Group Corporation（索尼集团公司）； Sony AI（索尼人工智能）

专题命中图文多模态：multi-modal(abstract)

1. 图文多模态 8 篇