多模态大模型

Nested Sequents for Intuitionistic Multi-Modal Logics: Cut-Elimination and Lyndon Interpolation

嵌套序列为直觉多模逻辑：切消和Lyndon插值

Tim S. Lyon

专题命中 其他多模态 ：multi-modal(title,abstract)

AI总结 本文提出了一种单结论嵌套序列表演算，用于直觉多模逻辑，并证明了切消性和Lyndon插值性质。

Comments in review

Towards Multimodal Graph Large Language Model

迈向多模态图大规模语言模型

Xin Wang, Zeyang Zhang, Linxin Xiao, Haibo Chen, Chendi Ge, Wenwu Zhu

机构 * Department of Computer Science and Technology（计算机科学与技术系） ； Beijing National Research Center for Information Science and Technology（北京信息科学与技术国家研究中心） 纠错

专题命中 其他多模态 ：multimodal(title)；multi-modal(abstract)

AI总结 本文提出多模态图大规模语言模型（MG-LLM），旨在统一和泛化多模态图数据和任务，通过统一空间、多任务处理、上下文学习等五个核心特性，推动多模态图学习的发展。

Comments 4 figures, 2 tables

Journal ref Science China Information Sciences (2025)

Vulnerability-Aware Robust Multimodal Adversarial Training

具有脆弱性的鲁棒多模态对抗训练

Junrui Zhang, Xinyu Zhao, Jie Peng, Chenjie Wang, Jianmin Ji, Tianlong Chen

专题命中 其他多模态 ：multimodal(title,abstract)

AI总结 本文提出VARMAT方法，通过识别各模态的脆弱性提升多模态对抗鲁棒性，实现在多个数据集上显著提升鲁棒性性能。

Comments Accepted by AAAI26

Multimodal Generative Flows for LHC Jets

多模态生成流用于LHC喷注

Darius A. Faroughy, Manfred Opper, Cesar Ojeda

机构 * NHETC, Rutgers University（罗格斯大学） ； TU Berlin（柏林技术大学） ； University of Potsdam（波茨坦大学） 纠错

专题命中 其他多模态 ：multimodal(title,abstract)

AI总结 本文提出一种基于变换器的多模态生成流，用于联合建模LHC喷注的连续动力学特征和离散量子数，实现了高保真的喷注生成。

Comments Accepted at NeurIPS 2025 ML4PS workshop

Mitigating Spurious Correlations in Patch-wise Tumor Classification on High-Resolution Multimodal Images

Ihab Asaad, Maha Shadaydeh, Joachim Denzler

机构 * Computer Vision Group（计算机视觉组） ； Friedrich Schiller University（弗里德里希·席勒大学） 纠错

专题命中 其他多模态 ：multimodal(title,abstract)

Comments Accepted at EurIPS 2025 Workshop: Unifying Perspectives on Learning Biases (UPLB)

Compact Multimodal Language Models as Robust OCR Alternatives for Noisy Textual Clinical Reports

Nikita Neveditsin, Pawan Lingras, Salil Patil, Swarup Patil, Vijay Mago

专题命中 其他多模态 ：multimodal(title,abstract)

From Everyday to Existential -- The ethics of shifting the boundaries of health and data with multimodal digital biomarkers

Joschka Haltaufderheide, Florian Funer, Esther Braun, Hans-Jörg Ehni, Urban Wiesing, Robert Ranisch

专题命中 其他多模态 ：multimodal(title,abstract)

Comments 11 pages, 2 figures, 1 table

Three-dimensional imaging of threading dislocations in GaN by multimodal stimulated Raman scattering microscopy

Shun Takahashi, Yusuke Wakamoto, Kazuhiro Kuruma, Takuya Maeda, Yasuyuki Ozeki

专题命中 其他多模态 ：multimodal(title,abstract)

An Integrative Approach for Subtyping Mental Disorders Using Multimodal Data

Yinjun Zhao, Yuanjia Wang, Ying LIu

专题命中 其他多模态 ：multimodal(title,abstract)

Multimodal Physical Learning in Brain-Inspired Iontronic Networks

Monica Conte, René van Roij, Marjolein Dijkstra

专题命中 其他多模态 ：multimodal(title,abstract)

Comments 8 pages, 3 figures

SVG Decomposition for Enhancing Large Multimodal Models Visualization Comprehension: A Study with Floor Plans

Jeongah Lee, Ali Sarvghad

专题命中 其他多模态 ：multimodal(title,abstract)

Comments 10 pages, 2 figures

CGM-Led Multimodal Tracking with Chatbot Support: An Autoethnography in Sub-Health

Dongyijie Primo Pan, Lan Luo, Yike Wang, Pan Hui

专题命中 其他多模态 ：multimodal(title,abstract)

Comments International Conference on Human-Engaged Computing (ICHEC 2025), Singapore

Decoding Virtual Healthcare Success through Knowledge-Aware and Multimodal Predictive Modeling

Shuang Geng, Wenli Zhang, Jiaheng Xie, Gemin Liang, Ben Niu, Sudha Ram

专题命中 其他多模态 ：multimodal(title,abstract)

Multimodal Bandits: Regret Lower Bounds and Optimal Algorithms

William Réveillard, Richard Combes

机构 * Division of Decision and Control Systems（决策与控制系统系） ； KTH Royal Institute of Technology（皇家理工学院） ； Laboratoire des signaux et systèmes（信号与系统实验室） ； Université Paris-Saclay, CNRS, CentraleSupélec（巴黎萨克雷大学、国家科学研究中心、中央理工-巴黎高等理工学院） 纠错

专题命中 其他多模态 ：multimodal(title,abstract)

Comments 31 pages; NeurIPS 2025

Combining Unsupervised Learning and Statistical Inference For Multimodal N-of-1 Trials

Juliana Schneider, Thomas Gärtner, Stefan Konigorski

专题命中 其他多模态 ：multimodal(title,abstract)

Comments 22 pages, 7 figures

Revealing the Evolution of Order in Materials Microstructures Using Multi-Modal Computer Vision

Arman Ter-Petrosyan, Michael Holden, Jenna A. Bilbrey, Sarah Akers, Christina Doty, Kayla H. Yano, Le Wang, Rajendra Paudel, Eric Lang, Khalid Hattar, Ryan B. Comes, Yingge Du, Bethany E. Matthews, Steven R. Spurgeon

机构 * Department of Materials Science and Engineering, University of California, Irvine, Irvine, California 92697（材料科学与工程系，加州大学伊尔弗斯分校） ； National Security Directorate, Pacific Northwest National Laboratory, Richland, Washington 99352（国家安全 Directorate，太平洋西北国家实验室） ； Environment Directorate, Pacific Northwest National Laboratory, Richland, Washington 99352（环境 Directorate，太平洋西北国家实验室） ； Computational Sciences Directorate, Pacific Northwest National Laboratory, Richland, Washington 99352（计算科学 Directorate，太平洋西北国家实验室） ； Department of Physics, Auburn University, Auburn, Alabama 36849（物理系，阿伯茨海德大学） ； Department of Nuclear Engineering, University of New Mexico, Albuquerque, New Mexico 87131（核工程系，新墨西哥大学） ； Department of Nuclear Engineering, University of Tennessee, Knoxville, Tennessee 37996（核工程系，田纳西大学， Knoxville分校） ； Engineering, University of Delaware, Newark, Delaware 19716（工程系，德雷塞尔大学，新阿罗约分校） ； National Renewable Energy Laboratory, Golden, Colorado 80401（国家可再生能源实验室） ； Sustainable Energy Institute, University of Colorado Boulder, Boulder, CO, 80309（可持续能源学院，科罗拉多大学波德分校） 纠错

专题命中 其他多模态 ：multi-modal(title,abstract)

Comments 30 pages, 5 figures, 2 tables

Identifying the Multimodal Hierarchy of Public Transit Systems Using Itinerary Data

Junhee Lee, Seungmo Kang, Jinwoo Lee

专题命中 其他多模态 ：multimodal(title,abstract)

Distributionally Robust Optimization for Chemotherapy Scheduling under Asymmetric and Multi-Modal Uncertainty

Qing Zhu, Xian Yu, Yu-Li Huang

专题命中 其他多模态 ：multi-modal(title,abstract)

The Hybrid Multimodal Graph Index (HMGI): A Comprehensive Framework for Integrated Relational and Vector Search

Joydeep Chandra, Satyam Kumar Navneet, Yong Zhang

机构 * BNRIST, Tsinghua University（北京理工大学，清华大学） 纠错

专题命中 其他多模态 ：multimodal(title,abstract)

Interpretable Generative and Discriminative Learning for Multimodal and Incomplete Clinical Data

Albert Belenguer-Llorens, Carlos Sevilla-Salcedo, Janaina Mourao-Miranda, Vanessa Gómez-Verdejo

机构 * Department of Health Sciences and Technology (DHEST), ETH Zurich（健康科学与技术系，苏黎世联邦理工学院） ； Department of Signal Theory and Communications, Universidad Carlos III de Madrid（信号理论与通信系，卡洛斯三世大学） ； UCL Hawkes Institute, Department of Computer Science, University College London（UCL Hawkes研究所，伦敦大学学院计算机科学系） ； Instituto de Investigación Sanitaria Gregorio Marañón (IiSGM), Madrid（Gregorio Marañón卫生研究所（IiSGM），马德里） 纠错

专题命中 其他多模态 ：multimodal(title,abstract)

Multi-modal Foundation Model for Cosmological Simulation Data

Bin Xia, Nesar Ramachandra, Azton I. Wells, Salman Habib, John Wise

专题命中 其他多模态 ：multi-modal(title,abstract)

EBGAN-MDN: An Energy-Based Adversarial Framework for Multi-Modal Behavior Cloning

Yixiao Li, Julia Barth, Thomas Kiefer, Ahmad Fraij

专题命中 其他多模态 ：multi-modal(title,abstract)

Efficient Generalization via Multimodal Co-Training under Data Scarcity and Distribution Shift

Tianyu Bell Pan, Damon L. Woodard

机构 * Department of Electrical and Computer Engineering（电气与计算机工程系） ； Florida Institute for National Security (FINS)（佛罗里达国家安全研究所） ； Applied Artificial Intelligence Group（应用人工智能小组） ； University of Florida（佛罗里达大学） 纠错

专题命中 其他多模态 ：multimodal(title,abstract)

A multi-modal tactile fingertip design for robotic hands to enhance dexterous manipulation

Zhuowei Xu, Zilin Si, Kevin Zhang, Oliver Kroemer, Zeynep Temel

机构 * Carnegie Mellon University（卡内基梅隆大学） 纠错

专题命中 其他多模态 ：multi-modal(title,abstract)

Zenbo Patrol: A Social Assistive Robot Based on Multimodal Deep Learning for Real-time Illegal Parking Recognition and Notification

Jian-jie Zheng, Chih-kai Yang, Po-han Chen, Lyn Chao-ling Chen

专题命中 其他多模态 ：multimodal(title,abstract)

MM-LMPC: Multi-Modal Learning Model Predictive Control via Bandit-Based Mode Selection

Wataru Hashimoto, Kazumune Hashimoto

专题命中 其他多模态 ：multi-modal(title,abstract)

Comments This paper is submitted to 2026 American Control Conference (ACC)

Optimal thresholds and algorithms for a model of multi-modal learning in high dimensions

Christian Keup, Lenka Zdeborová

机构 * Statistical Physics of Computation Laboratory（计算物理实验室） 纠错

专题命中 其他多模态 ：multi-modal(title,abstract)

Journal ref J. Stat. Mech. (2025) 093302

Multimodal Speckle-polarization Fiber-optic Sensing for Localized and High-bandwidth Vibration Monitoring

Catarina S. Monteiro, Tomás Lopes, Joana Teixeira, Tiago Ferreira, Pedro A. S. Jorge, Nuno A. Silva

专题命中 其他多模态 ：multimodal(title,abstract)

A Weighted Least Squares Error Hetero-functional Graph State Estimator of the American Multi-modal Energy System

Dakota Thompson, Amro M. Farid

专题命中 其他多模态 ：multi-modal(title,abstract)

Comments 27 pages, 3 Tables, 11 Figures

Adaptive Graph Convolution and Semantic-Guided Attention for Multimodal Risk Detection in Social Networks

Cuiqianhe Du, Chia-En Chiang, Tianyi Huang, Zikun Cui

专题命中 其他多模态 ：multimodal(title,abstract)