多模态大模型

WeCKD: Weakly-supervised Chained Distillation Network for Efficient Multimodal Medical Imaging

Md. Abdur Rahman, Mohaimenul Azam Khan Raiaan, Sami Azam, Asif Karim, Jemima Beissbarth, Amanda Leach

机构 * Department of Computer Science and Engineering（计算机科学与工程系） ； Faculty of Science and Technology（科学与技术学院） ； Child Health Division（儿童健康部） 纠错

专题命中 多模态评测 ：multimodal(title)；分类 cs.CV

SigmaCollab: An Application-Driven Dataset for Physically Situated Collaboration

Dan Bohus, Sean Andrist, Ann Paradiso, Nick Saw, Tim Schoonbeek, Maia Stiber

机构 * Microsoft Research（微软研究院） ； Eindhoven University of Technology（埃因霍温理工大学） 纠错

专题命中 多模态评测 ：multimodal(abstract)；分类 cs.CV、cs.AI

When Visualizing is the First Step to Reasoning: MIRA, a Benchmark for Visual Chain-of-Thought

Yiyang Zhou, Haoqin Tu, Zijun Wang, Zeyu Wang, Niklas Muennighoff, Fan Nie, Yejin Choi, James Zou, Chaorui Deng, Shen Yan, Haoqi Fan, Cihang Xie, Huaxiu Yao, Qinghao Ye

机构 * ByteDance Seed（字节跳动种子） ； UNC-Chapel Hill（北卡罗来纳大学教堂山分校） ； UC Santa Cruz（圣克拉拉大学） ； Stanford（斯坦福大学） 纠错

专题命中 多模态评测 ：multimodal(abstract)；分类 cs.CV

Comments 28 pages, 15 figures

ChartM$^3$: A Multi-Stage Code-Driven Pipeline for Constructing Multi-Dimensional and Multi-Step Visual Reasoning Data in Chart Comprehension

Duo Xu, Hao Cheng, Xin Lin, Zhen Xie, Hao Wang

机构 * Alibaba Cloud Computing（阿里巴巴云计算） 纠错

专题命中 多模态评测 ：multimodal(abstract)；分类 cs.CV

Comments 23 pages, EMNLP25 Accepted

QCBench: Evaluating Large Language Models on Domain-Specific Quantitative Chemistry

Jiaqing Xie, Weida Wang, Ben Gao, Zhuo Yang, Haiyuan Wan, Shufei Zhang, Tianfan Fu, Yuqiang Li

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Fudan University（复旦大学） ； Wuhan University（武汉大学） ； Xidian University（西安电子科技大学） ； Tsinghua University（清华大学） ； Nanjing University（南京大学） 纠错

专题命中 多模态评测 ：multi-modal(abstract)；分类 cs.AI

Comments Revision at Journal of Chemical Information and Modeling

When Modalities Conflict: How Unimodal Reasoning Uncertainty Governs Preference Dynamics in MLLMs

Zhuoran Zhang, Tengyue Wang, Xilin Gong, Yang Shi, Haotian Wang, Di Wang, Lijie Hu

机构 * Peking University（北京大学） ； Provable Responsible AI and Data Analytics (PRADA) Lab（可证明负责任的人工智能和数据分析实验室） ； King Abdullah University of Science and Technology（卡布斯大学） ； South China University of Technology（华南理工大学） ； Tsinghua University（清华大学） ； University of Georgia（佐治亚大学） ； MBZUAI（马克斯·普朗克人工智能研究所） 纠错

专题命中 多模态评测 ：multimodal(abstract)；分类 cs.AI

Comments 19 pages

WXSOD: A Benchmark for Robust Salient Object Detection in Adverse Weather Conditions

Quan Chen, Xiong Yang, Bolun Zheng, Rongfeng Lu, Xiaokai Yang, Qianyu Zhang, Yu Liu, Xiaofei Zhou

机构 * Department of Artificial Intelligence（人工智能学院） ； School of Communication Engineering（通信工程学院） ； School of Automation（自动化学院） ； Department of Electronic Engineering（电子工程学院） 纠错

专题命中 多模态评测 ：multi-modal(abstract)；分类 cs.CV

Comments Under review

Agentic AI for Mobile Network RAN Management and Optimization

Jorge Pellejero, Luis A. Hernández Gómez, Luis Mendo Tomás, Zoraida Frias Barroso

专题命中 多模态Agent ：multimodal(abstract)；分类 cs.AI

The Physical Basis of Prediction: World Model Formation in Neural Organoids via an LLM-Generated Curriculum

Brennen Hill

机构 * Department of Computer Science University of Wisconsin-Madison（计算机科学系 威斯康星大学麦迪逊分校） 纠错

专题命中 多模态Agent ：multi-modal(abstract)；分类 cs.AI

Comments Published in the proceedings of the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: Scaling Environments for Agents (SEA). Additionally accepted for presentation in NeurIPS 2025 Workshop: Embodied World Models for Decision Making

Multiscale spatiotemporal heterogeneity analysis of bike-sharing system's self-loop phenomenon: Evidence from Shanghai

Yichen Wang, Qing Yu, Yancun Song

专题命中 多模态Agent ：multimodal(abstract)

Comments Critical OD data calibration errors in Sections 3.2/4.1 (invalidating indices, undermining conclusions), planning a revised validated version

NMCSE: Noise-Robust Multi-Modal Coupling Signal Estimation Method via Optimal Transport for Cardiovascular Disease Detection

Peihong Zhang, Zhixin Li, Rui Sang, Yuxuan Liu, Yiqiang Cai, Yizhou Tan, Shengchen Li

机构 * School of Advanced Technology, Xi’an Jiaotong-Liverpool University（先进技术学院，西安交通大学利物浦大学） 纠错

专题命中 多模态训练与对齐 ：multi-modal(title,abstract)；分类 cs.AI

CrossRay3D: Geometry and Distribution Guidance for Efficient Multimodal 3D Detection

Huiming Yang, Wenzhuo Liu, Yicheng Qiao, Lei Yang, Xianzhu Zeng, Li Wang, Zhiwei Li, Zijian Zeng, Zhiying Jiang, Huaping Liu, Kunfeng Wang

机构 * Beijing University of Chemical Technology（北京化工大学） ； Division of Energy-Mobility Convergence, Beijing Institute of Technology（北京理工大学能源-交通融合学院） ； School of Vehicle and Mobility, Tsinghua University（清华大学车辆与移动学院） ； School of Mechanical and Aerospace Engineering, Nanyang Technological University（南洋理工大学机械与航空航天工程学院） ； School of Mechanical Engineering, Beijing Institute of Technology（北京理工大学机械工程学院） ； Institute of Computer Science and Digital Innovation, UCSI University（UCSI大学计算机科学与数字创新学院） ； State Key Laboratory of Intelligent Technology and Systems and Department of Computer Science and Technology, Tsinghua University（清华大学智能技术与系统国家重点实验室与计算机科学与技术系） 纠错

专题命中 多模态训练与对齐 ：multimodal(title)；multi-modal(abstract)；分类 cs.CV

Comments 13 pages

GRAM-DTI: adaptive multimodal representation learning for drug target interaction prediction

Feng Jiang, Amina Mollaysa, Hehuan Ma, Tommaso Mansi, Junzhou Huang, Mangal Prakash, Rui Liao

机构 * University of Texas at Arlington（德克萨斯理工大学） ； Johnson & Johnson Innovative Medicine（强生创新医学） 纠错

专题命中 多模态训练与对齐 ：multimodal(title,abstract)；multi-modal(journal_ref)

Journal ref NeurIPS 2025 2nd Workshop on Multi-modal Foundation Models and Large Language Models for Life Sciences

Collaborative Attention and Consistent-Guided Fusion of MRI and PET for Alzheimer's Disease Diagnosis

Delin Ma, Menghui Zhou, Jun Qi, Yun Yang, Po Yang

机构 * School of Software Yunnan University（软件学院 云南大学） ； Department of Computer Science The University of Sheffield（计算机科学系 剑桥大学） ； Department of Computing Xian JiaoTong-Liverpool University（计算系 西交利物浦大学） 纠错

专题命中 多模态训练与对齐 ：multimodal(abstract)；cross-modal(abstract)；分类 cs.CV、cs.AI

Modality-Transition Representation Learning for Visible-Infrared Person Re-Identification

Chao Yuan, Zanwu Liu, Guiwei Zhang, Haoxuan Xu, Yujian Zhao, Guanglin Niu, Bo Li

机构 * Beihang University（北航大学） 纠错

专题命中 多模态训练与对齐 ：cross-modal(abstract)；分类 cs.CV

The mu-calculus' Alternation Hierarchy is Strict over Non-Trivial Fusion Logics

Leonardo Pacheco

专题命中 多模态训练与对齐 ：multimodal(abstract)

Comments In Proceedings FICS 2024, arXiv:2511.00626

Journal ref EPTCS 435, 2025, pp. 93-103

OmniField: Conditioned Neural Fields for Robust Multimodal Spatiotemporal Learning

Kevin Valencia, Thilina Balasooriya, Xihaier Luo, Shinjae Yoo, David Keetae Park

机构 * UCLA（加州大学洛杉矶分校） ； Columbia University（哥伦比亚大学） ； Brookhaven National Laboratory（布鲁克海文国家实验室） 纠错

专题命中 其他多模态 ：multimodal(title,abstract)；cross-modal(abstract)；分类 cs.CV

Comments 25 pages, 12 figures, 8 tables

Task-Oriented Feature Compression for Multimodal Understanding via Device-Edge Co-Inference

Cheng Yuan, Zhening Liu, Jiashu Lv, Jiawei Shao, Yufei Jiang, Jun Zhang, Xuelong Li

机构 * Institute of Artificial Intelligence (TeleAI) of China Telecom（中国电信人工智能研究所） ； School of Electronic and Information Engineering, Harbin Institute of Technology（哈尔滨工业大学电子与信息工程学院） ； Department of Electronic and Computer Engineering, Hong Kong University of Science and Technology（香港科技大学电子与计算机工程系） ； School of Software and Microelectronics, Peking University（北京大学软件与微电子学院） 纠错

专题命中 其他多模态 ：multimodal(title,abstract)；分类 cs.CV

Comments Accepted by IEEE Transactions on Mobile Computing

GW231123 ringdown: interpretation as multimodal Kerr signal

Harrison Siegel, Nicole M. Khusid, Maximiliano Isi, Will M. Farr

专题命中 其他多模态 ：multimodal(title)

Comments Data release: https://zenodo.org/records/17518871

LLEXICORP: End-user Explainability of Convolutional Neural Networks

Vojtěch Kůr, Adam Bajger, Adam Kukučka, Marek Hradil, Vít Musil, Tomáš Brázdil

专题命中 其他多模态 ：multimodal(abstract)；分类 cs.CV、cs.AI

CWSSNet: Hyperspectral Image Classification Enhanced by Wavelet Domain Convolution

Yulin Tong, Fengzong Zhang, Haiqin Cheng

机构 * School of Transportation Engineering（交通运输工程学院） ； East China Jiaotong University（东华交通大学） ； School of Coumputing and Information（计算与信息学院） 纠错

专题命中 其他多模态 ：multimodal(abstract)；分类 cs.CV

Electromagnetic Investigation of Crosstalk in Bent Microstrip Lines with Partial and Apertured Shielding: Simulations and Measurements

Mohammad Eskandari, Mojtaba Joodaki

专题命中 其他多模态 ：multimodal(abstract)

$In$ $situ$ and $operando$ characterisation techniques for solid oxide electrochemical cells: Recent advances

Alexander Stangl, David Muñoz-Rojas, Mónica Burriel

专题命中 其他多模态 ：multimodal(abstract)

Journal ref JPhys Energy, 2020, 3 (1), 012001

Reflections from Research Roundtables at the Conference on Health, Inference, and Learning (CHIL) 2025

Emily Alsentzer, Marie-Laure Charpignon, Bill Chen, Niharika D'Souza, Jason Fries, Yixing Jiang, Aparajita Kashyap, Chanwoo Kim, Simon Lee, Aishwarya Mandyam, Ashery Mbilinyi, Nikita Mehandru, Nitish Nagesh, Brighton Nuwagira, Emma Pierson, Arvind Pillai, Akane Sano, Tanveer Syeda-Mahmood, Shashank Yadav, Elias Adhanom, Muhammad Umar Afza, Amelia Archer, Suhana Bedi, Vasiliki Bikia, Trenton Chang, George H. Chen, Winston Chen, Erica Chiang, Edward Choi, Octavia Ciora, Paz Dozie-Nnamah, Shaza Elsharief, Matthew Engelhard, Ali Eshragh, Jean Feng, Josh Fessel, Scott Fleming, Kei Sen Fong, Thomas Frost, Soham Gadgil, Judy Gichoya, Leeor Hershkovich, Sujeong Im, Bhavya Jain, Vincent Jeanselme, Furong Jia, Qixuan Jin, Yuxuan Jin, Daniel Kapash, Geetika Kapoor, Behdokht Kiafar, Matthias Kleiner, Stefan Kraft, Annika Kumar, Daeun Kyung, Zhongyuan Liang, Joanna Lin, Qianchu Liu, Chang Liu, Hongzhou Luan, Chris Lunt, Leopoldo Julían Lechuga López, Matthew B. A. McDermott, Shahriar Noroozizadeh, Connor O'Brien, YongKyung Oh, Mixail Ota, Stephen Pfohl, Meagan Pi, Tanmoy Sarkar Pias, Emma Rocheteau, Avishaan Sethi, Toru Shirakawa, Anita Silver, Neha Simha, Kamile Stankeviciute, Max Sunog, Peter Szolovits, Shengpu Tang, Jialu Tang, Aaron Tierney, John Valdovinos, Byron Wallace, Will Ke Wang, Peter Washington, Jeremy Weiss, Daniel Wolfe, Emily Wong, Hye Sun Yun, Xiaoman Zhang, Xiao Yu Cindy Zhang, Hayoung Jeong, Kaveri A. Thakoor

机构 * IBM 纠错

专题命中 其他多模态 ：multimodal(abstract)