多模态大模型

Hierarchical Rectified Flow Matching with Mini-Batch Couplings

Yichi Zhang, Yici Yan, Alex Schwing, Zhizhen Zhao

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

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

Comments Project Page: https://riccizz.github.io/HRF_coupling

petBrain: A New Pipeline for Amyloid, Tau Tangles and Neurodegeneration Quantification Using PET and MRI

Pierrick Coupé, Boris Mansencal, Floréal Morandat, Sergio Morell-Ortega, Nicolas Villain, Jose V. Manjón, Vincent Planche

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

Quantize-then-Rectify: Efficient VQ-VAE Training

Borui Zhang, Qihang Rao, Wenzhao Zheng, Jie Zhou, Jiwen Lu

机构 * Department of Automation, Tsinghua University（自动化系，清华大学） 纠错

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

Quantization without Tears

Minghao Fu, Hao Yu, Jie Shao, Junjie Zhou, Ke Zhu, Jianxin Wu

机构 * National Key Laboratory for Novel Software Technology, Nanjing University, China（国家新型软件技术重点实验室，南京大学，中国） ； School of Artificial Intelligence, Nanjing University, China（人工智能学院，南京大学，中国） 纠错

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

Comments CVPR 2025. The code is publicly available at https://github.com/wujx2001/QwT

OAK -- Onboarding with Actionable Knowledge

Steve Devènes, Marine Capallera, Robin Cherix, Elena Mugellini, Omar Abou Khaled, Francesco Carrino

机构 * Institute of Systems Engineering, HEI-VS HES-SO University of Applied Sciences and Arts Western Switzerland（系统工程研究所，HEI-VS HES-SO西部瑞士应用科学与艺术大学） ； HumanTech Institute, HEIA HES-SO University of Applied Sciences and Arts Western Switzerland（HumanTech研究所，HEIA HES-SO西部瑞士应用科学与艺术大学） 纠错

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

Comments This paper is an extended version of the work originally presented at the AI-Days 2024 conference in Lausanne, Switzerland. It builds upon the findings shared during the conference and includes additional results and analysis

Robust Brain Tumor Segmentation with Incomplete MRI Modalities Using Hölder Divergence and Mutual Information-Enhanced Knowledge Transfer

Runze Cheng, Xihang Qiu, Ming Li, Ye Zhang, Chun Li, Fei Yu

机构 * MSU-BIT-SMBU Joint Research Center of Applied Mathematics, Shenzhen MSU-BIT University（深圳MSU-BIT大学应用数学联合研究中心） ； Institute of Control Theory and Control Engineering, School of Automation, Beijing Institute of Technology（北京理工大学控制理论与控制工程研究所） ； School of Mathematics and Statistics, Beijing Institute of Technology（北京理工大学数学与统计学学院） ； Guangdong Laboratory of Artificial Intelligence and Digital Economy (SZ)（广东人工智能与数字经济实验室（深圳）） 纠错

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

pUniFind: a unified large pre-trained deep learning model pushing the limit of mass spectra interpretation

Jiale Zhao, Pengzhi Mao, Kaifei Wang, Yiming Li, Yaping Peng, Ranfei Chen, Shuqi Lu, Xiaohong Ji, Jiaxiang Ding, Xin Zhang, Yucheng Liao, Weinan E, Weijie Zhang, Han Wen, Hao Chi

机构 * Key Laboratory of Intelligent Information Processing of Chinese Academy of Sciences (CAS)（中国科学院智能信息处理重点实验室） ； Institute of Computing Technology（计算技术研究所） ； DP Technology Co., Ltd.（DP科技有限公司） ； University of Chinese Academy of Sciences（中国科学院大学） ； AI for Science Institute（AI for Science研究院） ； Center for Machine Learning Research（机器学习研究中心） ； School of Mathematical Sciences（数学科学学院） ； State Key Laboratory of Medical Proteomics（医学蛋白质组学国家重点实验室） 纠错

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

Adapt Your Body: Mitigating Proprioception Shifts in Imitation Learning

Fuhang Kuang, Jiacheng You, Yingdong Hu, Tong Zhang, Chuan Wen, Yang Gao

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

Comments Need further modification

Bregman Centroid Guided Cross-Entropy Method

Yuliang Gu, Hongpeng Cao, Marco Caccamo, Naira Hovakimyan

机构 * Department of Mechanical Science and Engineering, UIUC, United States（伊利诺伊大学厄巴纳-香槟分校机械科学与工程系） ； School of Engineering and Design, TUM, Germany（慕尼黑工业大学工程与设计学院） 纠错

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

De-LightSAM: Modality-Decoupled Lightweight SAM for Generalizable Medical Segmentation

Qing Xu, Jiaxuan Li, Xiangjian He, Chenxin Li, Fiseha B. Tesem, Wenting Duan, Zhen Chen, Rong Qu, Jonathan M. Garibaldi, Chang Wen Chen

机构 * School of Computer Science, University of Nottingham Ningbo China（诺丁汉大学宁波校区计算机科学学院） ； Department of Electronic Engineering, The Chinese University of Hong Kong（香港中文大学电子工程系） ； School of School of Engineering & Physical Sciences, University of Lincoln（林肯大学工程与物理科学学院） ； Hong Kong Institute of Science & Innovation, Chinese Academy of Sciences（中国科学院香港科学与创新研究院） ； School of Computer Science, University of Nottingham（诺丁汉大学计算机科学学院） ； The Hong Kong Polytechnic University（香港理工大学） 纠错

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

Comments Under Review

Advancing Facial Stylization through Semantic Preservation Constraint and Pseudo-Paired Supervision

Zhanyi Lu, Yue Zhou

机构 * School of Electrical and Electronic Engineering（电子工程学院） ； University of Shanghai Jiao Tong University（上海交通大学） 纠错

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

VGAT: A Cancer Survival Analysis Framework Transitioning from Generative Visual Question Answering to Genomic Reconstruction

Zizhi Chen, Minghao Han, Xukun Zhang, Shuwei Ma, Tao Liu, Xing Wei, Lihua Zhang

机构 * 1 Academy for Engineering ； Technology, Fudan University, Shanghai, China ； 2 Institute of Metaverse \& Intelligent Medicine, Fudan University, Shanghai, China ； 3 Engineering Research Center of AI ； 4 Jilin Provincial Key Laboratory of Intelligence Science 纠错

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

Comments Accepted by ICME2025

Chain-of-Sketch: Enabling Global Visual Reasoning

Aryo Lotfi, Enrico Fini, Samy Bengio, Moin Nabi, Emmanuel Abbe

机构 * Apple（苹果公司） 纠错

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

Comments additional experiments added, title changed from "Visual Scratchpads: Enabling Global Reasoning in Vision" to "Chain-of-Sketch: Enabling Global Visual Reasoning"

MNN-AECS: Energy Optimization for LLM Decoding on Mobile Devices via Adaptive Core Selection

Zhengxiang Huang, Chaoyue Niu, Zhaode Wang, Jiarui Xue, Hanming Zhang, Yugang Wang, Zewei Xin, Xiaotang Jiang, Chengfei Lv, Fan Wu, Guihai Chen

机构 * Shanghai Jiao Tong University（上海交通大学） ； Alibaba Group（阿里巴巴集团） 纠错

专题命中 其他多模态 ：MLLM(abstract)；分类 cs.AI

Deep Learning in Automated Power Line Inspection: A Review

Md. Ahasan Atick Faisal, Imene Mecheter, Yazan Qiblawey, Javier Hernandez Fernandez, Muhammad E. H. Chowdhury, Serkan Kiranyaz

机构 * Department of Electrical Engineering, Qatar University（卡塔尔大学电气工程系） 纠错

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

Comments 40 pages, 12 figures

Journal ref Applied Energy. 385 (2025) 125507

BCRNet: Enhancing Landmark Detection in Laparoscopic Liver Surgery via Bezier Curve Refinement

Qian Li, Feng Liu, Shuojue Yang, Daiyun Shen, Yueming Jin

机构 * National University of Singapore, Singapore（新加坡国立大学） ； Harbin Institute of Technology, Harbin, China（哈尔滨工业大学） 纠错

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

Comments Accepted at MICCAI 2025, 11 pages, 2 figures

Advancing oncology with federated learning: transcending boundaries in breast, lung, and prostate cancer. A systematic review

Anshu Ankolekar, Sebastian Boie, Maryam Abdollahyan, Emanuela Gadaleta, Seyed Alireza Hasheminasab, Guang Yang, Charles Beauville, Nikolaos Dikaios, George Anthony Kastis, Michael Bussmann, Sara Khalid, Hagen Kruger, Philippe Lambin, Giorgos Papanastasiou

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

Comments 5 Figures, 3 Tables, 1 Supplementary Table

Brain Imaging Foundation Models, Are We There Yet? A Systematic Review of Foundation Models for Brain Imaging and Biomedical Research

Salah Ghamizi, Georgia Kanli, Yu Deng, Magali Perquin, Olivier Keunen

机构 * Luxembourg Institute of Health (LIH)（卢森堡健康研究所） ； King's College London, UK（伦敦国王学院） 纠错

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

LOP: Learning Optimal Pruning for Efficient On-Demand MLLMs Scaling

Zhihan Zhang, Xiang Pan, Hongchen Wei, Zhenzhong Chen

机构 * School of Remote Sensing and Information Engineering, Wuhan University（武汉大学遥感与信息工程学院） ； School of Data Science, Lingnan University（岭南大学数据科学学院） 纠错

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

Self-interpreting Adversarial Images

Tingwei Zhang, Collin Zhang, John X. Morris, Eugene Bagdasarian, Vitaly Shmatikov

机构 * Cornell Tech（康奈尔科技） ； University of Massachusetts Amherst（马萨诸塞大学阿默斯特分校） 纠错

专题命中 其他多模态 ：cross-modal(abstract)；分类 cs.AI

Comments in USENIX Security 2025

YOLO advances to its genesis: a decadal and comprehensive review of the You Only Look Once (YOLO) series

Ranjan Sapkota, Marco Flores Calero, Rizwan Qureshi, Chetan Badgujar, Upesh Nepal, Alwin Poulose, Peter Zeno, Uday Bhanu Prakash Vaddevolu, Sheheryar Khan, Maged Shoman, Hong Yan, Manoj Karkee

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

Comments Published in Artificial Intelligence Review as https://doi.org/10.1007/s10462-025-11253-3

Journal ref Artificial Intelligence Review, SpringerNature, 2025

Magistral

Mistral-AI, :, Abhinav Rastogi, Albert Q. Jiang, Andy Lo, Gabrielle Berrada, Guillaume Lample, Jason Rute, Joep Barmentlo, Karmesh Yadav, Kartik Khandelwal, Khyathi Raghavi Chandu, Léonard Blier, Lucile Saulnier, Matthieu Dinot, Maxime Darrin, Neha Gupta, Roman Soletskyi, Sagar Vaze, Teven Le Scao, Yihan Wang, Adam Yang, Alexander H. Liu, Alexandre Sablayrolles, Amélie Héliou, Amélie Martin, Andy Ehrenberg, Anmol Agarwal, Antoine Roux, Arthur Darcet, Arthur Mensch, Baptiste Bout, Baptiste Rozière, Baudouin De Monicault, Chris Bamford, Christian Wallenwein, Christophe Renaudin, Clémence Lanfranchi, Darius Dabert, Devon Mizelle, Diego de las Casas, Elliot Chane-Sane, Emilien Fugier, Emma Bou Hanna, Gauthier Delerce, Gauthier Guinet, Georgii Novikov, Guillaume Martin, Himanshu Jaju, Jan Ludziejewski, Jean-Hadrien Chabran, Jean-Malo Delignon, Joachim Studnia, Jonas Amar, Josselin Somerville Roberts, Julien Denize, Karan Saxena, Kush Jain, Lingxiao Zhao, Louis Martin, Luyu Gao, Lélio Renard Lavaud, Marie Pellat, Mathilde Guillaumin, Mathis Felardos, Maximilian Augustin, Mickaël Seznec, Nikhil Raghuraman, Olivier Duchenne, Patricia Wang, Patrick von Platen, Patryk Saffer, Paul Jacob, Paul Wambergue, Paula Kurylowicz, Pavankumar Reddy Muddireddy, Philomène Chagniot, Pierre Stock, Pravesh Agrawal, Romain Sauvestre, Rémi Delacourt, Sanchit Gandhi, Sandeep Subramanian, Shashwat Dalal, Siddharth Gandhi, Soham Ghosh, Srijan Mishra, Sumukh Aithal, Szymon Antoniak, Thibault Schueller, Thibaut Lavril, Thomas Robert, Thomas Wang, Timothée Lacroix, Valeriia Nemychnikova, Victor Paltz, Virgile Richard, Wen-Ding Li, William Marshall, Xuanyu Zhang, Yunhao Tang

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

AI-based Framework for Robust Model-Based Connector Mating in Robotic Wire Harness Installation

Claudius Kienle, Benjamin Alt, Finn Schneider, Tobias Pertlwieser, Rainer Jäkel, Rania Rayyes

机构 * IAS Lab, Computer Science Department, TU Darmstadt（德累斯顿技术大学计算机科学系IAS实验室） ； AICOR Institute for Artificial Intelligence, University of Bremen（不莱梅大学人工智能研究所） ； Institute for Material Handling and Logistics (IFL), Karlsruhe Institute of Technology (KIT)（卡尔斯鲁厄理工学院物流与物料搬运研究所） ； ArtiMinds Robotics（ArtiMinds机器人技术公司） 纠错

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

Comments 6 pages, 6 figures, 4 tables, presented at the 2025 IEEE 21st International Conference on Automation Science and Engineering (CASE 2025)

LLM as Effective Streaming Processor: Bridging Streaming-Batch Mismatches with Group Position Encoding

Junlong Tong, Jinlan Fu, Zixuan Lin, Yingqi Fan, Anhao Zhao, Hui Su, Xiaoyu Shen

机构 * Shanghai Jiao Tong University（上海交通大学） ； Ningbo Key Laboratory of Spatial Intelligence and Digital Derivative（宁波空间智能与数字衍生关键实验室） ； Institute of Digital Twin, EIT（数字孪生研究所） ； National University of Singapore（新加坡国立大学） ； University of Science and Technology of China（中国科学技术大学） ； Meituan Inc.（美团公司） 纠错

专题命中 其他多模态 ：cross-modal(abstract)；分类 cs.CL

Comments ACL 2025 Findings

Frugal Incremental Generative Modeling using Variational Autoencoders

Victor Enescu, Hichem Sahbi

机构 * Sorbonne University, CNRS, LIP6（索邦大学、国家科学研究中心、LIP6） 纠错

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

Mind the Gap: Bridging the Divide Between AI Aspirations and the Reality of Autonomous Characterization

Grace Guinan, Addison Salvador, Michelle A. Smeaton, Andrew Glaws, Hilary Egan, Brian C. Wyatt, Babak Anasori, Kevin R. Fiedler, Matthew J. Olszta, Steven R. Spurgeon

机构 * National Renewable Energy Laboratory（国家可再生能源实验室） ； University of Cincinnati（俄亥俄大学） ； School of Materials Engineering（材料工程学院） ； Purdue University（普渡大学） ； School of Mechanical Engineering（机械工程学院） ； Pacific Northwest National Laboratory（太平洋西北国家实验室） ； Energy and Environment Directorate（能源与环境管理局） ； Colorado School of Mines（科罗拉多矿业学院） ； Renewable and Sustainable Energy Institute（可再生能源与可持续能源研究所） ； University of Colorado Boulder（科罗拉多大学博尔德分校） 纠错

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

Comments 33 pages, 6 figures

MedCFVQA: A Causal Approach to Mitigate Modality Preference Bias in Medical Visual Question Answering

Shuchang Ye, Usman Naseem, Mingyuan Meng, Dagan Feng, Jinman Kim

机构 * The University of Sydney（悉尼大学） 纠错

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

Transforming the Hybrid Cloud for Emerging AI Workloads

Deming Chen, Alaa Youssef, Ruchi Pendse, André Schleife, Bryan K. Clark, Hendrik Hamann, Jingrui He, Teodoro Laino, Lav Varshney, Yuxiong Wang, Avirup Sil, Reyhaneh Jabbarvand, Tianyin Xu, Volodymyr Kindratenko, Carlos Costa, Sarita Adve, Charith Mendis, Minjia Zhang, Santiago Núñez-Corrales, Raghu Ganti, Mudhakar Srivatsa, Nam Sung Kim, Josep Torrellas, Jian Huang, Seetharami Seelam, Klara Nahrstedt, Tarek Abdelzaher, Tamar Eilam, Huimin Zhao, Matteo Manica, Ravishankar Iyer, Martin Hirzel, Vikram Adve, Darko Marinov, Hubertus Franke, Hanghang Tong, Elizabeth Ainsworth, Han Zhao, Deepak Vasisht, Minh Do, Sahil Suneja, Fabio Oliveira, Giovanni Pacifici, Ruchir Puri, Priya Nagpurkar

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

Comments 70 pages, 27 figures

Interpretable Neural System Dynamics: Combining Deep Learning with System Dynamics Modeling to Support Critical Applications

Riccardo D'Elia

机构 * University of Applied Sciences and Arts of Southern Switzerland（瑞士南瑞士应用科学与艺术大学） ； Dalle Molle Institute for Artificial Intelligence（达勒莫勒人工智能研究所） 纠错

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

Comments To be submitted to CEUR-WS.org for publication in the Doctoral Consortium Proceedings of XAI 2025, The World Conference on Explainable Artificial Intelligence

Dynamic Base model Shift for Delta Compression

Chenyu Huang, Peng Ye, Shenghe Zheng, Xiaohui Wang, Lei Bai, Tao Chen, Wanli Ouyang

机构 * Fudan University（复旦大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； The Chinese University of Hong Kong（香港中文大学） ； Harbin Institute of Technology（哈尔滨工业大学） 纠错

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

Comments 16 pages, 7 figures