多模态大模型 - arXivDaily 专题

2508.02518 2025-09-03 cs.LG 78%

AnalogCoder-Pro: Unifying Analog Circuit Generation and Optimization via Multi-modal LLMs

Yao Lai, Souradip Poddar, Sungyoung Lee, Guojin Chen, Mengkang Hu, Bei Yu, Ping Luo, David Z. Pan

专题命中多模态生成：multi-modal(title)；multimodal(abstract)

2506.15695 2025-09-01 cs.LG 78%

SimuGen: Multi-modal Agentic Framework for Constructing Block Diagram-Based Simulation Models

Xinxing Ren, Qianbo Zang, Zekun Guo

机构 * Brunel University of London（伦敦布鲁内尔大学）； SnT, Université du Luxembourg（卢森堡大学SnT分校）； University of Hull（霍尔姆斯大学）

专题命中多模态生成：multi-modal(title)；multimodal(abstract)

2508.11159 2025-08-18 cs.LG 78%

Mitigating Modality Quantity and Quality Imbalance in Multimodal Online Federated Learning

Heqiang Wang, Weihong Yang, Xiaoxiong Zhong, Jia Zhou, Fangming Liu, Weizhe Zhang

机构 * Peng Cheng Laboratory（鹏城实验室）

专题命中多模态生成：multimodal(title,abstract)

Comments arXiv admin note: text overlap with arXiv:2505.16138

2505.21349 2025-08-13 cs.CE 78%

Out of the Past: An AI-Enabled Pipeline for Traffic Simulation from Noisy, Multimodal Detector Data and Stakeholder Feedback

Rex Chen, Karen Wu, John McCartney, Norman Sadeh, Fei Fang

专题命中多模态生成：multimodal(title,abstract)

Comments 17 pages; 1 table; 6 figures; extended version of accepted version, published at the 2025 Winter Simulation Conference (WSC '25)

2508.06888 2025-08-12 cs.SE 78%

Multi-Modal Requirements Data-based Acceptance Criteria Generation using LLMs

Fanyu Wang, Chetan Arora, Yonghui Liu, Kaicheng Huang, Chakkrit Tantithamthavorn, Aldeida Aleti, Dishan Sambathkumar, David Lo

专题命中多模态生成：multi-modal(title,abstract)

2508.06054 2025-08-11 eess.SP 78%

Multi-Modal Neural Radio Radiance Field for Localized Statistical Channel Modelling

Yiheng Wang, Shutao Zhang, Ye Xue, Tsung-Hui Chang

专题命中多模态生成：multi-modal(title,abstract)

2508.04271 2025-08-07 cs.DC 78%

S2M3: Split-and-Share Multi-Modal Models for Distributed Multi-Task Inference on the Edge

JinYi Yoon, JiHo Lee, Ting He, Nakjung Choi, Bo Ji

专题命中多模态生成：multi-modal(title,abstract)

Comments Accepted at IEEE International Conference on Distributed Computing Systems (ICDCS 2025)

2508.00303 2025-08-04 cs.RO 78%

TopoDiffuser: A Diffusion-Based Multimodal Trajectory Prediction Model with Topometric Maps

Zehui Xu, Junhui Wang, Yongliang Shi, Chao Gao, Guyue Zhou

机构 * School of Astronautics, Harbin Institute of Technology（哈尔滨工业大学航天学院）； Institute for AI Industry Research (AIR), Tsinghua University（清华大学人工智能产业研究院）； Institute of Systems Engineering and Collaborative Laboratory for Intelligent Science and Systems, Macau University of Science and Technology（澳门科学大学系统工程研究所）； School of Vehicle and Mobility, Tsinghua University（清华大学车辆与移动系统学院）

专题命中多模态生成：multimodal(title,abstract)

2506.20132 2025-07-31 cs.LG 78%

High-Resolution Live Fuel Moisture Content (LFMC) Maps for Wildfire Risk from Multimodal Earth Observation Data

Patrick Alan Johnson, Gabriel Tseng, Yawen Zhang, Heather Heward, Virginia Sjahli, Favyen Bastani, Joseph Redmon, Patrick Beukema

机构 * Mila -- Quebec AI Institute（魁北克人工智能研究所）； McGill University（麦吉尔大学）； Allen Institute for AI (Ai2)（人工智能研究所）； University of Idaho（爱达荷大学）

专题命中多模态生成：multimodal(title,abstract)

Comments 10 pages, ICML 2025 (TerraBytes)

2507.21430 2025-07-30 cs.AR 78%

Automated HEMT Model Construction from Datasheets via Multi-Modal Intelligence and Prior-Knowledge-Free Optimization

Yuang Peng, Jiarui Zhong, Yang Zhang, Hong Cai Chen

专题命中多模态生成：multi-modal(title,abstract)

Comments 12 pages, 12 figures, 2 tables

2507.14298 2025-07-22 cs.CL cs.AI cs.CV 78%

In-Depth and In-Breadth: Pre-training Multimodal Language Models Customized for Comprehensive Chart Understanding

Wan-Cyuan Fan, Yen-Chun Chen, Mengchen Liu, Alexander Jacobson, Lu Yuan, Leonid Sigal

机构 * UBC（不列颠哥伦比亚大学）； Microsoft（微软）； Vector Institute for AI（人工智能向量研究所）； CIFAR AI Chair（卡尔·弗雷德里克人工智能主席）

专题命中多模态生成：multimodal(title)；分类 cs.CV、cs.CL、cs.AI

Comments arXiv admin note: substantial text overlap with arXiv:2407.14506

2507.13737 2025-07-21 cs.AI cs.CL cs.HC cs.MM 78%

DailyLLM: Context-Aware Activity Log Generation Using Multi-Modal Sensors and LLMs

Ye Tian, Xiaoyuan Ren, Zihao Wang, Onat Gungor, Xiaofan Yu, Tajana Rosing

机构 * University of California San Diego, Computer Science and Engineering Department（加州大学圣地亚哥分校计算机科学与工程系）

专题命中多模态生成：multi-modal(title)；分类 cs.CL、cs.AI、cs.MM

2507.10338 2025-07-15 cs.SE cs.AR cs.LO 78%

AssertCoder: LLM-Based Assertion Generation via Multimodal Specification Extraction

Enyuan Tian, Yiwei Ci, Qiusong Yang, Yufeng Li, Zhichao Lyu

专题命中多模态生成：multimodal(title,abstract)

Comments 7 pages, 3 figures

2507.05718 2025-07-09 cs.IT math.IT 78%

Cooperative Mapping, Localization, and Beam Management via Multi-Modal SLAM in ISAC Systems

Hang Que, Jie Yang, Tao Du, Shuqiang Xia, Chao-Kai Wen, Shi Jin

专题命中多模态生成：multi-modal(title,abstract)

Comments Accepted by IEEE Transactions on Communications

2411.17428 2025-07-08 eess.IV 78%

Image Generation with Supervised Selection Based on Multimodal Features for Semantic Communications

Chengyang Liang, Dong Li

专题命中多模态生成：multimodal(title,abstract)

2506.20399 2025-06-26 cs.RO 78%

Multimodal Behaviour Trees for Robotic Laboratory Task Automation

Hatem Fakhruldeen, Arvind Raveendran Nambiar, Satheeshkumar Veeramani, Bonilkumar Vijaykumar Tailor, Hadi Beyzaee Juneghani, Gabriella Pizzuto, Andrew Ian Cooper

机构 * University of Liverpool（利兹大学）

专题命中多模态生成：multimodal(title,abstract)

Comments 7 pages, 5 figures, accepted and presented in ICRA 2025

2505.14881 2025-06-26 cs.SE 78%

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing

Zhi Tu, Liangkun Niu, Wei Fan, Tianyi Zhang

专题命中多模态生成：multi-modal(title,abstract)

Comments 24 pages, 6 figures, Accepted to FSE 2025

Journal ref Proceedings of the ACM on Software Engineering, Volume 2, Issue FSE, Article No. FSE078 (July 2025), pp. 1733--1756

2506.15873 2025-06-23 cs.HC 78%

DeckFlow: Iterative Specification on a Multimodal Generative Canvas

Gregory Croisdale, Emily Huang, John Joon Young Chung, Anhong Guo, Xu Wang, Austin Z. Henley, Cyrus Omar

专题命中多模态生成：multimodal(title,abstract)

2506.10311 2025-06-13 cs.DM 78%

The Freight Multimodal Transport Problem with Buses and Drones: An Integrated Approach for Last-Mile Delivery

E Su, Hu Qin, Jiliu Li, Rui Zhang

专题命中多模态生成：multimodal(title,abstract)

2506.07647 2025-06-10 eess.SP 78%

Foundation Model Empowered Synesthesia of Machines (SoM): AI-native Intelligent Multi-Modal Sensing-Communication Integration

Xiang Cheng, Boxun Liu, Xuanyu Liu, Ensong Liu, Ziwei Huang

专题命中多模态生成：multi-modal(title,abstract)

2411.14681 2025-06-02 cs.CR 78%

TrojanEdit: Multimodal Backdoor Attack Against Image Editing Model

Ji Guo, Peihong Chen, Wenbo Jiang, Xiaolei Wen, Jiaming He, Jiachen Li, Guoming Lu, Aiguo Chen, Hongwei Li

专题命中多模态生成：multimodal(title,abstract)

2505.23693 2025-05-30 cs.CV cs.AI cs.CL 78%

VF-Eval: Evaluating Multimodal LLMs for Generating Feedback on AIGC Videos

Tingyu Song, Tongyan Hu, Guo Gan, Yilun Zhao

机构 * School of Advanced Interdisciplinary Sciences, University of Chinese Academy of Sciences（中国科学院大学先进交叉学科学院）； National University of Singapore（新加坡国立大学）； Zhejiang University（浙江大学）； Yale University（耶鲁大学）

专题命中多模态生成：multimodal(title)；分类 cs.CV、cs.CL、cs.AI

Comments ACL 2025 Main

2505.22584 2025-05-29 cs.IR 78%

DocReRank: Single-Page Hard Negative Query Generation for Training Multi-Modal RAG Rerankers

Navve Wasserman, Oliver Heinimann, Yuval Golbari, Tal Zimbalist, Eli Schwartz, Michal Irani

专题命中多模态生成：multi-modal(title)；multimodal(abstract)

2505.15973 2025-05-23 cs.HC 78%

An Exploratory Study on Multi-modal Generative AI in AR Storytelling

Hyungjun Doh, Jingyu Shi, Rahul Jain, Heesoo Kim, Karthik Ramani

专题命中多模态生成：multi-modal(title,abstract)

2503.12293 2025-05-16 cs.SE cs.LG 78%

Unified Modeling Language Code Generation from Diagram Images Using Multimodal Large Language Models

Averi Bates, Ryan Vavricka, Shane Carleton, Ruosi Shao, Chongle Pan

专题命中多模态生成：multimodal(title,abstract)

Comments Published in the Journal of Machine Learning with Applications, Author Contributions: Averi Bates: Methodology, Development, Analysis, Data Curation, Drafting, Review. Ryan Vavricka: Data Curation, Development, Review. Shane Carleton: Supervision, Funding. Ruosi Shao: Review. Chongle Pan: Supervision, Review

Journal ref Mach. Learn. Appl. 20 (2025) 100660

2505.07825 2025-05-14 stat.ML cs.LG math.PR 78%

Diffusion-based supervised learning of generative models for efficient sampling of multimodal distributions

Hoang Tran, Zezhong Zhang, Feng Bao, Dan Lu, Guannan Zhang

专题命中多模态生成：multimodal(title,abstract)

2410.00215 2025-05-13 cs.LG 78%

Characterizing and Efficiently Accelerating Multimodal Generation Model Inference

Yejin Lee, Anna Sun, Basil Hosmer, Bilge Acun, Can Balioglu, Changhan Wang, Charles David Hernandez, Christian Puhrsch, Daniel Haziza, Driss Guessous, Francisco Massa, Jacob Kahn, Jeffrey Wan, Jeremy Reizenstein, Jiaqi Zhai, Joe Isaacson, Joel Schlosser, Juan Pino, Kaushik Ram Sadagopan, Leonid Shamis, Linjian Ma, Min-Jae Hwang, Mingda Chen, Mostafa Elhoushi, Pedro Rodriguez, Ram Pasunuru, Scott Yih, Sravya Popuri, Xing Liu, Carole-Jean Wu

机构 * Meta

专题命中多模态生成：multimodal(title)；multi-modal(abstract)

Comments 13 pages including references. 8 Figures. Under review to HPCA 2025 Industry Track

2505.02381 2025-05-06 eess.SP 78%

Multimodal Deep Learning-Empowered Beam Prediction in Future THz ISAC Systems

Kai Zhang, Wentao Yu, Hengtao He, Shenghui Song, Jun Zhang, Khaled B. Letaief

专题命中多模态生成：multimodal(title,abstract)

2504.18729 2025-04-29 cs.LG 78%

Multimodal graph representation learning for website generation based on visual sketch

Tung D. Vu, Chung Hoang, Truong-Son Hy

机构 * College of Engineering and Computer Science（工程与计算机科学学院）； VinUniversity Hanoi（河内 Vin 大学）； Department of Computer Science（计算机科学系）； Hanoi University of Science and Technology（河内科学技术大学）； The University of Alabama at Birmingham（阿拉巴马大学伯明翰分校）

专题命中多模态生成：multimodal(title,abstract)

2410.19449 2025-04-15 stat.ML cs.LG stat.CO 78%

Learned Reference-based Diffusion Sampling for multi-modal distributions

Maxence Noble, Louis Grenioux, Marylou Gabrié, Alain Oliviero Durmus

专题命中多模态生成：multi-modal(title,abstract)

Comments Accepted at ICLR 2025

1. 多模态生成 4979 篇

AnalogCoder-Pro: Unifying Analog Circuit Generation and Optimization via Multi-modal LLMs

SimuGen: Multi-modal Agentic Framework for Constructing Block Diagram-Based Simulation Models

Mitigating Modality Quantity and Quality Imbalance in Multimodal Online Federated Learning

Out of the Past: An AI-Enabled Pipeline for Traffic Simulation from Noisy, Multimodal Detector Data and Stakeholder Feedback

Multi-Modal Requirements Data-based Acceptance Criteria Generation using LLMs

Multi-Modal Neural Radio Radiance Field for Localized Statistical Channel Modelling

S2M3: Split-and-Share Multi-Modal Models for Distributed Multi-Task Inference on the Edge

TopoDiffuser: A Diffusion-Based Multimodal Trajectory Prediction Model with Topometric Maps

High-Resolution Live Fuel Moisture Content (LFMC) Maps for Wildfire Risk from Multimodal Earth Observation Data

Automated HEMT Model Construction from Datasheets via Multi-Modal Intelligence and Prior-Knowledge-Free Optimization

In-Depth and In-Breadth: Pre-training Multimodal Language Models Customized for Comprehensive Chart Understanding

DailyLLM: Context-Aware Activity Log Generation Using Multi-Modal Sensors and LLMs

AssertCoder: LLM-Based Assertion Generation via Multimodal Specification Extraction

Cooperative Mapping, Localization, and Beam Management via Multi-Modal SLAM in ISAC Systems

Image Generation with Supervised Selection Based on Multimodal Features for Semantic Communications

Multimodal Behaviour Trees for Robotic Laboratory Task Automation

Multi-modal Traffic Scenario Generation for Autonomous Driving System Testing

DeckFlow: Iterative Specification on a Multimodal Generative Canvas

The Freight Multimodal Transport Problem with Buses and Drones: An Integrated Approach for Last-Mile Delivery

Foundation Model Empowered Synesthesia of Machines (SoM): AI-native Intelligent Multi-Modal Sensing-Communication Integration

TrojanEdit: Multimodal Backdoor Attack Against Image Editing Model

VF-Eval: Evaluating Multimodal LLMs for Generating Feedback on AIGC Videos

DocReRank: Single-Page Hard Negative Query Generation for Training Multi-Modal RAG Rerankers

An Exploratory Study on Multi-modal Generative AI in AR Storytelling

Unified Modeling Language Code Generation from Diagram Images Using Multimodal Large Language Models

Diffusion-based supervised learning of generative models for efficient sampling of multimodal distributions

Characterizing and Efficiently Accelerating Multimodal Generation Model Inference

Multimodal Deep Learning-Empowered Beam Prediction in Future THz ISAC Systems

Multimodal graph representation learning for website generation based on visual sketch

Learned Reference-based Diffusion Sampling for multi-modal distributions