多模态大模型

2509.11508 2025-10-24 cs.MA cs.LG cs.RO 50%

SafeDiver: Cooperative AUV-USV Assisted Diver Communication via Multi-agent Reinforcement Learning Approach

Tinglong Deng, Hang Tao, Xinxiang Wang, Yinyan Wang, Hanjiang Luo

专题命中多模态Agent ：multimodal(abstract)

Comments Withdrawn to reorganize and extend the current findings in a future version

2510.14349 2025-10-24 cs.CV 83%

Vision-Centric Activation and Coordination for Multimodal Large Language Models

Yunnan Wang, Fan Lu, Kecheng Zheng, Ziyuan Huang, Ziqiang Li, Wenjun Zeng, Xin Jin

机构 * MoE Key Lab of Artificial Intelligence, Shanghai Jiao Tong University（人工智能MoE实验室，上海交通大学）； Ant Group（蚂蚁集团）； Ningbo Institute of Digital Twin, Eastern Institute of Technology, Ningbo（宁波数字孪生研究所，东部技术研究所，宁波）

专题命中多模态训练与对齐：multimodal(title,abstract)；MLLM(abstract)；分类 cs.CV

2510.20736 2025-10-24 cs.LG 82%

Amplifying Prominent Representations in Multimodal Learning via Variational Dirichlet Process

Tsai Hor Chan, Feng Wu, Yihang Chen, Guosheng Yin, Lequan Yu

机构 * University of Pennsylvania（宾夕法尼亚大学）； University of Hong Kong（香港大学）

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

Comments Accepted by NeruIPS 2025

2510.20540 2025-10-24 cs.LG 82%

SheafAlign: A Sheaf-theoretic Framework for Decentralized Multimodal Alignment

Abdulmomen Ghalkha, Zhuojun Tian, Chaouki Ben Issaid, Mehdi Bennis

机构 * Center for Wireless Communications, University of Oulu（无线通信中心，奥卢大学）

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

Comments 5 pages, 3 figures, 1 table

2510.20256 2025-10-24 cs.CV cs.CL cs.LG cs.MM 82%

Calibrating Multimodal Consensus for Emotion Recognition

Guowei Zhong, Junjie Li, Huaiyu Zhu, Ruohong Huan, Yun Pan

机构 * College of Information Science and Electronic Engineering, Zhejiang University（信息科学与电子工程学院，浙江大学）； College of Computer Science and Technology, Zhejiang University of Technology（计算机科学与技术学院，浙江工业大学）； Zhejiang University Jinhua Research Institute（浙江大学金华研究院）

专题命中多模态训练与对齐：multimodal(title,abstract)；分类 cs.CV、cs.CL、cs.MM

2505.19201 2025-10-24 cs.CL 79%

DREAM: Drafting with Refined Target Features and Entropy-Adaptive Cross-Attention Fusion for Multimodal Speculative Decoding

Yunhai Hu, Tianhua Xia, Zining Liu, Rahul Raman, Xingyu Liu, Bo Bao, Eric Sather, Vithursan Thangarasa, Sai Qian Zhang

机构 * Courant Institute of Mathematical Sciences, New York University（纽约大学数学科学学院）； Tandon School of Engineering, New York University（纽约大学工程学院）； Cerebras Systems Inc.（Cerebras Systems公司）； University of Pennsylvania（宾夕法尼亚大学）

专题命中多模态训练与对齐：multimodal(title,abstract)；分类 cs.CL

2508.05993 2025-10-24 cs.IR 79%

Efficient Multimodal Streaming Recommendation via Expandable Side Mixture-of-Experts

Yunke Qu, Liang Qu, Tong Chen, Quoc Viet Hung Nguyen, Hongzhi Yin

专题命中多模态训练与对齐：multimodal(title,abstract)

Comments Accepted to CIKM 2025. Code is available at https://github.com/qykcq/Efficient-Multimodal-Streaming-Recommendation-via-Expandable-Side-Mixture-of-Experts

2510.20347 2025-10-24 cs.RO cs.MA 71%

Multi-Modal Decentralized Reinforcement Learning for Modular Reconfigurable Lunar Robots

Ashutosh Mishra, Shreya Santra, Elian Neppel, Edoardo M. Rossi Lombardi, Shamistan Karimov, Kentaro Uno, Kazuya Yoshida

机构 * Space Robotics Lab. (SRL) in Department of Aerospace Engineering, Graduate School of Engineering, Tohoku University（太空机器人实验室（SRL）位于东东北大学航空航天工程系研究生院）； Politecnico di Milano（米兰理工大学）

专题命中多模态训练与对齐：multi-modal(title)

Comments Accepted in IEEE iSpaRo 2025. Awaiting Publication

2509.25033 2025-10-24 cs.CV cs.LG 70%

VT-FSL: Bridging Vision and Text with LLMs for Few-Shot Learning

Wenhao Li, Qiangchang Wang, Xianjing Meng, Zhibin Wu, Yilong Yin

机构 * School of Software, Shandong University（山东大学软件学院）； Shenzhen Loop Area Institute（深圳河套学院）； School of Computing and Artificial Intelligence, Shandong University of Finance and Economics（山东财经大学计算机与人工智能学院）

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

Comments Accepted by NeurIPS 2025

2505.22038 2025-10-24 cs.CV cs.AI 62%

Balanced Token Pruning: Accelerating Vision Language Models Beyond Local Optimization

Kaiyuan Li, Xiaoyue Chen, Chen Gao, Yong Li, Xinlei Chen

机构 * Tsinghua Shenzhen International Graduate School（清华大学深圳国际研究生院）； BNRist, Tsinghua University（清华大学北京研究院）

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

Comments Accepted by Neurips 2025

2510.20345 2025-10-24 cs.AI 57%

LLM-empowered knowledge graph construction: A survey

Haonan Bian

机构 * Xidian University（西安电子科技大学）

专题命中多模态训练与对齐：multimodal(abstract)；分类 cs.AI

2510.20615 2025-10-24 cs.LG 50%

MS-BART: Unified Modeling of Mass Spectra and Molecules for Structure Elucidation

Yang Han, Pengyu Wang, Kai Yu, Xin Chen, Lu Chen

机构 * X-LANCE Lab, School of Computer Science MoE Key Lab of Artificial Intelligence, SJTU AI Institute Shanghai Jiao Tong University, Shanghai, China（X-LANCE实验室，计算机科学学院，人工智能教育部重点实验室，上海交通大学人工智能研究院，上海，中国）； Suzhou Laboratory, Suzhou, China（苏州实验室，苏州，中国）； Shanghai Innovation Institute, Shanghai, China（上海创新研究院，上海，中国）； Jiangsu Key Lab of Language Computing, Suzhou, China（江苏省语言计算重点实验室，苏州，中国）

专题命中多模态训练与对齐：cross-modal(abstract)

Comments NeurIPS 2025, We provide the data and code at https://github.com/OpenDFM/MS-BART

2408.15172 2025-10-24 cs.IR cs.CL cs.CV 81%

X-Reflect: Cross-Reflection Prompting for Multimodal Recommendation

Hanjia Lyu, Ryan Rossi, Xiang Chen, Md Mehrab Tanjim, Stefano Petrangeli, Somdeb Sarkhel, Jiebo Luo

机构 * University of Rochester（罗切斯特大学）； Adobe Research（Adobe研究）

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

2510.20531 2025-10-24 cs.CV cs.AI 73%

Fake-in-Facext: Towards Fine-Grained Explainable DeepFake Analysis

Lixiong Qin, Yang Zhang, Mei Wang, Jiani Hu, Weihong Deng, Weiran Xu

机构 * Beijing University of Posts and Telecommunications（北京邮电大学）； Beijing Normal University（北京师范大学）

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

Comments 25 pages, 9 figures, 17 tables

2510.20136 2025-10-24 math.NA cs.NA 50%

Joint Signal Recovery and Uncertainty Quantification via the Residual Prior Transform

Yao Xiao, Anne Gelb

专题命中其他多模态：multimodal(abstract)

1. 多模态Agent 2 篇