多模态大模型

AffordBot: 3D Fine-grained Embodied Reasoning via Multimodal Large Language Models

Xinyi Wang, Xun Yang, Yanlong Xu, Yuchen Wu, Zhen Li, Na Zhao

机构 * University of Science and Technology of China（科学技术大学） ； Singapore University of Technology and Design（新加坡科技设计大学） ； Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） 纠错

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

Comments NeurIPS 2025

URDF-Anything: Constructing Articulated Objects with 3D Multimodal Language Model

Zhe Li, Xiang Bai, Jieyu Zhang, Zhuangzhe Wu, Che Xu, Ying Li, Chengkai Hou, Shanghang Zhang

机构 * State Key Laboratory of Multimedia Information Processing, School of Computer Science, Peking University（多媒体信息处理国家重点实验室，计算机学院，北京大学） ； University of Washington（华盛顿大学） 纠错

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

Comments Accepted to the 39th Conference on Neural Information Processing Systems (NeurIPS 2025)

ReLook: Vision-Grounded RL with a Multimodal LLM Critic for Agentic Web Coding

Yuhang Li, Chenchen Zhang, Ruilin Lv, Ao Liu, Ken Deng, Yuanxing Zhang, Jiaheng Liu, Wiggin Zhou, Bo Zhou

机构 * LLM Department, Tencent（腾讯大语言模型部门） ； Peking University（北京大学） ； Nanjing University（南京大学） 纠错

专题命中 多模态Agent ：multimodal(title,abstract)；MLLM(abstract)；分类 cs.CL

Seeing, Listening, Remembering, and Reasoning: A Multimodal Agent with Long-Term Memory

Lin Long, Yichen He, Wentao Ye, Yiyuan Pan, Yuan Lin, Hang Li, Junbo Zhao, Wei Li

机构 * Zhejiang University（浙江大学） ； Shanghai Jiao Tong University（上海交通大学） 纠错

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

Cross-Modal Content Optimization for Steering Web Agent Preferences

Tanqiu Jiang, Min Bai, Nikolaos Pappas, Yanjun Qi, Sandesh Swamy

机构 * Stony Brook University（石溪大学） ； AWS AI Labs（亚马逊人工智能实验室） 纠错

专题命中 多模态Agent ：cross-modal(title,abstract)；multimodal(abstract)；分类 cs.AI

Multimodal Large Language Model Framework for Safe and Interpretable Grid-Integrated EVs

Jean Douglas Carvalho, Hugo Kenji, Ahmad Mohammad Saber, Glaucia Melo, Max Mauro Dias Santos, Deepa Kundur

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

Comments This paper has been presented at the 2025 IEEE PES Conference on Innovative Smart Grid Technologies (ISGT 2025)

Grounding Multimodal LLMs to Embodied Agents that Ask for Help with Reinforcement Learning

Ram Ramrakhya, Matthew Chang, Xavier Puig, Ruta Desai, Zsolt Kira, Roozbeh Mottaghi

机构 * Georgia Institute of Technology（佐治亚理工学院） ； Meta FAIR 纠错

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

MV-Debate: Multi-view Agent Debate with Dynamic Reflection Gating for Multimodal Harmful Content Detection in Social Media

Rui Lu, Jinhe Bi, Yunpu Ma, Feng Xiao, Yuntao Du, Yijun Tian

专题命中 多模态Agent ：multimodal(title,abstract)；cross-modal(abstract)；分类 cs.AI

Caution for the Environment: Multimodal LLM Agents are Susceptible to Environmental Distractions

Xinbei Ma, Yiting Wang, Yao Yao, Tongxin Yuan, Aston Zhang, Zhuosheng Zhang, Hai Zhao

机构 * School of Computer Science（计算机学院） ； Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering（智能交互与认知工程重点实验室） ； Shanghai Jiao Tong University（上海交通大学） ； Shanghai Key Laboratory of Trusted Data Circulation and Governance in Web3（Web3可信数据流通与治理上海市重点实验室） ； GenAI, Meta（Meta GenAI） 纠错

专题命中 多模态Agent ：multimodal(title,abstract)；MLLM(abstract)；分类 cs.CL

Comments ACL 2025

SentiMM: A Multimodal Multi-Agent Framework for Sentiment Analysis in Social Media

Xilai Xu, Zilin Zhao, Chengye Song, Zining Wang, Jinhe Qiang, Jiongrui Yan, Yuhuai Lin

机构 * College of Information and Electrical Engineering, China Agricultural University（信息与电气工程学院，中国农业大学） ； College of Software, Jilin University（软件学院，吉林大学） ； College of Communication Engineering, Jilin University（通信工程学院，吉林大学） 纠错

专题命中 多模态Agent ：multimodal(title,abstract)；cross-modal(abstract)；分类 cs.CL

Follow-Your-Instruction: A Comprehensive MLLM Agent for World Data Synthesis

Kunyu Feng, Yue Ma, Xinhua Zhang, Boshi Liu, Yikuang Yuluo, Yinhan Zhang, Runtao Liu, Hongyu Liu, Zhiyuan Qin, Shanhui Mo, Qifeng Chen, Zeyu Wang

机构 * HKUST(GZ)（香港科技大学（广州）） ； HKUST（香港科技大学） ； Tsinghua Univerisity（清华大学） ； Peking University（北京大学） ； Chongqing University（重庆大学） ； Beijing Innovation Center of Humanoid Robotics（北京人形机器人创新中心） 纠错

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

PAST: A multimodal single-cell foundation model for histopathology and spatial transcriptomics in cancer

Changchun Yang, Haoyang Li, Yushuai Wu, Yilan Zhang, Yifeng Jiao, Yu Zhang, Rihan Huang, Yuan Cheng, Yuan Qi, Xin Guo, Xin Gao

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

MAM: Modular Multi-Agent Framework for Multi-Modal Medical Diagnosis via Role-Specialized Collaboration

Yucheng Zhou, Lingran Song, Jianbing Shen

专题命中 多模态Agent ：multi-modal(title,abstract)；multimodal(abstract)；分类 cs.CL

Comments ACL 2025 Findings

Visual Embodied Brain: Let Multimodal Large Language Models See, Think, and Control in Spaces

Gen Luo, Ganlin Yang, Ziyang Gong, Guanzhou Chen, Haonan Duan, Erfei Cui, Ronglei Tong, Zhi Hou, Tianyi Zhang, Zhe Chen, Shenglong Ye, Lewei Lu, Jingbo Wang, Wenhai Wang, Jifeng Dai, Yu Qiao, Rongrong Ji, Xizhou Zhu

机构 * Shanghai AI Laboratory（上海人工智能实验室） ； Tsinghua University（清华大学） ； University of Science and Technology of China（中国科学技术大学） ； Shanghai Jiao Tong University（上海交通大学） ； Xiamen University（厦门大学） ； SenseTime Research（商汤科技研究院） ； Zhejiang University（浙江大学） ； Nanjing University（南京大学） 纠错

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

Agent-Centric Personalized Multiple Clustering with Multi-Modal LLMs

Ziye Chen, Yiqun Duan, Riheng Zhu, Zhenbang Sun, Mingming Gong

机构 * TikTok, Australia ； School of Mathematics and Statistics, University of Melbourne（墨尔本大学数学与统计学学院） 纠错

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

Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent

Yangning Li, Yinghui Li, Xinyu Wang, Yong Jiang, Zhen Zhang, Xinran Zheng, Hui Wang, Hai-Tao Zheng, Philip S. Yu, Fei Huang, Jingren Zhou

机构 * Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院） ； Peng Cheng Laboratory（鹏城实验室） ； Tongyi Lab, Alibaba Group（阿里云实验室） ； University College London（伦敦大学学院） ； University of Illinois Chicago（伊利诺伊大学芝加哥分校） 纠错

专题命中 多模态Agent ：multimodal(title,abstract)；multi-modal(abstract)；分类 cs.CL

MathAgent: Leveraging a Mixture-of-Math-Agent Framework for Real-World Multimodal Mathematical Error Detection

Yibo Yan, Shen Wang, Jiahao Huo, Philip S. Yu, Xuming Hu, Qingsong Wen

机构 * Squirrel Ai Learning ； The Hong Kong University of Science and Technology (Guangzhou)（香港科学与技术大学（广州）） ； The Hong Kong University of Science and Technology（香港科学与技术大学） ； University of Illinois at Chicago（伊利诺伊大学香槟分校） 纠错

专题命中 多模态Agent ：multimodal(title,abstract)；image-text(abstract)；分类 cs.CL

Comments Accepted by The 63rd Annual Meeting of the Association for Computational Linguistics (ACL Industry 2025, Oral Presentation)

A Multimodal Multi-Agent Framework for Radiology Report Generation

Ziruo Yi, Ting Xiao, Mark V. Albert

机构 * University of North Texas（北卡罗来纳州立大学） 纠错

专题命中 多模态Agent ：multimodal(title,abstract)；cross-modal(abstract)；分类 cs.AI

GridMind: A Multi-Agent NLP Framework for Unified, Cross-Modal NFL Data Insights

Jordan Chipka, Chris Moyer, Clay Troyer, Tyler Fuelling, Jeremy Hochstedler

专题命中 多模态Agent ：cross-modal(title,abstract)；multimodal(abstract)；分类 cs.AI

Comments 16 pages, 2 figures, submitted to 2025 Sloan Sports Analytics Conference

Multimodal Agricultural Agent Architecture (MA3): A New Paradigm for Intelligent Agricultural Decision-Making

Zhuoning Xu, Jian Xu, Mingqing Zhang, Peijie Wang, Chao Deng, Cheng-Lin Liu

专题命中 多模态Agent ：multimodal(title,abstract)；cross-modal(abstract)；分类 cs.AI

Seeing and Reasoning with Confidence: Supercharging Multimodal LLMs with an Uncertainty-Aware Agentic Framework

Zhuo Zhi, Chen Feng, Adam Daneshmend, Mine Orlu, Andreas Demosthenous, Lu Yin, Da Li, Ziquan Liu, Miguel R. D. Rodrigues

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

Optimus-2: Multimodal Minecraft Agent with Goal-Observation-Action Conditioned Policy

Zaijing Li, Yuquan Xie, Rui Shao, Gongwei Chen, Dongmei Jiang, Liqiang Nie

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

Comments Accept to CVPR 2025, Project page: https://cybertronagent.github.io/Optimus-2.github.io/

Transforming Multimodal Models into Action Models for Radiotherapy

Matteo Ferrante, Alessandra Carosi, Rolando Maria D Angelillo, Nicola Toschi

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

Distributed Multi-Agent Coordination Using Multi-Modal Foundation Models

Saaduddin Mahmud, Dorian Benhamou Goldfajn, Shlomo Zilberstein

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

Attention-driven GUI Grounding: Leveraging Pretrained Multimodal Large Language Models without Fine-Tuning

Hai-Ming Xu, Qi Chen, Lei Wang, Lingqiao Liu

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

Comments Accepted to AAAI 2025

Fragmented Layer Grouping in GUI Designs Through Graph Learning Based on Multimodal Information

Yunnong Chen, Shuhong Xiao, Jiazhi Li, Tingting Zhou, Yanfang Chang, Yankun Zhen, Lingyun Sun, Liuqing Chen

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

Comments 28 pages,6 figures

Efficient Multimodal Learning from Data-centric Perspective

Muyang He, Yexin Liu, Boya Wu, Jianhao Yuan, Yueze Wang, Tiejun Huang, Bo Zhao

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

Visual Reasoning and Multi-Agent Approach in Multimodal Large Language Models (MLLMs): Solving TSP and mTSP Combinatorial Challenges

Mohammed Elhenawy, Ahmad Abutahoun, Taqwa I. Alhadidi, Ahmed Jaber, Huthaifa I. Ashqar, Shadi Jaradat, Ahmed Abdelhay, Sebastien Glaser, Andry Rakotonirainy

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

Agent AI: Surveying the Horizons of Multimodal Interaction

Zane Durante, Qiuyuan Huang, Naoki Wake, Ran Gong, Jae Sung Park, Bidipta Sarkar, Rohan Taori, Yusuke Noda, Demetri Terzopoulos, Yejin Choi, Katsushi Ikeuchi, Hoi Vo, Li Fei-Fei, Jianfeng Gao

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

SpeechAgents: Human-Communication Simulation with Multi-Modal Multi-Agent Systems

Dong Zhang, Zhaowei Li, Pengyu Wang, Xin Zhang, Yaqian Zhou, Xipeng Qiu

专题命中 多模态Agent ：multi-modal(title,abstract)；multimodal(abstract)；分类 cs.CL

Comments work in progress