多模态大模型

Beyond Seeing: Evaluating Multimodal LLMs on Tool-Enabled Image Perception, Transformation, and Reasoning

Xingang Guo, Utkarsh Tyagi, Advait Gosai, Paula Vergara, Jayeon Park, Ernesto Gabriel Hernández Montoya, Chen Bo Calvin Zhang, Bin Hu, Yunzhong He, Bing Liu, Rakshith Sharma Srinivasa

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

P1GPT: a multi-agent LLM workflow module for multi-modal financial information analysis

Chen-Che Lu, Yun-Cheng Chou, Teng-Ruei Chen

专题命中 多模态Agent ：multi-modal(title,abstract)

Robust Understanding of Human-Robot Social Interactions through Multimodal Distillation

Tongfei Bian, Mathieu Chollet, Tanaya Guha

机构 * University of Glasgow（格拉斯哥大学） ； University of Glasgow School of Computer Science（格拉斯哥大学计算机科学学院） 纠错

专题命中 多模态Agent ：multimodal(title,abstract)

Comments Accepted by ACM Multimedia 2025, camera-ready version

Embodied Navigation with Auxiliary Task of Action Description Prediction

Haru Kondoh, Asako Kanezaki

机构 * Institute of Science Tokyo（东京科学研究所） ； RIKEN AIP（日本科学技术研究所AIP） 纠错

专题命中 多模态Agent ：multimodal(abstract)；audio-visual(abstract)；分类 cs.CV

Comments ICCV 2025 Poster

Avi: Action from Volumetric Inference

Harris Song, Long Le

机构 * University of California, Los Angeles（加州大学洛杉矶分校） ； University of pennsylvania（宾夕法尼亚大学） 纠错

专题命中 多模态Agent ：multi-modal(abstract)；MLLM(abstract)

Comments NeurIPS 2025 Workshop on Embodied World Models for Decision Making. URL: https://avi-3drobot.github.io/

ESCA: Contextualizing Embodied Agents via Scene-Graph Generation

Jiani Huang, Amish Sethi, Matthew Kuo, Mayank Keoliya, Neelay Velingker, JungHo Jung, Ser-Nam Lim, Ziyang Li, Mayur Naik

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

Comments Accepted as a Spotlight Paper at NeurIPS 2025

BTL-UI: Blink-Think-Link Reasoning Model for GUI Agent

Shaojie Zhang, Ruoceng Zhang, Pei Fu, Shaokang Wang, Jiahui Yang, Xin Du, Shiqi Cui, Bin Qin, Ying Huang, Zhenbo Luo, Jian Luan

机构 * Xiaomi Inc（小米公司） 纠错

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

Comments Accepted at NeurIPS 2025

Deep Literature Survey Automation with an Iterative Workflow

Hongbo Zhang, Han Cui, Yidong Wang, Yijian Tian, Qi Guo, Cunxiang Wang, Jian Wu, Chiyu Song, Yue Zhang

机构 * Zhejiang University（浙江大学） ； School of Engineering, Westlake University（西湖大学工程学院） ； Peking University（北京大学） ； Institute of Advanced Technology, Westlake Institute for Advanced Study（西湖先进研究院技术研究所） 纠错

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

Comments Preprint version

ColorEcosystem: Powering Personalized, Standardized, and Trustworthy Agentic Service in massive-agent Ecosystem

Fangwen Wu, Zheng Wu, Jihong Wang, Yunku Chen, Ruiguang Pei, Heyuan Huang, Xin Liao, Xingyu Lou, Huarong Deng, Zhihui Fu, Weiwen Liu, Zhuosheng Zhang, Weinan Zhang, Jun Wang

机构 * Shanghai Jiao Tong University（上海交通大学） ； OPPO 纠错

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

SEEA-R1: Tree-Structured Reinforcement Fine-Tuning for Self-Evolving Embodied Agents

Wanxin Tian, Shijie Zhang, Kevin Zhang, Xiaowei Chi, Chunkai Fan, Junyu Lu, Yulin Luo, Qiang Zhou, Yiming Zhao, Ning Liu, Siyu Lin, Zhiyuan Qin, Xiaozhu Ju, Shanghang Zhang, Jian Tang

机构 * Beijing Innovation Center of Humanoid Robotics（人形机器人创新中心） ； 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，计算机科学学院，北京大学） 纠错

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

Creating a customisable Socratic AI physics tutor

Eugenio Tufino, Bor Gregorcic

专题命中 多模态Agent ：multimodal(abstract)

Comments 7 pages, 3 figures

Journal ref Phys. Educ. 60 065037 (2025)