AI Agent

Refine and Align: Confidence Calibration through Multi-Agent Interaction in VQA

Ayush Pandey, Jai Bardhan, Ishita Jain, Ramya S Hebbalaguppe, Rohan Raju Dhanakshirur, Lovekesh Vig

机构 * TCS Research（塔塔咨询研究） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；agentic(abstract)；分类 cs.AI、cs.LG

Comments 17 pages, 6 figures, 5 tables. Accepted to Special Track on AI Alignment, AAAI 2026. Project Page- https://refine-align.github.io/

HPCAgentTester: A Multi-Agent LLM Approach for Enhanced HPC Unit Test Generation

Rabimba Karanjai, Lei Xu, Weidong Shi

机构 * University Of Houston（德克萨斯大学休斯顿分校） ； Kent State University（肯特州立大学） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；workflow(abstract)；分类 cs.AI、cs.SE

Comments Accepted in AIWare 2025

Robust and Efficient Communication in Multi-Agent Reinforcement Learning

Zejiao Liu, Yi Li, Jiali Wang, Junqi Tu, Yitian Hong, Fangfei Li, Yang Liu, Toshiharu Sugawara, Yang Tang

机构 * Department of Mathematics, East China University of Science and Technology（东华大学数学系） ； Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology（能源化工过程智能制造重点实验室，东华大学） ； Hangzhou School of Automation, Zhejiang Normal University（浙江师范大学杭州自动化学院） ； Department of Computer Science, Waseda University（早稻田大学计算机科学系） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；autonomous agent(abstract)；分类 cs.AI

Exposing Weak Links in Multi-Agent Systems under Adversarial Prompting

Nirmit Arora, Sathvik Joel, Ishan Kavathekar, Palak, Rohan Gandhi, Yash Pandya, Tanuja Ganu, Aditya Kanade, Akshay Nambi

机构 * Microsoft Research（微软研究院） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；tool use(abstract)；分类 cs.AI

Comments 10 pages, 3 figures. Code available at https://github.com/microsoft/SafeAgents

Visual Document Understanding and Reasoning: A Multi-Agent Collaboration Framework with Agent-Wise Adaptive Test-Time Scaling

Xinlei Yu, Chengming Xu, Zhangquan Chen, Yudong Zhang, Shilin Lu, Cheng Yang, Jiangning Zhang, Shuicheng Yan, Xiaobin Hu

机构 * National University of Singapore（新加坡国立大学） ； Tencent Youtu Lab（腾讯优图实验室） ； Tsinghua University（清华大学） ； University of Science and Technology of China（中国科学技术大学） ； Nanyang Technological University（南洋理工大学） ； Zhejiang University（浙江大学） ； DeepWisdom（深智科技） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；planning(abstract)；分类 cs.AI

GraphMASAL: A Graph-based Multi-Agent System for Adaptive Learning

Biqing Zeng, Mengquan Liu, Zongwei Zhen

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；planning(abstract)

Comments 9 pages, 3 figures,submitted to AAMAS 2026

DocLens : A Tool-Augmented Multi-Agent Framework for Long Visual Document Understanding

Dawei Zhu, Rui Meng, Jiefeng Chen, Sujian Li, Tomas Pfister, Jinsung Yoon

机构 * Google Cloud AI Research（谷歌云人工智能研究） ； School of Computer Science, Peking University（北京大学计算机学院） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.CL

Key Decision-Makers in Multi-Agent Debates: Who Holds the Power?

Qian Zhang, Yan Zheng, Jinyi Liu, Hebin Liang, Lanjun Wang

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Dimension Reduction via Random Projection for Privacy in Multi-Agent Systems

Puspanjali Ghoshal, Ashok Singh Sairam

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)

Comments This work has been submitted to the IEEE for possible publication

Parking of Connected Automated Vehicles: Vehicle Control, Parking Assignment, and Multi-agent Simulation

Xu Shen, Yongkeun Choi, Alex Wong, Francesco Borrelli, Scott Moura, Soomin Woo

专题命中 多智能体 ：agent(title)；multi-agent(title)；planning(abstract)

Towards Assume-Guarantee Verification of Abilities in Stochastic Multi-Agent Systems

Wojciech Jamroga, Damian Kurpiewski, Łukasz Mikulski

专题命中 多智能体 ：agent(title)；multi-agent(title)

Comments technical report, work in progress

An Adaptive Multi Agent Bitcoin Trading System

Aadi Singhi

机构 * UCL Computer Science（伦敦大学学院计算机科学系） 纠错

专题命中 多智能体 ：agent(title,abstract)；分类 cs.AI

Comments 18 pages, 6 figures , 2 tables

Drone Swarm Energy Management

Michael Z. Zgurovsky, Pavlo O. Kasyanov, Liliia S. Paliichuk

机构 * Institute for Applied System Analysis（应用系统分析研究所） 纠错

专题命中 多智能体 ：agent(abstract)；multi-agent(abstract)

Comments 14 pages, 4 Tables, 2 Figures

Modelling vehicle and pedestrian collective dynamics: Challenges and advances

Antoine Tordeux, Cécile Appert-Rolland, Alexandre Nicolas, Armin Seyfried, Denis Ullmo

专题命中 多智能体 ：agent(abstract)；multi-agent(abstract)

Comments 20 pages, 6 figures

Decentralized Swarm Control via SO(3) Embeddings for 3D Trajectories

Dimitria Silveria, Kleber Cabral, Peter Jardine, Sidney Givigi

机构 * Department of Electrical and Computer Engineering, and the Ingenuity Labs Research Institute（电气与计算机工程系，以及创新实验室研究机构） ； School of Computing and the Ingenuity Labs Research Institute（计算学院，以及创新实验室研究机构） 纠错

专题命中 多智能体 ：agent(abstract)；multi-agent(abstract)