AI Agent

Assessing the Robustness and Resilience of U.S. Strategic Highways: A Network Science Perspective

Sukhwan Chung, Daniel Sardak, Jeffrey Cegan, Igor Linkov

专题命中 规划决策 ：planning(abstract)

Journal ref (2025). Assessing the Robustness and Resilience of U.S. Strategic Highways: A Network Science Perspective. Transportation Research Record, 0(0)

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)

MarsRL: Advancing Multi-Agent Reasoning System via Reinforcement Learning with Agentic Pipeline Parallelism

Shulin Liu, Dong Du, Tao Yang, Yang Li, Boyu Qiu

机构 * Tencent Hunyuan Team（腾讯文言团队） 纠错

专题命中 工作流自动化 ：agent(title,abstract)；agentic(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments 10 pages

AI Agent-Driven Framework for Automated Product Knowledge Graph Construction in E-Commerce

Dimitar Peshevski, Riste Stojanov, Dimitar Trajanov

机构 * Faculty of Computer Science and Engineering（计算机科学与工程系） 纠错

专题命中 工作流自动化 ：agent(title,abstract)；AI agent(title,abstract)；分类 cs.AI

Comments Proceedings of the 1st GOBLIN Workshop on Knowledge Graph Technologies

Journal ref The 1st GOBLIN Workshop on Knowledge Graph Technologies, June 12, 2025 in Leipzig, Germany

NetGent: Agent-Based Automation of Network Application Workflows

Jaber Daneshamooz, Eugene Vuong, Laasya Koduru, Sanjay Chandrasekaran, Arpit Gupta

机构 * University of California Santa Barbara（加州大学圣巴巴拉分校） ； California State University, East Bay（加州州立大学东湾分校） 纠错

专题命中 工作流自动化 ：agent(title,abstract)；分类 cs.AI

Large language models in materials science and the need for open-source approaches

Fengxu Yang, Weitong Chen, Jack D. Evans

机构 * School of Physics, Chemistry and Earth Sciences, The University of Adelaide（物理、化学和地球科学学院，阿德莱德大学） ； School of Computer and Mathematical Sciences, The University of Adelaide（计算机与数学科学学院，阿德莱德大学） 纠错

专题命中 工作流自动化 ：agent(abstract)；agentic(abstract)；multi-agent(abstract)；分类 cs.CL

Comments 16 pages, 5 figures

GELATO: Multi-Instruction Trajectory Reshaping via Geometry-Aware Multiagent-based Orchestration

Junhui Huang, Yuhe Gong, Changsheng Li, Xingguang Duan, Luis Figueredo

机构 * Beijing Institute of Technology (BIT)（北京理工大学） ； School of Computer Science, University of Nottingham（诺丁汉大学计算机学院） 纠错

专题命中 工作流自动化 ：agent(abstract)；multi-agent(abstract)

Surrogate-Based Differentiable Pipeline for Shape Optimization

Andrin Rehmann, Nolan Black, Josiah Bjorgaard, Alessandro Angioi, Andrei Paleyes, Niklas Heim, Dion Häfner, Alexander Lavin

机构 * Pasteur Labs（帕斯特实验室） 纠错

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.AI、cs.LG

AI Assisted AR Assembly: Object Recognition and Computer Vision for Augmented Reality Assisted Assembly

Alexander Htet Kyaw, Haotian Ma, Sasa Zivkovic, Jenny Sabin

机构 * Massachusetts Institute of Technology（麻省理工学院） ； Cornell University（康奈尔大学） 纠错

专题命中 工作流自动化 ：workflow(abstract)；分类 cs.AI

Comments Accepted to the Association for Computing Machinery (ACM) Symposium on Computational Fabrication (SCF '25)

The Interoperability Challenge in DFT Workflows Across Implementations

S. K. Steensen, T. S. Thakur, M. Dillenz, J. M. Carlsson, C. R. C. Rego, E. Flores, H. Hajiyani, F. Hanke, J. M. G. Lastra, W. Wenzel, N. Marzari, T. Vegge, G. Pizzi, I. E. Castelli

专题命中 工作流自动化 ：workflow(abstract)

Mapping Literature Landscapes with Data-Driven Discovery: A Case Study on MOEA/D

Mingyu Huang, Shasha Zhou, Ke Li

专题命中 工作流自动化 ：workflow(abstract)

Towards Verified Code Reasoning by LLMs

Meghana Sistla, Gogul Balakrishnan, Pat Rondon, José Cambronero, Michele Tufano, Satish Chandra

机构 * University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Google DeepMind（谷歌DeepMind） ； Google（谷歌） ； Meta Platforms（元平台） 纠错

专题命中 软件智能体 ：agent(abstract)；分类 cs.LG、cs.SE

Comments 43 pages

Text-to-SQL Domain Adaptation via Human-LLM Collaborative Data Annotation

Yuan Tian, Daniel Lee, Fei Wu, Tung Mai, Kun Qian, Siddhartha Sahai, Tianyi Zhang, Yunyao Li

机构 * Purdue University（普渡大学） ； Adobe Inc.（Adobe公司） 纠错

专题命中 软件智能体 ：workflow(abstract)；分类 cs.AI

Comments Accepted by IUI'25 Code & Demo: https://github.com/magic-YuanTian/SQLsynth

HARNESS: Human-Agent Risk Navigation and Event Safety System for Proactive Hazard Forecasting in High-Risk DOE Environments

Ran Elgedawy, Sanjay Das, Ethan Seefried, Gavin Wiggins, Ryan Burchfield, Dana Hewit, Sudarshan Srinivasan, Todd Thomas, Prasanna Balaprakash, Tirthankar Ghosal

机构 * Oak Ridge National Laboratory（奥克勒斯国家实验室） 纠错

专题命中 GUI与网页智能体 ：agent(title,abstract)；agentic(abstract)；分类 cs.AI

WetExplorer: Automating Wetland Greenhouse-Gas Surveys with an Autonomous Mobile Robot

Jose Vasquez, Xuping Zhang

机构 * Department of Mechanical and Production Engineering, Aarhus University（机械与生产工程系，奥胡斯大学） 纠错

专题命中 GUI与网页智能体 ：planning(abstract)；workflow(abstract)

Comments To be published in 2025 IEEE International Conference on Robotics and Biomimetics

RLSLM: A Hybrid Reinforcement Learning Framework Aligning Rule-Based Social Locomotion Model with Human Social Norms

Yitian Kou, Yihe Gu, Chen Zhou, DanDan Zhu, Shuguang Kuai

专题命中 GUI与网页智能体 ：agent(abstract)；分类 cs.AI

Comments AAAI 2026