AI Agent

Optimistic Multi-Agent Policy Gradient

Wenshuai Zhao, Yi Zhao, Zhiyuan Li, Juho Kannala, Joni Pajarinen

机构 * Department of Electrical Engineering and Automation, Aalto University, Finland（艾尔沃斯大学电气工程与自动化系） ； Department of Computer Science, Aalto University, Finland（艾尔沃斯大学计算机科学系） ； School of Computer Science and Engineering, University of Electronic Science and Technology of China, China（电子科学与技术大学计算机科学与工程学院） ； University of Oulu, Finland（奥卢大学） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Comments Updated MMDP notation. Published at ICML 2024, 17 pages, 10 figures

DixitWorld: Evaluating Multimodal Abductive Reasoning in Vision-Language Models with Multi-Agent Dixit Gameplay

Yunxiang Mo, Tianshi Zheng, Qing Zong, Jiayu Liu, Baixuan Xu, Yauwai Yim, Chunkit Chan, Jiaxin Bai, Yangqiu Song

机构 * Department of Computer Science and Engineering, HKUST, Hong Kong SAR, China（计算机科学与工程系，香港科技大学，香港特别行政区，中国） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments EMNLP 2025 Wordplay (Spotlight)

RE-Searcher: Robust Agentic Search with Goal-oriented Planning and Self-reflection

Daocheng Fu, Jianbiao Mei, Licheng Wen, Xuemeng Yang, Cheng Yang, Rong Wu, Tao Hu, Siqi Li, Yufan Shen, Xinyu Cai, Pinlong Cai, Botian Shi, Yong Liu, Yu Qiao

机构 * Fudan University（复旦大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Zhejiang University（浙江大学） ； Shanghai Innovation Institute（上海创新研究院） ； Shanghai Jiao Tong University（上海交通大学） ； Central South University（中南大学） 纠错

专题命中 规划决策 ：planning(title,abstract)；agentic(title)；agent(abstract)；分类 cs.CL

Comments 15 pages, 7 figures

Hierarchical Reinforcement Learning with Low-Level MPC for Multi-Agent Control

Max Studt, Georg Schildbach

机构 * Max Studt 1 ； Georg Schildbach 1 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Scaling up Multi-Turn Off-Policy RL and Multi-Agent Tree Search for LLM Step-Provers

Ran Xin, Zeyu Zheng, Yanchen Nie, Kun Yuan, Xia Xiao

机构 * Carnegie Mellon University（卡内基梅隆大学） ； Peking University（北京大学） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Reasoning-Aware Prompt Orchestration: A Foundation Model for Multi-Agent Language Model Coordination

Hassen Dhrif

机构 * Amazon（亚马逊） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

AuditAgent: Expert-Guided Multi-Agent Reasoning for Cross-Document Fraudulent Evidence Discovery

Songran Bai, Bingzhe Wu, Yiwei Zhang, Chengke Wu, Xiaolong Zheng, Yaze Yuan, Ke Wu, Jianqiang Li

机构 * Institute of Automation, Chinese Academy of Sciences（中国科学院自动化研究所） ； Shenzhen University（深圳大学） ； Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences（深圳先进技术研究所） ； Peking University（北京大学） ； Southern University of Science and Technology（南方科技大学） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

DyFlow: Dynamic Workflow Framework for Agentic Reasoning

Yanbo Wang, Zixiang Xu, Yue Huang, Xiangqi Wang, Zirui Song, Lang Gao, Chenxi Wang, Xiangru Tang, Yue Zhao, Arman Cohan, Xiangliang Zhang, Xiuying Chen

机构 * Mohamed bin Zayed University of Artificial Intelligence（莫扎大学人工智能大学） ； University of Notre Dame（诺特大学） ； Yale University（耶鲁大学） ； University of Southern California（南加州大学） 纠错

专题命中 规划决策 ：workflow(title,abstract)；agentic(title)；agent(abstract)；分类 cs.CL

MedMMV: A Controllable Multimodal Multi-Agent Framework for Reliable and Verifiable Clinical Reasoning

Hongjun Liu, Yinghao Zhu, Yuhui Wang, Yitao Long, Zeyu Lai, Lequan Yu, Chen Zhao

机构 * New York University（纽约大学） ； NYU Shanghai（纽约大学上海分校） ； The University of Hong Kong（香港大学） ； Zhejiang University（浙江大学） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments 25 pages, 5 figures

Effective Policy Learning for Multi-Agent Online Coordination Beyond Submodular Objectives

Qixin Zhang, Yan Sun, Can Jin, Xikun Zhang, Yao Shu, Puning Zhao, Li Shen, Dacheng Tao

机构 * College of Computing and Data Science, Nanyang Technological University（南洋理工大学计算机与数据科学学院） ； The University of Sydney（悉尼大学） ； Hong Kong University of Science and Technology(Guangzhou)（香港科技大学（广州）） ； Rutgers University（罗格斯大学） ； Shenzhen Campus of Sun Yat-sen University（中山大学深圳校区） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Comments Accepted to NeurIPS 2025

Global Convergence of Multi-Agent Policy Gradient in Markov Potential Games

Stefanos Leonardos, Will Overman, Ioannis Panageas, Georgios Piliouras

机构 * SUTD（新加坡科技设计大学） ； UC Irvine（加州大学尔湾分校） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Comments New version fixes typos in the proof of main theorem and improves the number of iterations to 1/ε^5 by improving Lemma D.3. We are grateful to Anas Barakat for pointing out the typos

Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks

Lukas Beckenbauer, Johannes-Lucas Loewe, Ge Zheng, Alexandra Brintrup

机构 * Department of Engineering, University of Cambridge（剑桥大学工程系） ； TUM School of Management, Technical University of Munich（慕尼黑技术大学管理学院） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Hierarchical Multi-agent Reinforcement Learning for Cyber Network Defense

Aditya Vikram Singh, Ethan Rathbun, Emma Graham, Lisa Oakley, Simona Boboila, Alina Oprea, Peter Chin

机构 * Northeastern University（东北大学） ； Dartmouth College（达特茅斯学院） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

Comments 13 pages, 7 figures, RLC Paper

Governance-as-a-Service: A Multi-Agent Framework for AI System Compliance and Policy Enforcement

Suyash Gaurav, Jukka Heikkonen, Jatin Chaudhary

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.LG

AgentCDM: Enhancing Multi-Agent Collaborative Decision-Making via ACH-Inspired Structured Reasoning

Xuyang Zhao, Shiwan Zhao, Hualong Yu, Liting Zhang, Qicheng Li

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

TLE-Based A2C Agent for Terrestrial Coverage Orbital Path Planning

Anantha Narayanan, Battu Bhanu Teja, Pruthwik Mishra

专题命中 规划决策 ：agent(title,abstract)；planning(title,abstract)；分类 cs.AI

Comments 8 pages, 6 figures, 5 tables

Multi-Agent Trust Region Policy Optimisation: A Joint Constraint Approach

Chak Lam Shek, Guangyao Shi, Pratap Tokekar

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Efficient Agent: Optimizing Planning Capability for Multimodal Retrieval Augmented Generation

Yuechen Wang, Yuming Qiao, Dan Meng, Jun Yang, Haonan Lu, Zhenyu Yang, Xudong Zhang

机构 * OPPO Research Institute（OPPO研究院） ； OPPO AI Center（OPPO人工智能中心） 纠错

专题命中 规划决策 ：agent(title,abstract)；planning(title,abstract)；分类 cs.AI

GenEscape: Hierarchical Multi-Agent Generation of Escape Room Puzzles

Mengyi Shan, Brian Curless, Ira Kemelmacher-Shlizerman, Steve Seitz

机构 * University of Washington（华盛顿大学） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.CL

Tree-of-Reasoning: Towards Complex Medical Diagnosis via Multi-Agent Reasoning with Evidence Tree

Qi Peng, Jialin Cui, Jiayuan Xie, Yi Cai, Qing Li

机构 * South China University of Technology（华南理工大学） ； Key Laboratory of Big Data and Intelligent Robot (SCUT), Ministry of Education（大数据与智能机器人重点实验室（SCUT）） ； Hong Kong Polytechnic University（香港理工大学） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments Accepted by ACM MM 2025

A Multi-Agent System for Complex Reasoning in Radiology Visual Question Answering

Ziruo Yi, Jinyu Liu, 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 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Multi-Agent Reinforcement Learning for Dynamic Mobility Resource Allocation with Hierarchical Adaptive Grouping

Farshid Nooshi, Suining He

机构 * Ubiquitous \& Urban Computing Lab University of Connecticut Storrs CT USA ； Ubiquitous \& Urban Computing Lab University of Connecticut 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments 5 pages, UrbComp 2025

AI Agent Architecture for Decentralized Trading of Alternative Assets

Ailiya Borjigin, Cong He, Charles CC Lee, Wei Zhou

机构 * Centre for Sustainable Development, University of Newcastle （Australia）, Singapore（可持续发展中心，新南威尔士大学（澳大利亚），新加坡） 纠错

专题命中 规划决策 ：agent(title,abstract)；AI agent(title,abstract)；分类 cs.AI

Comments 8 Pages, 1 figure

Improving monotonic optimization in heterogeneous multi-agent reinforcement learning with optimal marginal deterministic policy gradient

Xiaoyang Yu, Youfang Lin, Shuo Wang, Sheng Han

机构 * School of Computer Science and Technology, Beijing Jiaotong University, Beijing 100044, China（计算机科学与技术学院，北京交通大学，北京100044，中国） ； Beijing Key Laboratory of Traffic Data Mining and Embodied Intelligence（交通数据挖掘与具身智能北京市重点实验室） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

A Fuzzy Supervisor Agent Design for Clinical Reasoning Assistance in a Multi-Agent Educational Clinical Scenario Simulation

Weibing Zheng, Laurah Turner, Jess Kropczynski, Murat Ozer, Seth Overla, Shane Halse

机构 * University of Cincinnati（辛辛那提大学） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments 6 pages, 3 figures, 1 table. 2025 IFSA World Congress NAFIPS Annual Meeting

MAGNET: A Multi-agent Framework for Finding Audio-Visual Needles by Reasoning over Multi-Video Haystacks

Sanjoy Chowdhury, Mohamed Elmoghany, Yohan Abeysinghe, Junjie Fei, Sayan Nag, Salman Khan, Mohamed Elhoseiny, Dinesh Manocha

机构 * University of Maryland, College Park（马里兰大学College Park分校） ； KAUST（卡尔斯兰大学） ； MBZUAI（马克斯·普朗克人工智能研究所） ； University of Toronto（多伦多大学） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments Audio-visual learning, Audio-Visual RAG, Multi-Video Linkage

Curriculum Learning With Counterfactual Group Relative Policy Advantage For Multi-Agent Reinforcement Learning

Weiqiang Jin, Hongyang Du, Guizhong Liu, Dong In Kim

机构 * School of Information and Communications Engineering, Xi'an Jiaotong University（西安交通大学信息与通信工程学院） ； Department of Computer Science and Engineering, The Chinese University of Hong Kong（香港中文大学计算机科学与工程系） ； School of Computer Science and Technology, University of Science and Technology of China（中国科学技术大学计算机科学与技术学院） ； Department of Electrical and Electronic Engineering, The University of Hong Kong（香港大学电子与电气工程系） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments 16 pages; 12figures

LAMARL: LLM-Aided Multi-Agent Reinforcement Learning for Cooperative Policy Generation

Guobin Zhu, Rui Zhou, Wenkang Ji, Shiyu Zhao

机构 * School of Automation Science and Electrical Engineering, Beihang University（自动化科学与电气工程学院，北京航空航天大学） ； WINDY Lab, Department of Artificial Intelligence, Westlake University（WINDY实验室，人工智能学院，西湖大学） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments Accepted by IEEE Robotics and Automation Letters

GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning

Shikhhar Siingh, Abhinav Rawat, Chitta Baral, Vivek Gupta

机构 * School of Computing and Augmented Intelligence, Arizona State University（计算与增强智能学院，亚利桑那州立大学） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.CL

ReAgent: Reversible Multi-Agent Reasoning for Knowledge-Enhanced Multi-Hop QA

Xinjie Zhao, Fan Gao, Xingyu Song, Yingjian Chen, Rui Yang, Yanran Fu, Yuyang Wang, Yusuke Iwasawa, Yutaka Matsuo, Irene Li

机构 * The University of Tokyo（东京大学） ； Duke–NUS Medical School（杜克-国立新加坡大学医学院） ； The Hong Kong University of Science and Technology（香港科学与技术大学） 纠错

专题命中 规划决策 ：agent(title,abstract)；multi-agent(title,abstract)；分类 cs.AI

Comments 25pages, 3 figures