AI Agent

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

Alita: Generalist Agent Enabling Scalable Agentic Reasoning with Minimal Predefinition and Maximal Self-Evolution

Jiahao Qiu, Xuan Qi, Tongcheng Zhang, Xinzhe Juan, Jiacheng Guo, Yifu Lu, Yimin Wang, Zixin Yao, Qihan Ren, Xun Jiang, Xing Zhou, Dongrui Liu, Ling Yang, Yue Wu, Kaixuan Huang, Shilong Liu, Hongru Wang, Mengdi Wang

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

Comments 9 pages, 3 figures

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

ALAS: A Stateful Multi-LLM Agent Framework for Disruption-Aware Planning

Edward Y. Chang, Longling Geng

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

Comments 36 pages, 10 figures, 19 tables

BELLE: A Bi-Level Multi-Agent Reasoning Framework for Multi-Hop Question Answering

Taolin Zhang, Dongyang Li, Qizhou Chen, Chengyu Wang, Xiaofeng He

机构 * School of Computer Science and Information Engineering, Hefei University of Technology（合肥工业大学计算机科学与信息工程学院） ； Shanghai University of Electric Power（上海电力大学） ； Alibaba Group（阿里巴巴集团） ； East China Normal University（华东师范大学） 纠错

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

Comments Accepted by ACL2025 main track

Consolidation via Policy Information Regularization in Deep RL for Multi-Agent Games

Tailia Malloy, Tim Klinger, Miao Liu, Matthew Riemer, Gerald Tesauro, Chris R. Sims

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

LLMSR@XLLM25: Less is More: Enhancing Structured Multi-Agent Reasoning via Quality-Guided Distillation

Jiahao Yuan, Xingzhe Sun, Xing Yu, Jingwen Wang, Dehui Du, Zhiqing Cui, Zixiang Di

机构 * First Author Affiliation（第一作者机构） ； Second Author Affiliation（第二作者机构） 纠错

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

Comments XLLM @ ACL 2025 Shared Task-III: LLM for Structural Reasoning (LLM-SR)

Securing Agentic AI: A Comprehensive Threat Model and Mitigation Framework for Generative AI Agents

Vineeth Sai Narajala, Om Narayan

机构 * Amazon Web Services（亚马逊网络服务） 纠错

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

Comments 12 pages, 2 figures, 1 table, typos corrected, references added

Conformal Off-Policy Prediction for Multi-Agent Systems

Tom Kuipers, Renukanandan Tumu, Shuo Yang, Milad Kazemi, Rahul Mangharam, Nicola Paoletti

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

Comments Accepted for publication in the 63rd IEEE Conference on Decision and Control (CDC) 2024

Multi-agent cooperation through learning-aware policy gradients

Alexander Meulemans, Seijin Kobayashi, Johannes von Oswald, Nino Scherrer, Eric Elmoznino, Blake Richards, Guillaume Lajoie, Blaise Agüera y Arcas, João Sacramento

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

Discrete GCBF Proximal Policy Optimization for Multi-agent Safe Optimal Control

Songyuan Zhang, Oswin So, Mitchell Black, Chuchu Fan

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

Comments 31 pages, 15 figures; Accepted by the thirteenth International Conference on Learning Representations (ICLR 2025)

STMA: A Spatio-Temporal Memory Agent for Long-Horizon Embodied Task Planning

Mingcong Lei, Yiming Zhao, Ge Wang, Zhixin Mai, Shuguang Cui, Yatong Han, Jinke Ren

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

A novel multi-agent dynamic portfolio optimization learning system based on hierarchical deep reinforcement learning

Ruoyu Sun, Yue Xi, Angelos Stefanidis, Zhengyong Jiang, Jionglong Su

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

Enhancing Workplace Productivity and Well-being Using AI Agent

Ravirajan K, Arvind Sundarajan

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

Hierarchical Multi-agent Meta-Reinforcement Learning for Cross-channel Bidding

Shenghong He, Chao Yu

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

Responsibility-aware Strategic Reasoning in Probabilistic Multi-Agent Systems

Chunyan Mu, Muhammad Najib, Nir Oren

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

AgentMixer: Multi-Agent Correlated Policy Factorization

Zhiyuan Li, Wenshuai Zhao, Lijun Wu, Joni Pajarinen

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

Counterfactual Multi-Agent Policy Gradients

Jakob Foerster, Gregory Farquhar, Triantafyllos Afouras, Nantas Nardelli, Shimon Whiteson

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

Can an AI Agent Safely Run a Government? Existence of Probably Approximately Aligned Policies

Frédéric Berdoz, Roger Wattenhofer

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

Comments Accepted at NeurIPS 2024

Mars-PO: Multi-Agent Reasoning System Preference Optimization

Xiaoxuan Lou, Chaojie Wang, Bo An

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

Improving LLM Reasoning with Multi-Agent Tree-of-Thought Validator Agent

Fatemeh Haji, Mazal Bethany, Maryam Tabar, Jason Chiang, Anthony Rios, Peyman Najafirad

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

Guiding Multi-agent Multi-task Reinforcement Learning by a Hierarchical Framework with Logical Reward Shaping

Chanjuan Liu, Jinmiao Cong, Bingcai Chen, Yaochu Jin, Enqiang Zhu

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

DepsRAG: Towards Agentic Reasoning and Planning for Software Dependency Management

Mohannad Alhanahnah, Yazan Boshmaf

专题命中 规划决策 ：planning(title)；agentic(title)；agent(abstract)；multi-agent(abstract)

Simulation-Based Optimistic Policy Iteration For Multi-Agent MDPs with Kullback-Leibler Control Cost

Khaled Nakhleh, Ceyhun Eksin, Sabit Ekin

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