AI Agent

rStar2-Agent: Agentic Reasoning Technical Report

Ning Shang, Yifei Liu, Yi Zhu, Li Lyna Zhang, Weijiang Xu, Xinyu Guan, Buze Zhang, Bingcheng Dong, Xudong Zhou, Bowen Zhang, Ying Xin, Ziming Miao, Scarlett Li, Fan Yang, Mao Yang

机构 * Microsoft Research（微软研究院） 纠错

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

Encouraging Good Processes Without the Need for Good Answers: Reinforcement Learning for LLM Agent Planning

Zhiwei Li, Yong Hu, Wenqing Wang

机构 * WeChat, Tencent Inc., China（微信，腾讯公司，中国） ； School of Software & Microelectronics, Peking University, Beijing（软件与微电子学院，北京大学，北京） 纠错

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

A Multi-Agent Approach to Neurological Clinical Reasoning

Moran Sorka, Alon Gorenshtein, Dvir Aran, Shahar Shelly

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

Society of Mind Meets Real-Time Strategy: A Hierarchical Multi-Agent Framework for Strategic Reasoning

Daechul Ahn, San Kim, Jonghyun Choi

机构 * Seoul National University（首尔国立大学） 纠错

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

Comments COLM 2025

RAILGUN: A Unified Convolutional Policy for Multi-Agent Path Finding Across Different Environments and Tasks

Yimin Tang, Xiao Xiong, Jingyi Xi, Jiaoyang Li, Erdem Bıyık, Sven Koenig

机构 * Thomas Lord Department of Computer Science, University of Southern California（美国南加州大学计算机科学系） ； Independent Researcher（独立研究者） ； Carnegie Mellon University（卡内基梅隆大学） ； University of California, 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)；planning(abstract)；分类 cs.AI

Comments 7 pages

Journal ref 2025 IEEE/RSJ International Conference on Intelligent Robots and Systems

Adaptive AI Agent Placement and Migration in Edge Intelligence Systems

Xingdan Wang, Jiayi He, Zhiqing Tang, Jianxiong Guo, Jiong Lou, Liping Qian, Tian Wang, Weijia Jia

机构 * Institute of Artificial Intelligence and Future Networks, Beijing Normal University, China（人工智能与未来网络研究院，北京师范大学，中国） ； Faculty of Arts and Sciences, Beijing Normal University, China（文理学院，北京师范大学，中国） ； Department of Computer Science and Engineering, Shanghai Jiao Tong University, China（计算机科学与工程系，上海交通大学，中国） ； College of Information Engineering, Zhejiang University of Technology, China（信息工程学院，浙江工业大学，中国） 纠错

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

Agent Identity Evals: Measuring Agentic Identity

Elija Perrier, Michael Timothy Bennett

机构 * Centre for Quantum Software & Information（量子软件与信息中心） ； University of Technology, Sydney（悉尼技术大学） ； Australian National University（澳大利亚国立大学） 纠错

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

CodeAgents: A Token-Efficient Framework for Codified Multi-Agent Reasoning in LLMs

Bruce Yang, Xinfeng He, Huan Gao, Yifan Cao, Xiaofan Li, David Hsu

机构 * National University of Singapore（新加坡国立大学） ； School of Computer Science and Engineering, Southeast University（东南大学计算机科学与工程学院） ； Sapiens AI 纠错

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

AI Agents and Agentic AI-Navigating a Plethora of Concepts for Future Manufacturing

Yinwang Ren, Yangyang Liu, Tang Ji, Xun Xu

机构 * Department of Mechanical and Mechatronics Engineering, Faculty of Engineering and Design, University of Auckland（机械与机电工程系，工程与设计学院，奥克兰大学） 纠错

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

Comments Submitted to JMS(March 2025)

D-CIPHER: Dynamic Collaborative Intelligent Multi-Agent System with Planner and Heterogeneous Executors for Offensive Security

Meet Udeshi, Minghao Shao, Haoran Xi, Nanda Rani, Kimberly Milner, Venkata Sai Charan Putrevu, Brendan Dolan-Gavitt, Sandeep Kumar Shukla, Prashanth Krishnamurthy, Farshad Khorrami, Ramesh Karri, Muhammad Shafique

机构 * NYU Tandon School of Engineering（纽约大学Tandon工程学院） ； NYU Abu Dhabi（纽约大学阿布扎克分校） ； Indian Institute of Technology Kanpur（印度理工学院坎普尔分校） 纠错

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

IEA-Plugin: An AI Agent Reasoner for Test Data Analytics

Seoyeon Kim, Yu Su, Li-C. Wang

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

Comments 10 pages

Towards Hierarchical Multi-Agent Workflows for Zero-Shot Prompt Optimization

Yuchi Liu, Jaskirat Singh, Gaowen Liu, Ali Payani, Liang Zheng

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

SOP-Agent: Empower General Purpose AI Agent with Domain-Specific SOPs

Anbang Ye, Qianran Ma, Jia Chen, Muqi Li, Tong Li, Fujiao Liu, Siqi Mai, Meichen Lu, Haitao Bao, Yang You

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

Comments 35 pages, 5 figures

Towards Full Delegation: Designing Ideal Agentic Behaviors for Travel Planning

Song Jiang, Da JU, Andrew Cohen, Sasha Mitts, Aaron Foss, Justine T Kao, Xian Li, Yuandong Tian

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

FinRobot: AI Agent for Equity Research and Valuation with Large Language Models

Tianyu Zhou, Pinqiao Wang, Yilin Wu, Hongyang Yang

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

Comments The 1st Workshop on LLMs and Generative AI for Finance, ICAIF 2024

Hierarchical Consensus-Based Multi-Agent Reinforcement Learning for Multi-Robot Cooperation Tasks

Pu Feng, Junkang Liang, Size Wang, Xin Yu, Xin Ji, Yiting Chen, Kui Zhang, Rongye Shi, Wenjun Wu

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

Comments 8 pages, 10 figures. Accepted for presentation at the IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2024)

FlowBench: Revisiting and Benchmarking Workflow-Guided Planning for LLM-based Agents

Ruixuan Xiao, Wentao Ma, Ke Wang, Yuchuan Wu, Junbo Zhao, Haobo Wang, Fei Huang, Yongbin Li

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

Factored Online Planning in Many-Agent POMDPs

Maris F. L. Galesloot, Thiago D. Simão, Sebastian Junges, Nils Jansen

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

Comments Extended version (includes the Appendix) of the paper accepted at AAAI-24

Learning Efficient Multi-Agent Cooperative Visual Exploration

Chao Yu, Xinyi Yang, Jiaxuan Gao, Huazhong Yang, Yu Wang, Yi Wu

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

Comments First three authors share equal contribution. This paper has been accepted by ECCV (https://link.springer.com/chapter/10.1007/978-3-031-19842-7_29)

EvolveGraph: Multi-Agent Trajectory Prediction with Dynamic Relational Reasoning

Jiachen Li, Fan Yang, Masayoshi Tomizuka, Chiho Choi

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

Comments NeurIPS 2020. Website: https://jiachenli94.github.io/publications/Evolvegraph/

Force-based Algorithm for Motion Planning of Large Agent Teams

Samaneh Hosseini Semnani, Anton de Ruiter, Hugh Liu

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

Novelty Messages Filtering for Multi Agent Privacy-preserving Planning

Alfonso E. Gerevini, Nir Lipovetzky, Nico Peli, Francesco Percassi, Alessandro Saetti, Ivan Serina

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

Comments Accepted in SOCS-19. arXiv admin note: text overlap with arXiv:1706.06927 by other authors and arXiv:1906.03955

Distributed Policy Iteration for Scalable Approximation of Cooperative Multi-Agent Policies

Thomy Phan, Kyrill Schmid, Lenz Belzner, Thomas Gabor, Sebastian Feld, Claudia Linnhoff-Popien

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

A General Multi-agent Epistemic Planner Based on Higher-order Belief Change

Xiao Huang, Biqing Fang, Hai Wan, Yongmei Liu

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

Comments One of the authors think it's not appropriate to show this work there days. Then we discussed, we want submit a new work and this one together later

Journal ref IJCAI. (2017) 1093-1101

AgentGen: Enhancing Planning Abilities for Large Language Model based Agent via Environment and Task Generation

Mengkang Hu, Pu Zhao, Can Xu, Qingfeng Sun, Jianguang Lou, Qingwei Lin, Ping Luo, Saravan Rajmohan

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

Comments Accepted by KDD 2025 (Research Track). Project page: https://agent-gen.github.io/

Towards Direct Latent-Space Synthesis for Parallel Branches in LLM-Agent Workflows

面向LLM-Agent工作流中并行分支的直接潜在空间合成

Shikun Liu, Mufei Li, Dongqi Fu, Haoyu Wang, Yinglong Xia, Hong Li, Hong Yan, Pan Li

机构 * Georgia Institute of Technology（佐治亚理工学院） ； Meta 纠错

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

AI总结 提出Parallel-Synthesis框架，通过直接利用并行工作代理的KV缓存进行合成，避免文本拼接冗余，在9个数据集上匹配或超越文本合成，并将首令牌延迟降低2.5-11倍。

ASTER -- Agentic Science Toolkit for Exoplanet Research

ASTER -- 用于系外行星研究的代理科学工具包

Emilie Panek, Alexander Roman, Gaurav Shukla, Leonardo Pagliaro, Katia Matcheva, Konstantin Matchev

机构 * University of Alabama（阿拉巴马大学） ； University of Padova（帕多瓦大学） 纠错

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

AI总结 ASTER通过整合AI代理与领域专用工具，为系外行星大气分析提供统一平台，支持多步骤数据处理和检索任务。

Comments 17 pages, 10 figures

JADE: Bridging the Strategic-Operational Gap in Dynamic Agentic RAG

JADE：动态代理RAG中战略-操作鸿沟的弥合

Yiqun Chen, Erhan Zhang, Tianyi Hu, Shijie Wang, Zixuan Yang, Meizhi Zhong, Xiaochi Wei, Yan Gao, Yi Wu, Yao Hu, Jiaxin Mao

机构 * Renmin University of China（中国人民大学） ； Xiaohongshu Inc.（小红书公司） ； Institute of Automation,Chinese Academy of Sciences（中国科学院自动化研究所） ； Shanghai AI Laboratory（上海人工智能实验室） 纠错

专题命中 规划决策 ：agentic(title,abstract)；agent(abstract)；planning(abstract)；workflow(abstract)

AI总结 JADE通过联合优化规划与执行，解决动态代理RAG中战略与操作不匹配的问题，提升多轮工作流的性能与灵活性。

Towards a Declarative Agentic Layer for Intelligent Agents in MCP-Based Server Ecosystems

迈向基于MCP服务器生态系统的声明性代理层

Maria Jesus Rodriguez-Sanchez, Manuel Noguera, Angel Ruiz-Zafra, Kawtar Benghazi

专题命中 规划决策 ：agentic(title,abstract)；agent(abstract)；tool use(abstract)；planning(abstract)

AI总结 本文提出了一种声明性代理层，旨在解决基于MCP服务器生态系统中代理工作流的可靠性问题，通过明确的架构结构提升任务执行的可验证性和可重复性。

Comments 12 pages, 3 figures

Towards AGI A Pragmatic Approach Towards Self Evolving Agent

迈向AGI：一种务实的自我进化代理方法

Indrajit Kar, Sammy Zonunpuia, Zonunfeli Ralte

专题命中 规划决策 ：agent(title,abstract)；tool-use(abstract)；workflow(abstract)；agentic(abstract)

AI总结 本文提出一种分层自我进化多代理框架，通过整合基础LLM、操作SLM代理、代码生成LLM和教师LLM，实现代理的持续适应与自我进化，展示了在不同任务难度下的进化优势。