AI Agent

Beyond Static Assumptions: the Predictive Justified Perspective Model for Epistemic Planning

Guang Hu, Weijia Li, Yangmengfei Xu

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

Comments 10 pages includes appendix and reference

Scaling LLM Planning: NL2FLOW for Parametric Problem Generation and Rigorous Evaluation

Jungkoo Kang

机构 * IBM Research（IBM研究院） ； MIT-IBM Watson AI Lab（麻省理工-IBM沃森人工智能实验室） 纠错

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

Comments 30 pages, 7 figures

Zero-Shot Large Language Model Agents for Fully Automated Radiotherapy Treatment Planning

Dongrong Yang, Xin Wu, Yibo Xie, Xinyi Li, Qiuwen Wu, Jackie Wu, Yang Sheng

机构 * Department of Radiation Oncology, Duke University（杜克大学放射肿瘤科） ； Department of Radiation Oncology, University of California Irvine（加州大学尔湾分校放射肿瘤科） 纠错

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

Comments Accepted for poster presentation at the NeurIPS 2025 Workshop on GenAI for Health: Potential, Trust, and Policy Compliance

ManiAgent: An Agentic Framework for General Robotic Manipulation

Yi Yang, Kefan Gu, Yuqing Wen, Hebei Li, Yucheng Zhao, Tiancai Wang, Xudong Liu

机构 * Beijing University of Technology（北京理工大学） ； Nanjing University（南京大学） ； University of Science and Technology of China（中国科学技术大学） ； Dexmal 纠错

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

Comments 8 pages, 6 figures, conference

AdaptJobRec: Enhancing Conversational Career Recommendation through an LLM-Powered Agentic System

Qixin Wang, Dawei Wang, Kun Chen, Yaowei Hu, Puneet Girdhar, Ruoteng Wang, Aadesh Gupta, Chaitanya Devella, Wenlai Guo, Shangwen Huang, Bachir Aoun, Greg Hayworth, Han Li, Xintao Wu

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

Towards Enforcing Company Policy Adherence in Agentic Workflows

Naama Zwerdling, David Boaz, Ella Rabinovich, Guy Uziel, David Amid, Ateret Anaby-Tavor

机构 * IBM Research（IBM研究院） 纠错

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

Comments EMNLP2025 (industry track), 12 pages

A4FN: an Agentic AI Architecture for Autonomous Flying Networks

André Coelho, Pedro Ribeiro, Helder Fontes, Rui Campos

机构 * FCT – Fundação para a Ciência e a Tecnologia, I.P.（葡萄牙科学与技术基金会） 纠错

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

Comments This paper has been accepted for presentation in the Auto ML for Zero-Touch Network Management Workshop (WS04-01) at the IEEE International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC) 2025

CATCH: A Novel Data Synthesis Framework for High Therapy Fidelity and Memory-Driven Planning Chain of Thought in AI Counseling

Mingyu Chen, Jingkai Lin, Zhaojie Chu, Xiaofen Xing, Yirong Chen, Xiangmin Xu

机构 * School of EE South China University of Technology Guangzhou China（华南理工大学电子工程学院） ； Foshan University Foshan China（佛山大学） 纠错

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

Comments To be published in EMNLP 2025 Findings

SQL-of-Thought: Multi-agentic Text-to-SQL with Guided Error Correction

Saumya Chaturvedi, Aman Chadha, Laurent Bindschaedler

机构 * Max Planck Institute for Software Systems（马克斯·普朗克软件系统研究所） ； AWS GenAI（亚马逊AWS生成式人工智能） 纠错

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

Comments Accepted at NeurIPS 2025, DL4C "Deep Learning for Code" workshop. Code is available at: https://github.com/shollercoaster/SQL-of-Thought

No Black Boxes: Interpretable and Interactable Predictive Healthcare with Knowledge-Enhanced Agentic Causal Discovery

Xiaoxue Han, Pengfei Hu, Jun-En Ding, Chang Lu, Feng Liu, Yue Ning

机构 * Stevens Institute of Technology（史蒂文斯理工学院） 纠错

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

Comments EMNLP 2025

LABELING COPILOT: A Deep Research Agent for Automated Data Curation in Computer Vision

Debargha Ganguly, Sumit Kumar, Ishwar Balappanawar, Weicong Chen, Shashank Kambhatla, Srinivasan Iyengar, Shivkumar Kalyanaraman, Ponnurangam Kumaraguru, Vipin Chaudhary

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

An Approach to Checking Correctness for Agentic Systems

Thomas J Sheffler

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

Comments 15 pages, 5 figures

Empowering LLMs with Parameterized Skills for Adversarial Long-Horizon Planning

Sijia Cui, Shuai Xu, Aiyao He, Yanna Wang, Bo Xu

机构 * 1 Institute of Automation, Chinese Academy of Sciences, Beijing, China ； 2 School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China ； 3 Nanjing Artificial Intelligence Research of IA, Nanjing, China ； 4 University of Chinese Academy of Sciences,Nanjing, Nanjing, China ； 5 Nanjing University of Information Science \& Technology, Nanjing, China 纠错

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

Comments Accepted to IJCNN 2025

V-Math: An Agentic Approach to the Vietnamese National High School Graduation Mathematics Exams

Duong Q. Nguyen, Quy P. Nguyen, Nguyen Van Nhon, Quang-Thinh Bui, H. Nguyen-Xuan

机构 * CIRTech Institute, HUTECH University, Ho Chi Minh City, Viet Nam（CIRTech研究院，HUTECH大学，胡志明市，越南） ； Faculty of Information Technology, HUTECH University, Ho Chi Minh City, Vietnam（信息科技学院，HUTECH大学，胡志明市，越南） ； Nguyen Thai Hoc High School, Gia Lai Province, Vietnam（Nguyen Thai Hoc高中，嘉莱省，越南） ； Office of Scientific Research, Technology Management and International Cooperation, Tien Giang University, Vietnam（科研办公室，技术管理与国际合作办公室，Tien Giang大学，越南） 纠错

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

Diffusion-Guided Multi-Arm Motion Planning

Viraj Parimi, Brian C. Williams

机构 * Massachusetts Institute of Technology（麻省理工学院） 纠错

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

ProfilingAgent: Profiling-Guided Agentic Reasoning for Adaptive Model Optimization

Sadegh Jafari, Aishwarya Sarkar, Mohiuddin Bilwal, Ali Jannesari

机构 * Department of Computer Science（计算机科学系） ； Iowa State University（爱荷华州立大学） 纠错

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

Comments 13 pages, 3 figures, 5 tables, 1 algorithm

HiVA: Self-organized Hierarchical Variable Agent via Goal-driven Semantic-Topological Evolution

Jinzhou Tang, Jusheng Zhang, Qinhan Lv, Sidi Liu, Jing Yang, Chengpei Tang, Keze Wang

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

RETAIL: Towards Real-world Travel Planning for Large Language Models

Bin Deng, Yizhe Feng, Zeming Liu, Qing Wei, Xiangrong Zhu, Shuai Chen, Yuanfang Guo, Yunhong Wang

机构 * School of Computer Science and Engineering, Beihang University, Beijing, China（北京航空航天大学计算机科学与工程学院） ； Meituan Inc., China（美团公司） 纠错

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

Can LLM Agents Solve Collaborative Tasks? A Study on Urgency-Aware Planning and Coordination

João Vitor de Carvalho Silva, Douglas G. Macharet

机构 * Computer Vision and Robotics Laboratory (VeRLab), Department of Computer Science, Universidade Federal de Minas Gerais（计算机视觉与机器人实验室（VeRLab）、计算机科学系、巴西联邦大学矿务格里斯大学） 纠错

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

New Insights into Automatic Treatment Planning for Cancer Radiotherapy Using Explainable Artificial Intelligence

Md Mainul Abrar, Xun Jia, Yujie Chi

机构 * Department of Physics, The University of Texas at Arlington（德克萨斯大学阿灵顿分校物理系） ； Department of Radiation Oncology and Molecular Radiation Sciences, Johns Hopkins University（约翰霍普金斯大学放射肿瘤学与分子放射科学系） 纠错

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

Comments 19 pages, 7 figures, 1 table, Oral presentation at the conference 'American Association of Physicists in Medicine 2025, 67th Annual Meeting and Exhibition'

LOOP: A Plug-and-Play Neuro-Symbolic Framework for Enhancing Planning in Autonomous Systems

Ronit Virwani, Ruchika Suryawanshi

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

Comments Submitted to IAAI-26

Cooperative and Asynchronous Transformer-based Mission Planning for Heterogeneous Teams of Mobile Robots

Milad Farjadnasab, Shahin Sirouspour

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

Journal ref Robotics and Autonomous Systems, 194, 105131 (2025)

Beyond Natural Language Plans: Structure-Aware Planning for Query-Focused Table Summarization

Weijia Zhang, Songgaojun Deng, Evangelos Kanoulas

机构 * IRLab, University of Amsterdam（阿姆斯特丹大学IR实验室） 纠错

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

Comments 10 pages, 4 figures, and 5 tables

MapAgent: Trajectory-Constructed Memory-Augmented Planning for Mobile Task Automation

Yi Kong, Dianxi Shi, Guoli Yang, Zhang ke-di, Chenlin Huang, Xiaopeng Li, Songchang Jin

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

DrugPilot: LLM-based Parameterized Reasoning Agent for Drug Discovery

Kun Li, Zhennan Wu, Shoupeng Wang, Jia Wu, Shirui Pan, Wenbin Hu

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

Comments 29 pages, 8 figures, 2 tables

AURA: A Multi-Modal Medical Agent for Understanding, Reasoning & Annotation

Nima Fathi, Amar Kumar, Tal Arbel

机构 * Center for Intelligent Machines, McGill University, Montreal, Canada（麦吉尔大学智能机器中心，加拿大蒙特利尔） ； Mila - Quebec AI institute, Montreal, Canada（魁北克AI研究所） 纠错

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

Comments 9 pages, 3 figures, International Conference on Medical Image Computing and Computer-Assisted Intervention

Application of LLMs to Multi-Robot Path Planning and Task Allocation

Ashish Kumar

机构 * Ashish Kumar（独立研究者） 纠错

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

Embodied AI Agents: Modeling the World

Pascale Fung, Yoram Bachrach, Asli Celikyilmaz, Kamalika Chaudhuri, Delong Chen, Willy Chung, Emmanuel Dupoux, Hongyu Gong, Hervé Jégou, Alessandro Lazaric, Arjun Majumdar, Andrea Madotto, Franziska Meier, Florian Metze, Louis-Philippe Morency, Théo Moutakanni, Juan Pino, Basile Terver, Joseph Tighe, Paden Tomasello, Jitendra Malik

机构 * Meta AI Research（Meta AI 研究） 纠错

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

Large-Scale Multirobot Coverage Path Planning on Grids With Path Deconfliction

Jingtao Tang, Zining Mao, Hang Ma

机构 * School of Computing Science, Simon Fraser University（计算科学学院，西蒙弗雷泽大学） 纠错

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

Comments accepted to T-RO

Journal ref IEEE Transactions on Robotics, vol. 41, pp. 3348-3367, 2025

PSALM-V: Automating Symbolic Planning in Interactive Visual Environments with Large Language Models

Wang Bill Zhu, Miaosen Chai, Ishika Singh, Robin Jia, Jesse Thomason

机构 * Department of Computer Science University of Southern California（计算机科学系 美国南加州大学） 纠错

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