AI Agent

Improving Large Language Models Function Calling and Interpretability via Guided-Structured Templates

Hy Dang, Tianyi Liu, Zhuofeng Wu, Jingfeng Yang, Haoming Jiang, Tao Yang, Pei Chen, Zhengyang Wang, Helen Wang, Huasheng Li, Bing Yin, Meng Jiang

机构 * University of Notre Dame（诺丁汉大学） ； Amazon（亚马逊） 纠错

专题命中 工具调用 ：function calling(title,abstract)；tool-use(abstract)；分类 cs.AI

Comments Accepted to EMNLP 2025 Main Conference

Tool Preferences in Agentic LLMs are Unreliable

Kazem Faghih, Wenxiao Wang, Yize Cheng, Siddhant Bharti, Gaurang Sriramanan, Sriram Balasubramanian, Parsa Hosseini, Soheil Feizi

机构 * University of Maryland（马里兰大学） 纠错

专题命中 工具调用 ：agentic(title,abstract)；分类 cs.AI、cs.CL、cs.LG

Comments Conference on Empirical Methods in Natural Language Processing (EMNLP) 2025, main

The Automated but Risky Game: Modeling and Benchmarking Agent-to-Agent Negotiations and Transactions in Consumer Markets

Shenzhe Zhu, Jiao Sun, Yi Nian, Tobin South, Alex Pentland, Jiaxin Pei

机构 * Stanford University（斯坦福大学） ； University of Toronto（多伦多大学） ； Google DeepMind（谷歌DeepMind） ； University of Southern California（南加州大学） ； Massachusetts Institute of Technology（麻省理工学院） 纠错

专题命中 工具调用 ：agent(title)；AI agent(abstract)；分类 cs.AI、cs.CL

Digging Into the Internal: Causality-Based Analysis of LLM Function Calling

Zhenlan Ji, Daoyuan Wu, Wenxuan Wang, Pingchuan Ma, Shuai Wang, Lei Ma

专题命中 工具调用 ：function calling(title,abstract)；分类 cs.AI、cs.SE

Meta-Reasoning Improves Tool Use in Large Language Models

Lisa Alazraki, Marek Rei

机构 * Imperial College London（伦敦帝国学院） 纠错

专题命中 工具调用 ：tool use(title)；分类 cs.AI、cs.CL

Comments NAACL 2025 Findings

A Data-Driven Discretized CS:GO Simulation Environment to Facilitate Strategic Multi-Agent Planning Research

Yunzhe Wang, Volkan Ustun, Chris McGroarty

机构 * USC Institute for Creative Technologies（USC创意技术研究所） ； Dept. of Computer Science University of Southern California（计算机科学系大学南加州大学） ； U.S. Army Combat Capabilities Development Command（美国陆军作战能力发展指挥部） 纠错

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

Comments Accepted at the Winter Simulation Conference 2025, December, Seattle USA

Agentic AI with Orchestrator-Agent Trust: A Modular Visual Classification Framework with Trust-Aware Orchestration and RAG-Based Reasoning

Konstantinos I. Roumeliotis, Ranjan Sapkota, Manoj Karkee, Nikolaos D. Tselikas

机构 * University of the Peloponnese, Department of Informatics and Telecommunications（希腊皮埃蒙特大学信息与电信系） ； Cornell University, Department of Biological and Environmental Engineering（康奈尔大学生物与环境工程系） 纠错

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

Dynamic Speculative Agent Planning

Yilin Guan, Qingfeng Lan, Sun Fei, Dujian Ding, Devang Acharya, Chi Wang, William Yang Wang, Wenyue Hua

机构 * Johns Hopkins University（约翰霍普金斯大学） ； University of Alberta（阿尔伯塔大学） ； University of British Columbia（不列颠哥伦比亚大学） ； Avey Research Center（艾维研究中心） ； Google DeepMind（谷歌DeepMind） ； University of California（加州大学） 纠错

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

Comments 19 pages, 11 figures

Enhancing Financial RAG with Agentic AI and Multi-HyDE: A Novel Approach to Knowledge Retrieval and Hallucination Reduction

Akshay Govind Srinivasan, Ryan Jacob George, Jayden Koshy Joe, Hrushikesh Kant, Harshith M R, Sachin Sundar, Sudharshan Suresh, Rahul Vimalkanth, Vijayavallabh

机构 * Indian Institute of Technology Madras（印度理工学院马德拉斯学院） 纠错

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

Comments 14 Pages, 8 Tables, 2 Figures. Accepted and to be published in the proceedings of FinNLP, Empirical Methods in Natural Language Processing 2025

WebResearcher: Unleashing unbounded reasoning capability in Long-Horizon Agents

Zile Qiao, Guoxin Chen, Xuanzhong Chen, Donglei Yu, Wenbiao Yin, Xinyu Wang, Zhen Zhang, Baixuan Li, Huifeng Yin, Kuan Li, Rui Min, Minpeng Liao, Yong Jiang, Pengjun Xie, Fei Huang, Jingren Zhou

机构 * Tongyi Lab , Alibaba Group（通义实验室，阿里巴巴集团） 纠错

专题命中 规划决策 ：agent(abstract,comments)；AI agent(abstract)；tool-use(abstract)；multi-agent(abstract)

Comments https://tongyi-agent.github.io/blog/introducing-tongyi-deep-research/

Why the Agent Made that Decision: Contrastive Explanation Learning for Reinforcement Learning

Rui Zuo, Simon Khan, Zifan Wang, Garrett Ethan Katz, Qinru Qiu

机构 * Syracuse University（苏塞克斯大学） ； Air Force Research Laboratory（空军研究实验室） 纠错

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

InteGround: On the Evaluation of Verification and Retrieval Planning in Integrative Grounding

Cheng Jiayang, Qianqian Zhuang, Haoran Li, Chunkit Chan, Xin Liu, Lin Qiu, Yangqiu Song

机构 * The Hong Kong University of Science and Technology（香港科学与技术大学） ； Shanghai Jiaotong University（上海交通大学） 纠错

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

Comments Accepted to EMNLP 2025 Findings

ASTRA: A Negotiation Agent with Adaptive and Strategic Reasoning via Tool-integrated Action for Dynamic Offer Optimization

Deuksin Kwon, Jiwon Hae, Emma Clift, Daniel Shamsoddini, Jonathan Gratch, Gale M. Lucas

机构 * University of Southern California（美国南加州大学） ； St. Olaf College（圣奥拉夫学院） ； Northwestern University（西北大学） ； USC for Institute of Creative Technologies（美国南加州大学创意技术研究所） 纠错

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

Comments Accepted to EMNLP 2025 (Main Conference)

ARK-V1: An LLM-Agent for Knowledge Graph Question Answering Requiring Commonsense Reasoning

Jan-Felix Klein, Lars Ohnemus

机构 * Institute of Material Handling and Logistics (IFL) at the Karlsruhe Institute of Technology (KIT)（材料搬运与物流研究所（IFL）于卡尔斯鲁厄理工学院（KIT）） 纠错

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

Comments Work in Progess

Vector Field-Guided Learning Predictive Control for Motion Planning of Mobile Robots with Uncertain Dynamics

Yang Lu, Weijia Yao, Yongqian Xiao, Xinglong Zhang, Xin Xu, Yaonan Wang, Dingbang Xiao

机构 * College of Intelligence Science and Technology, National University of Defense Technology（智能科学与技术学院，国防科技大学） ； School of Robotics, Hunan University（机器人学院，湖南大学） 纠错

专题命中 规划决策 ：planning(title,abstract)

Advancing Strategic Planning and Dynamic Control of Complex Projects

L. G. Teuber, H. J. van Heukelum, A. R. M. Wolfert

专题命中 规划决策 ：planning(title,abstract)

One Agent to Serve All: a Lite-Adaptive Stylized AI Assistant for Millions of Multi-Style Official Accounts

Xingyu Fan, Feifei Li, Wenhui Que, Hailong Li

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

Comments 7 pages

Towards Learning Boulder Excavation with Hydraulic Excavators

Jonas Gruetter, Lorenzo Terenzi, Pascal Egli, Marco Hutter

机构 * Robotic Systems Lab, ETH Zurich（瑞士苏黎世联邦理工学院机器人系统实验室） ； Gravis Robotics AG（Gravis机器人技术公司） 纠错

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

CoPlanner: An Interactive Motion Planner with Contingency-Aware Diffusion for Autonomous Driving

Ruiguo Zhong, Ruoyu Yao, Pei Liu, Xiaolong Chen, Rui Yang, Jun Ma

机构 * The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） 纠错

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

Runaway is Ashamed, But Helpful: On the Early-Exit Behavior of Large Language Model-based Agents in Embodied Environments

Qingyu Lu, Liang Ding, Siyi Cao, Xuebo Liu, Kanjian Zhang, Jinxia Zhang, Dacheng Tao

机构 * Southeast University（东南大学） ； The University of Sydney（悉尼大学） ； Southeast University Shenzhen Research Institute（东南大学深圳研究院） ； Institute of Computing and Intelligence, Harbin Institute of Technology, Shenzhen, China（哈尔滨工业大学计算机与智能信息学院，深圳，中国） ； College of Computing and Data Science at Nanyang Technological University, Singapore 639798（南洋理工大学计算机与数据科学学院，新加坡） 纠错

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

Comments EMNLP 2025 - Findings

OPEN-THEATRE: An Open-Source Toolkit for LLM-based Interactive Drama

Tianyang Xu, Hongqiu Wu, Weiqi Wu, Hai Zhao

机构 * UM–SJTU Joint Institute, Shanghai Jiao Tong University（上海交通大学与UM联合研究所） ； AGI Institute, School of Computer Science, Shanghai Jiao Tong University（上海交通大学人工智能研究所） ； Key Laboratory of Shanghai Education Commission for Intelligent Interaction and Cognitive Engineering, Shanghai Jiao Tong University（上海教育委员会智能交互与认知工程重点实验室） ； Shanghai Key Laboratory of Trusted Data Circulation and Governance in Web3（上海Web3可信数据流通与治理重点实验室） 纠错

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

Comments Accepted by EMNLP 2025 demo

Accelerating Vehicle Routing via AI-Initialized Genetic Algorithms

Ido Greenberg, Piotr Sielski, Hugo Linsenmaier, Rajesh Gandham, Shie Mannor, Alex Fender, Gal Chechik, Eli Meirom

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

XAgents: A Framework for Interpretable Rule-Based Multi-Agents Cooperation

Hailong Yang, Mingxian Gu, Renhuo Zhao, Fuping Hu, Zhaohong Deng, Yitang Chen

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

Comments We intend to substantially revise the problem statement and scope; therefore we withdraw the current version

Generalizability of Large Language Model-Based Agents: A Comprehensive Survey

Minxing Zhang, Yi Yang, Roy Xie, Bhuwan Dhingra, Shuyan Zhou, Jian Pei

机构 * Duke University（杜克大学） 纠错

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

EPIC: Generative AI Platform for Accelerating HPC Operational Data Analytics

Ahmad Maroof Karimi, Woong Shin, Jesse Hines, Tirthankar Ghosal, Naw Safrin Sattar, Feiyi Wang

机构 * National Center for Computational Sciences（国家计算科学中心） ； Oak Ridge National Laboratory（橡树岭国家实验室） 纠错

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

Reasoning Core: A Scalable RL Environment for LLM Symbolic Reasoning

Valentin Lacombe, Valentin Quesnel, Damien Sileo

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

Time Series Forecasting Using a Hybrid Deep Learning Method: A Bi-LSTM Embedding Denoising Auto Encoder Transformer

Sahar Koohfar, Wubeshet Woldemariam

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

How Much Do Large Language Models Know about Human Motion? A Case Study in 3D Avatar Control

Kunhang Li, Jason Naradowsky, Yansong Feng, Yusuke Miyao

机构 * The University of Tokyo（东京大学） ； Peking University（北京大学） ； NII LLMC（日本信息机构大语言模型中心） 纠错

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

Implicit Behavioral Alignment of Language Agents in High-Stakes Crowd Simulations

Yunzhe Wang, Gale M. Lucas, Burcin Becerik-Gerber, Volkan Ustun

机构 * University of Southern California（南加州大学） ； USC Institute for Creative Technologies（USC创意技术研究所） 纠错

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

Comments Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025), Main Conference

Improving After-sales Service: Deep Reinforcement Learning for Dynamic Time Slot Assignment with Commitments and Customer Preferences

Xiao Mao, Albert H. Schrotenboer, Guohua Wu, Willem van Jaarsveld

机构 * School of Automation, Central South University（自动化学院） ； School of Industrial Engineering, Eindhoven University of Technology（工业工程学院） ； Shenzhen Branch of China United Network Communications Co., Ltd.（中国联合网络通信股份有限公司深圳分公司） 纠错

专题命中 规划决策 ：planning(abstract)；分类 cs.LG