AI Agent

From Static Repositories to Agentic Knowledge Webs: ResearchTwin and the S-Index for Federated Human-AI Research Discovery

从静态仓库到代理知识网络：ResearchTwin和S-指数用于联邦人机研究发现

Martin G. Frasch

专题命中 工具调用 ：agentic(title,abstract)；AI agent(abstract)

AI总结 ResearchTwin通过S-指数量化多模态研究影响，利用联邦架构实现人机协同的知识发现。

Comments 15 pages, 1 figure, https://github.com/martinfrasch/ResearchTwin

A Picture of Agentic Search

代理搜索的图景

Francesca Pezzuti, Ophir Frieder, Fabrizio Silvestri, Sean MacAvaney, Nicola Tonellotto

专题命中 工具调用 ：agentic(title,abstract)；agent(abstract)

AI总结 本文提出了一种收集代理检索增强系统生成和消耗数据的方法，并发布了一个包含多代理和检索流程的数据集，以应对IR在代理用户需求下的适应性挑战。

Comments 7 pages, 2 figures

MedViz: An Agent-based, Visual-guided Research Assistant for Navigating Biomedical Literature

MedViz: 一种基于代理的、可视化引导的文献导航研究助手

Huan He, Xueqing Peng, Yutong Xie, Qijia Liu, Chia-Hsuan Chang, Lingfei Qian, Brian Ondov, Qiaozhu Mei, Hua Xu

专题命中 工具调用 ：agent(title,abstract)；AI agent(abstract)

AI总结 MedViz通过整合AI代理与可视化技术，帮助研究人员更高效地探索和发现生物医学文献中的知识。

SenseNova-MARS: Empowering Multimodal Agentic Reasoning and Search via Reinforcement Learning

SenseNova-MARS: 通过强化学习赋能多模态代理推理与搜索

Yong Xien Chng, Tao Hu, Wenwen Tong, Xueheng Li, Jiandong Chen, Haojia Yu, Jiefan Lu, Hewei Guo, Hanming Deng, Chengjun Xie, Gao Huang, Dahua Lin, Lewei Lu

机构 * SenseTime Research（商汤科技研究院） ； Tsinghua University（清华大学） ； University of Science and Technology of China（中国科学技术大学） 纠错

专题命中 工具调用 ：agentic(title,abstract)；tool-use(abstract)

AI总结 SenseNova-MARS通过强化学习赋能多模态代理推理与搜索，提升视觉-语言模型在复杂视觉任务中的表现。

An Information Theoretic Perspective on Agentic System Design

从信息论角度看待代理系统设计

Shizhe He, Avanika Narayan, Ishan S. Khare, Scott W. Linderman, Christopher Ré, Dan Biderman

机构 * Department of Computer Science, Stanford University（斯坦福大学计算机科学系） ； Department of Statistics, Stanford University（斯坦福大学统计学系） ； Wu Tsai Neurosciences Institute, Stanford University（斯坦福大学吴泰教授神经科学研究所） 纠错

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

AI总结 从信息论角度研究代理系统设计，通过互信息估计器评估压缩质量，发现更大压缩器更准确且更高效，可显著降低资源消耗。

iTool: Reinforced Fine-Tuning with Dynamic Deficiency Calibration for Advanced Tool Use

Yirong Zeng, Xiao Ding, Yuxian Wang, Weiwen Liu, Wu Ning, Yutai Hou, Xu Huang, Duyu Tang, Dandan Tu, Bing Qin, Ting Liu

机构 * Harbin Institute of Technology SCIR Lab（哈尔滨工业大学SCIR实验室） ； Huawei Technologies Co., Ltd（华为技术有限公司） ； Shanghai Jiao Tong University（上海交通大学） ； University of Science and Technology of China（中国科学技术大学） 纠错

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

Comments EMNLP 2025

AgentTTS: Large Language Model Agent for Test-time Compute-optimal Scaling Strategy in Complex Tasks

Fali Wang, Hui Liu, Zhenwei Dai, Jingying Zeng, Zhiwei Zhang, Zongyu Wu, Chen Luo, Zhen Li, Xianfeng Tang, Qi He, Suhang Wang

机构 * The Pennsylvania State University（宾夕法尼亚州立大学） ； Amazon（亚马逊） 纠错

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

Comments Accepted by NeurIPS 2025

LLM2TEA: An Agentic AI Designer for Discovery with Generative Evolutionary Multitasking

Melvin Wong, Jiao Liu, Thiago Rios, Stefan Menzel, Yew Soon Ong

机构 * 1 College of Computing \& Data Science (CCDS), Nanyang Technological University (NTU), Singapore 2 Honda Research Institute Europe (HRI-EU), Offenbach am Main, Germany 3 Centre for Frontier AI Research (CFAR), Agency for Science, Technology 纠错

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

Comments This work is accepted by IEEE CIM. IEEE copyrights applies

Journal ref IEEE Computational Intelligence Magazine (Volume: 20, Issue: 4, November 2025)

Adversarial Reinforcement Learning for Large Language Model Agent Safety

Zizhao Wang, Dingcheng Li, Vaishakh Keshava, Phillip Wallis, Ananth Balashankar, Peter Stone, Lukas Rutishauser

机构 * Google（谷歌） ； Google Deepmind（谷歌DeepMind） ； The University of Texas at Austin（德克萨斯大学奥斯汀分校） ； Sony AI（索尼人工智能） 纠错

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

Agentic AI for Low-Altitude Semantic Wireless Networks: An Energy Efficient Design

Zhouxiang Zhao, Ran Yi, Yihan Cang, Boyang Jin, Zhaohui Yang, Mingzhe Chen, Chongwen Huang, Zhaoyang Zhang

专题命中 工具调用 ：agentic(title,abstract)；workflow(abstract)

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

Unified Tool Integration for LLMs: A Protocol-Agnostic Approach to Function Calling

Peng Ding, Rick Stevens

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

Comments arXiv admin note: substantial text overlap with arXiv:2507.10593

DeepSeq: High-Throughput Single-Cell RNA Sequencing Data Labeling via Web Search-Augmented Agentic Generative AI Foundation Models

Saleem A. Al Dajani, Abel Sanchez, John R. Williams

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

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

Comments 4 pages, 5 figures, Accepted by ICML 2025 FM4LS https://openreview.net/forum?id=zNjXOZxEYB . Workshop on Multi-modal Foundation Models and Large Language Models for Life Sciences (FM4LS)}, July 2025

Journal ref International Conference on Machine Learning (ICML). Workshop on Multi-modal Foundation Models and Large Language Models for Life Sciences (FM4LS), July 2025

SynWorld: Virtual Scenario Synthesis for Agentic Action Knowledge Refinement

Runnan Fang, Xiaobin Wang, Yuan Liang, Shuofei Qiao, Jialong Wu, Zekun Xi, Ningyu Zhang, Yong Jiang, Pengjun Xie, Fei Huang, Huajun Chen

机构 * Zhejiang University（浙江大学） ； Alibaba Group（阿里巴巴集团） ； Zhejiang Key Laboratory of Big Data Intelligent Computing（浙江省大数据智能计算重点实验室） 纠错

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

Comments ACL 2025

Trusted Identities for AI Agents: Leveraging Telco-Hosted eSIM Infrastructure

Sebastian Barros

专题命中 工具调用 ：AI agent(title,abstract)；agent(abstract)

Comments 25 pages, 1 diagram, 2 tables

MLLM-Tool: A Multimodal Large Language Model For Tool Agent Learning

Chenyu Wang, Weixin Luo, Sixun Dong, Xiaohua Xuan, Zhengxin Li, Lin Ma, Shenghua Gao

专题命中 工具调用 ：agent(title,abstract)；tool use(abstract)

Comments WACV 2025

Agentic Keyframe Search for Video Question Answering

Sunqi Fan, Meng-Hao Guo, Shuojin Yang

专题命中 工具调用 ：agentic(title,abstract)；agent(abstract)

db-CBS: Discontinuity-Bounded Conflict-Based Search for Multi-Robot Kinodynamic Motion Planning

Akmaral Moldagalieva, Joaquim Ortiz-Haro, Wolfgang Hönig

专题命中 工具调用 ：planning(title)；agent(abstract)；multi-agent(abstract)

Comments Presented at ICRA 2024

AgentRM: Enhancing Agent Generalization with Reward Modeling

Yu Xia, Jingru Fan, Weize Chen, Siyu Yan, Xin Cong, Zhong Zhang, Yaxi Lu, Yankai Lin, Zhiyuan Liu, Maosong Sun

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

SMARTCAL: An Approach to Self-Aware Tool-Use Evaluation and Calibration

Yuanhao Shen, Xiaodan Zhu, Lei Chen

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

A Learnable Agent Collaboration Network Framework for Personalized Multimodal AI Search Engine

Yunxiao Shi, Min Xu, Haimin Zhang, Xing Zi, Qiang Wu

专题命中 工具调用 ：agent(title,abstract)；AI agent(abstract)

Comments ACMMM 2024 MMGR WORKSHOP

Fortify the Shortest Stave in Attention: Enhancing Context Awareness of Large Language Models for Effective Tool Use

Yuhan Chen, Ang Lv, Ting-En Lin, Changyu Chen, Yuchuan Wu, Fei Huang, Yongbin Li, Rui Yan

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

Comments ACL 2024 main

Retrieval Augmented Structured Generation: Business Document Information Extraction As Tool Use

Franz Louis Cesista, Rui Aguiar, Jason Kim, Paolo Acilo

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

Comments Accepted by IEEE 7th International Conference on Multimedia Information Processing and Retrieval (MIPR), 2024

AIOS Compiler: LLM as Interpreter for Natural Language Programming and Flow Programming of AI Agents

Shuyuan Xu, Zelong Li, Kai Mei, Yongfeng Zhang

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

Comments 12 pages, 6 figures, comments and suggestions are welcome

Dynamic Human Trust Modeling of Autonomous Agents With Varying Capability and Strategy

Jason Dekarske, Zhaodan Kong, Sanjay Joshi

专题命中 工具调用 ：autonomous agent(title,abstract)；agent(abstract)

3D Trajectory Planning for UAV-based Search Missions: An Integrated Assessment and Search Planning Approach

Savvas Papaioannou, Panayiotis Kolios, Theocharis Theocharides, Christos G. Panayiotou, Marios M. Polycarpou

专题命中 工具调用 ：planning(title,abstract)；agent(abstract)

Comments 2021 International Conference on Unmanned Aircraft Systems (ICUAS)

Journal ref 2021 International Conference on Unmanned Aircraft Systems (ICUAS)

Three-agent Time-constrained Cooperative Pursuit-Evasion

Abhinav Sinha, Shashi Ranjan Kumar, Dwaipayan Mukherjee

专题命中 工具调用 ：agent(title,abstract)；planning(abstract)

Comments The most recent version of this article can be viewed at https://doi.org/10.1007/s10846-022-01570-y

Journal ref published in Journal of Intelligent & Robotic Systems (2022)

Customer Sentiment Analysis using Weak Supervision for Customer-Agent Chat

Navdeep Jain

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

Neural network agent playing spin Hamiltonian games on a quantum computer

Oleg M. Sotnikov, Vladimir V. Mazurenko

专题命中 工具调用 ：agent(title,abstract)；autonomous agent(abstract)

Comments Local spin correction procedure was used to compensate real device errors; comparison with variational approach was added

Static and Dynamic Path Planning Using Incremental Heuristic Search

Asem Khattab

专题命中 工具调用 ：planning(title,abstract)；agent(abstract)

Comments Internship Report