AI Agent

TUMIX: Multi-Agent Test-Time Scaling with Tool-Use Mixture

Yongchao Chen, Jiefeng Chen, Rui Meng, Ji Yin, Na Li, Chuchu Fan, Chi Wang, Tomas Pfister, Jinsung Yoon

机构 * MIT Harvard（麻省理工学院哈佛大学） ； Google Cloud AI Research（谷歌云人工智能研究） ； Google DeepMind（谷歌DeepMind） ； MIT（麻省理工学院） 纠错

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

Comments 27 pages, 13 figures

A Study on the MCP x A2A Framework for Enhancing Interoperability of LLM-based Autonomous Agents

Cheonsu Jeong

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

Journal ref Journal of Intelligence and Information Systems, 31(3), 141-170 (2025)

Stream RAG: Instant and Accurate Spoken Dialogue Systems with Streaming Tool Usage

Siddhant Arora, Haidar Khan, Kai Sun, Xin Luna Dong, Sajal Choudhary, Seungwhan Moon, Xinyuan Zhang, Adithya Sagar, Surya Teja Appini, Kaushik Patnaik, Sanat Sharma, Shinji Watanabe, Anuj Kumar, Ahmed Aly, Yue Liu, Florian Metze, Zhaojiang Lin

机构 * Meta ； Carnegie Mellon University（卡内基梅隆大学） 纠错

专题命中 工具调用 ：tool use(abstract)；agentic(abstract)；分类 cs.CL

ClaimCheck: Real-Time Fact-Checking with Small Language Models

Akshith Reddy Putta, Jacob Devasier, Chengkai Li

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

GSM-Agent: Understanding Agentic Reasoning Using Controllable Environments

Hanlin Zhu, Tianyu Guo, Song Mei, Stuart Russell, Nikhil Ghosh, Alberto Bietti, Jiantao Jiao

机构 * UC Berkeley（加州大学伯克利分校） ； Flatiron Institute（Flatiron研究所） ； Nvidia（英伟达） 纠错

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

Comments 39 pages, 8 figures

SoK: Measuring What Matters for Closed-Loop Security Agents

Mudita Khurana, Raunak Jain

机构 * IEEE 纠错

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

Agentic Reasoning and Refinement through Semantic Interaction

Xuxin Tang, Rehema Abulikemu, Eric Krokos, Kirsten Whitley, Xuan Wang, Chris North

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

Planner-R1: Reward Shaping Enables Efficient Agentic RL with Smaller LLMs

Siyu Zhu, Yanbin Jiang, Hejian Sang, Shao Tang, Qingquan Song, Biao He, Rohit Jain, Zhipeng Wang, Alborz Geramifard

机构 * LinkedIn Corporation（LinkedIn公司） 纠错

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

Adaptive Cybersecurity Architecture for Digital Product Ecosystems Using Agentic AI

Oluwakemi T. Olayinka, Sumeet Jeswani, Divine Iloh

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

Safe Motion Planning and Control Using Predictive and Adaptive Barrier Methods for Autonomous Surface Vessels

Alejandro Gonzalez-Garcia, Wei Xiao, Wei Wang, Alejandro Astudillo, Wilm Decré, Jan Swevers, Carlo Ratti, Daniela Rus

专题命中 规划决策 ：planning(title,abstract)

Comments IROS 2025

Information Seeking for Robust Decision Making under Partial Observability

Djengo Cyun-Jyun Fang, Tsung-Wei Ke

机构 * National Taiwan University（台湾大学） 纠错

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

Comments The project page is available at https://infoseekerllm.github.io

ARUQULA -- An LLM based Text2SPARQL Approach using ReAct and Knowledge Graph Exploration Utilities

Felix Brei, Lorenz Bühmann, Johannes Frey, Daniel Gerber, Lars-Peter Meyer, Claus Stadler, Kirill Bulert

机构 * Institute for Applied Informatics at Leipzig University（莱比锡大学应用信息学院） ； Leipzig University（莱比锡大学） ； Chemnitz Technical University（Chemnitz技术大学） 纠错

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

Comments peer reviewed publication at Text2SPARQL Workshop @ ESWC 2025

Latency-aware Multimodal Federated Learning over UAV Networks

Shaba Shaon, Dinh C. Nguyen

机构 * ECE Department, University of Alabama in Huntsville（阿拉巴马大学亨茨维尔分校电子与计算机工程系） 纠错

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

Comments Accepted at IEEE Transactions on Network Science and Engineering

From 2D to 3D, Deep Learning-based Shape Reconstruction in Magnetic Resonance Imaging: A Review

Emma McMillian, Abhirup Banerjee, Alfonso Bueno-Orovio

机构 * University of Oxford（牛津大学） 纠错

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

RJE: A Retrieval-Judgment-Exploration Framework for Efficient Knowledge Graph Question Answering with LLMs

Can Lin, Zhengwang Jiang, Ling Zheng, Qi Zhao, Yuhang Zhang, Qi Song, Wangqiu Zhou

机构 * University of Science and Technology of China（中国科学技术大学） ； City University of Hong Kong（香港城市大学） ； Deqing Alpha Innovation Institute（德清Alpha创新研究院） ； Hefei University of Technology（合肥工业大学） 纠错

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

Comments 18 pages, 9 figures

Hybrid Physics-ML Framework for Pan-Arctic Permafrost Infrastructure Risk at Record 2.9-Million Observation Scale

Boris Kriuk

机构 * Hong Kong University of Science and Technology（香港科技大学） ； Department of Computer Science & Engineering（计算机科学与工程系） 纠错

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

Comments 14 pages, 9 figures

Scalable Asynchronous Federated Modeling for Spatial Data

Jianwei Shi, Sameh Abdulah, Ying Sun, Marc G. Genton

机构 * Statistics Program（统计学项目） ； Applied Mathematics and Computational Sciences Program（应用数学与计算科学项目） 纠错

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

GuruAgents: Emulating Wise Investors with Prompt-Guided LLM Agents

Yejin Kim, Youngbin Lee, Juhyeong Kim, Yongjae Lee

机构 * AI Quant Lab, MODULABS（AI量化实验室，MODULABS） ； Ulsan National Institute of Science and Technology（乌山国立科学与技术研究所） 纠错

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

Comments 7 Pages, 2 figures

Journal ref CIKM 2025 Workshop on Advances in Financial AI: Innovations, Risk, and Responsibility in the Era of LLMs

Network-Level Vehicle Delay Estimation at Heterogeneous Signalized Intersections

Xiaobo Ma, Hyunsoo Noh, James Tokishi, Ryan Hatch

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

Comments arXiv admin note: text overlap with arXiv:2503.20113

Enhancing Electricity-System Resilience with Adaptive Robust Optimization and Conformal Uncertainty Characterization

Shuyi Chen, Shixiang Zhu, Ramteen Sioshansi

机构 * Heinz College of Information Systems and Public Policy, Carnegie Mellon University（信息系统与公共政策学院，卡内基梅隆大学） ； Carnegie Mellon Electricity Industry Center（卡内基梅隆电力产业中心） ； Wilton E. Scott Institute for Energy Innovation（威利特·E·斯科特能源创新研究所） ； Department of Engineering and Public Policy, Carnegie Mellon Electricity Industry Center（工程与公共政策系，卡内基梅隆电力产业中心） ； Department of Electrical and Computer Engineering, Heinz College of Information Systems and Public Policy（电气与计算机工程系，信息系统与公共政策学院） ； Department of Integrated Systems Engineering, The Ohio State University（整合系统工程系，俄亥俄州立大学） 纠错

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

VGDM: Vision-Guided Diffusion Model for Brain Tumor Detection and Segmentation

Arman Behnam

机构 * College of Computing, Department of Computer Science（计算学院、计算机科学系） ； Illinois Institute of Technology（伊利诺伊理工学院） 纠错

专题命中 规划决策 ：planning(abstract)

Like Playing a Video Game: Spatial-Temporal Optimization of Foot Trajectories for Controlled Football Kicking in Bipedal Robots

Wanyue Li, Ji Ma, Minghao Lu, Peng Lu

机构 * Adaptive Robotic Controls Lab (ArcLab), Department of Mechanical Engineering, The University of Hong Kong（适应性机器人控制实验室（ArcLab）、机械工程系、香港大学） 纠错

专题命中 规划决策 ：planning(abstract)

Comments 8 pages, 8 figures, conference paper

Online Hierarchical Policy Learning using Physics Priors for Robot Navigation in Unknown Environments

Wei Han Chen, Yuchen Liu, Alexiy Buynitsky, Ahmed H. Qureshi

机构 * Department of Computer Science, Purdue University（计算机科学系，普渡大学） 纠错

专题命中 规划决策 ：planning(abstract)

Discovering Self-Regulated Learning Patterns in Chatbot-Powered Education Environment

Yilin Lyu, Ren Ding

专题命中 规划决策 ：planning(abstract)

Lung Cancer Survival Prediction Using Machine Learning and Statistical Methods

Varun Vishwanathan Nair, Victor Miranda Soberanis

专题命中 规划决策 ：planning(abstract)

Comments 12 pages, 5 figures

Smart Routing for EV Charge Point Operators in Mega Cities: Case Study of Istanbul

Onur Yenigun, Gozde Karatas Baydogmus, Kazim Yildiz

专题命中 规划决策 ：planning(abstract)

Reinforcement learning for robust dynamic metabolic control

Sebastián Espinel-Ríos, River Walser, Dongda Zhang

专题命中 规划决策 ：agent(abstract)

AdvEvo-MARL: Shaping Internalized Safety through Adversarial Co-Evolution in Multi-Agent Reinforcement Learning

Zhenyu Pan, Yiting Zhang, Zhuo Liu, Yolo Yunlong Tang, Zeliang Zhang, Haozheng Luo, Yuwei Han, Jianshu Zhang, Dennis Wu, Hong-Yu Chen, Haoran Lu, Haoyang Fang, Manling Li, Chenliang Xu, Philip S. Yu, Han Liu

机构 * Northwestern University（西北大学） ； University of Illinois at Chicago（伊利诺伊大学香槟分校） ； University of Rochester（罗切斯特大学） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；tool use(abstract)；planning(abstract)

When Disagreements Elicit Robustness: Investigating Self-Repair Capabilities under LLM Multi-Agent Disagreements

Tianjie Ju, Bowen Wang, Hao Fei, Mong-Li Lee, Wynne Hsu, Yun Li, Qianren Wang, Pengzhou Cheng, Zongru Wu, Haodong Zhao, Zhuosheng Zhang, Gongshen Liu

机构 * Shanghai Jiao Tong University（上海交通大学） ； National University of Singapore（新加坡国立大学） ； Cognitive AI Lab（认知人工智能实验室） 纠错

专题命中 多智能体 ：agent(title,abstract)；multi-agent(title,abstract)；autonomous agent(abstract)；tool use(abstract)

Comments Working in progress

A cybersecurity AI agent selection and decision support framework

Masike Malatji

专题命中 多智能体 ：AI agent(title,abstract)；agent(title,abstract)；multi-agent(abstract)；分类 cs.AI

Comments 6 figures, 6 tables, AI agents decision support framework