AI Agent

SSRL: Self-Search Reinforcement Learning

Yuchen Fan, Kaiyan Zhang, Heng Zhou, Yuxin Zuo, Yanxu Chen, Yu Fu, Xinwei Long, Xuekai Zhu, Che Jiang, Yuchen Zhang, Li Kang, Gang Chen, Cheng Huang, Zhizhou He, Bingning Wang, Lei Bai, Ning Ding, Bowen Zhou

机构 * Tsinghua University（清华大学） ； Shanghai Jiao Tong University（上海交通大学） ； Shanghai AI Laboratory（上海人工智能实验室） ； University College London（伦敦大学学院） ； CSCEC Third Bureau（中建第三工程局） ； WeChat AI（微信AI） 纠错

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

Prolonging Tool Life: Learning Skillful Use of General-purpose Tools through Lifespan-guided Reinforcement Learning

Po-Yen Wu, Cheng-Yu Kuo, Yuki Kadokawa, Takamitsu Matsubara

机构 * Division of Information Science, Graduate School of Science and Technology, Nara Institute of Science and Technology（信息科学系，科学技术研究生学校，奈良科学技术研究所） 纠错

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

Comments Under review

SPAR: Scholar Paper Retrieval with LLM-based Agents for Enhanced Academic Search

Xiaofeng Shi, Yuduo Li, Qian Kou, Longbin Yu, Jinxin Xie, Hua Zhou

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI

Tactical Decision for Multi-UGV Confrontation with a Vision-Language Model-Based Commander

Li Wang, Qizhen Wu, Lei Chen

机构 * Yangtze Delta Region Academy（扬子江地区学院） ； Beijing Institute of Technology（北京理工大学） ； School of Automation（自动化学院） ； Beihang University（北航大学） ； Advanced Research Institute of Multidisciplinary Sciences（多学科科学高级研究机构） 纠错

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI

A Survey of Large Language Models in Discipline-specific Research: Challenges, Methods and Opportunities

Lu Xiang, Yang Zhao, Yaping Zhang, Chengqing Zong

机构 * State Key Laboratory of Multimodal Artificial Intelligence Systems, Institute of Automation, Chinese Academy of Sciences（多模态人工智能系统国家重点实验室，自动化研究所，中国科学院） 纠错

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

Journal ref Lu XIANG, Yang ZHAO, Yaping ZHANG, Chengqing ZONG, "A Survey of Large Language Models in Discipline-specific Research: Challenges, Methods and Opportunities", Studies in Informatics and Control, ISSN 1220-1766, vol. 34(1), pp. 5-24, 2025

Seeking and Updating with Live Visual Knowledge

Mingyang Fu, Yuyang Peng, Dongping Chen, Zetong Zhou, Benlin Liu, Yao Wan, Zhou Zhao, Philip S. Yu, Ranjay Krishna

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

Comments Preprint. Under Review

CoachGPT: A Scaffolding-based Academic Writing Assistant

Fumian Chen, Sotheara Veng, Joshua Wilson, Xiaoming Li, Hui Fang

机构 * Institute for Financial Services Analytics（金融服务分析研究所） ； University of Delaware（德克萨斯大学） ； School of Education（教育学院） ； Department of Electrical and Computer Engineering（电气与计算机工程系） 纠错

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

Comments SIGIR 2025 DEMO Pre-print

Journal ref SIGIR 2025

Beyond Browsing: API-Based Web Agents

Yueqi Song, Frank Xu, Shuyan Zhou, Graham Neubig

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

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

Comments 20 pages, 8 figures

Checkmating One, by Using Many: Combining Mixture of Experts with MCTS to Improve in Chess

Felix Helfenstein, Johannes Czech, Jannis Blüml, Max Eisel, Kristian Kersting

机构 * Computer Science Department TU Darmstadt Darmstadt, Germany 0000-0001-5681-532X ； Machine Learning Lab TU Darmstadt Darmstadt, Germany 0000-0002-9568-8965 ； Machine Learning Lab, Hessian Center for Artificial Intelligence (hessian.AI) TU Darmstadt Darmstadt, Germany 0000-0002-9400-0946 ； Computer Science Department TU Darmstadt Darmstadt, Germany 0009-0004-9082-9871 ； Machine Learning Lab, Hessian Center for Artificial Intelligence (hessian.AI), Centre for Cognitive Science, German Research Center for Artificial Intelligence (DFKI) TU Darmstadt Darmstadt, Germany 0000-0002-2873-9152 纠错

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)；分类 cs.LG

Comments 31 pages, 33 figures, 15 tables. Code available under https://github.com/QueensGambit/CrazyAra

AgentVigil: Generic Black-Box Red-teaming for Indirect Prompt Injection against LLM Agents

Zhun Wang, Vincent Siu, Zhe Ye, Tianneng Shi, Yuzhou Nie, Xuandong Zhao, Chenguang Wang, Wenbo Guo, Dawn Song

机构 * University of California, Berkeley（加州大学伯克利分校） ； University of California, Santa Barbara（加州大学圣芭芭拉分校） ； Washington University, Saint Louis（华盛顿大学圣路易斯分校） 纠错

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

Deep Research Bench: Evaluating AI Web Research Agents

FutureSearch, :, Nikos I. Bosse, Jon Evans, Robert G. Gambee, Daniel Hnyk, Peter Mühlbacher, Lawrence Phillips, Dan Schwarz, Jack Wildman

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

Reducing Tool Hallucination via Reliability Alignment

Hongshen Xu, Zichen Zhu, Lei Pan, Zihan Wang, Su Zhu, Da Ma, Ruisheng Cao, Lu Chen, Kai Yu

机构 * X-LANCE Lab, School of Computer Science, Shanghai Jiao Tong University, Shanghai, China.（上海交通大学计算机科学学院X-LANCE实验室） ； MoE Key Lab of Artificial Intelligence, Shanghai, China.（人工智能MoE重点实验室） ； Jiangsu Key Lab of Language Computing, Suzhou, China.（江苏语言计算重点实验室） ； Suzhou Laboratory, Suzhou, China.（苏州实验室） ； AISpeech Co., Ltd., Suzhou, China.（AISpeech公司） 纠错

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

Geometric Fault-Tolerant Neural Network Tracking Control of Unknown Systems on Matrix Lie Groups

Robin Chhabra, Farzaneh Abdollahi

机构 * Department of Mechanical, Industrial, and Mechatronics Engineering, Toronto Metropolitan University（机械、工业与机电工程系，多伦多 metropolitan 大学） ； Department of Electrical Engineering, Amirkabir University of Technology（电气工程系，阿米卡比尔技术大学） 纠错

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI

Windowed MAPF with Completeness Guarantees

Rishi Veerapaneni, Muhammad Suhail Saleem, Jiaoyang Li, Maxim Likhachev

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI

Comments Accepted at AAAI 2025

Mitigating the Stability-Plasticity Dilemma in Adaptive Train Scheduling with Curriculum-Driven Continual DQN Expansion

Achref Jaziri, Etienne Künzel, Visvanathan Ramesh

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)；分类 cs.LG

Comments 9 Pages, 2 Figures

Tool Learning in the Wild: Empowering Language Models as Automatic Tool Agents

Zhengliang Shi, Shen Gao, Lingyong Yan, Yue Feng, Xiuyi Chen, Zhumin Chen, Dawei Yin, Suzan Verberne, Zhaochun Ren

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

Comments Accepted by WWW 2025

Deep Reinforcement Learning for Time-Critical Wilderness Search And Rescue Using Drones

Jan-Hendrik Ewers, David Anderson, Douglas Thomson

专题命中 工具调用 ：agent(abstract)；planning(abstract)；分类 cs.LG

Comments 16 pages, 19 figures. Submitted

Lipschitz Lifelong Monte Carlo Tree Search for Mastering Non-Stationary Tasks

Zuyuan Zhang, Tian Lan

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

Comments 6 figures

Highway Graph to Accelerate Reinforcement Learning

Zidu Yin, Zhen Zhang, Dong Gong, Stefano V. Albrecht, Javen Q. Shi

专题命中 工具调用 ：agent(abstract)；planning(abstract)；分类 cs.LG

Comments Published in TMLR

Threshold UCT: Cost-Constrained Monte Carlo Tree Search with Pareto Curves

Martin Kurečka, Václav Nevyhoštěný, Petr Novotný, Vít Unčovský

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

Enhancing Function-Calling Capabilities in LLMs: Strategies for Prompt Formats, Data Integration, and Multilingual Translation

Yi-Chang Chen, Po-Chun Hsu, Chan-Jan Hsu, Da-shan Shiu

专题命中 工具调用 ：autonomous agent(abstract)；function calling(abstract)；分类 cs.CL

Harnessing LLM to Attack LLM-Guarded Text-to-Image Models

Yimo Deng, Huangxun Chen

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI

Comments 10 pages, 7 figures, under review

USimAgent: Large Language Models for Simulating Search Users

Erhan Zhang, Xingzhu Wang, Peiyuan Gong, Yankai Lin, Jiaxin Mao

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

SELA: Tree-Search Enhanced LLM Agents for Automated Machine Learning

Yizhou Chi, Yizhang Lin, Sirui Hong, Duyi Pan, Yaying Fei, Guanghao Mei, Bangbang Liu, Tianqi Pang, Jacky Kwok, Ceyao Zhang, Bang Liu, Chenglin Wu

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

Comments The code is available at https://github.com/geekan/MetaGPT

Human-Robot Collaborative Minimum Time Search through Sub-priors in Ant Colony Optimization

Oscar Gil Viyuela, Alberto Sanfeliu

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI

SEAL: Suite for Evaluating API-use of LLMs

Woojeong Kim, Ashish Jagmohan, Aditya Vempaty

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

Ontology-driven Reinforcement Learning for Personalized Student Support

Ryan Hare, Ying Tang

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)；分类 cs.LG

Comments 6 pages, 3 figures, in press for IEEE Systems, Man, and Cybernetics 2024 Conference

Intelligent OPC Engineer Assistant for Semiconductor Manufacturing

Guojin Chen, Haoyu Yang, Bei Yu, Haoxing Ren

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

On the Completeness of Conflict-Based Search: Temporally-Relative Duplicate Pruning

Thayne T Walker, Nathan R Sturtevant

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI

Comments 9 pages, 4 figures, 2 tables

KnowPC: Knowledge-Driven Programmatic Reinforcement Learning for Zero-shot Coordination

Yin Gu, Qi Liu, Zhi Li, Kai Zhang

专题命中 工具调用 ：agent(abstract)；multi-agent(abstract)；分类 cs.AI