LLM Agents

LLM: Large Language Model

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57 papers in the last four weeks, up 58% on the four weeks before. 0.6% of all new papers.

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  1. LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios

    Aug 25, 2025Bingxi Zhao, Lin Geng Foo, Ping Hu +3Multi-Agent LLM SystemsLLM Agents

  2. LinkAnchor: An Autonomous LLM-Based Agent for Issue-to-Commit Link Recovery

    Aug 17, 2025Arshia Akhavan, Alireza Hoseinpour, Abbas Heydarnoori +2Software EngineeringLLM Agents

    Bowling Green State University, Department of Computer Science, Bowling Green, USA · University of Nebraska-Lincoln, School of Computing, Lincoln, USA · University of Zurich, Department of Informatics, Zurich, Switzerland

  3. InqEduAgent: Adaptive AI Learning Partners with Gaussian Process Augmentation

    Aug 5, 2025Wen-Xi Yang, Tian-Fang Zhao, Guan LiuAI in EducationGenerative AI in Education

    Guangdong Institute of Smart Education, Jinan University, Guangzhou, China · School of Journalism and Communication, Jinan University, Guangzhou, China

  4. Towards Mitigation of Hallucination for LLM-empowered Agents: Progressive Generalization Bound Exploration and Watchdog Monitor

    Jul 21, 2025Siyuan Liu, Wenjing Liu, Zhiwei Xu +3LLM Hallucination MitigationHallucination in Language Models

    College of Computer Science, Nankai University · College of intelligent Science and Technology, Inner Mongolia University of Technology · Institute of Computing Technology, Chinese Academy of Sciences +3

  5. Small Language Models are the Future of Agentic AI

    Jun 2, 2025Peter Belcak, Greg Heinrich, Shizhe Diao +5Small Language ModelsLLM Agents

    NVIDIA Research · Georgia Institute of Technology

  6. Towards LLM Agents for Earth Observation

    Apr 16, 2025Chia Hsiang Kao, Wenting Zhao, Cheryl Lam +10Code GenerationLLM Agent Evaluation

    Cornell University · Columbia University

  7. AgentRM: Enhancing Agent Generalization with Reward Modeling

    Feb 25, 2025Yu Xia, Jingru Fan, Weize Chen +7Reward ModelingLLM Agents

    Department of Computer Science and Technology, Tsinghua University · Gaoling School of Artificial Intelligence, Renmin University of China

  8. How Well Can Modern LLMs Act as Agent Cores in Radiology Environments?

    Dec 12, 2024Qiaoyu Zheng, Chaoyi Wu, Weike Zhao +5HealthcareLLM Agent Evaluation

    Shanghai Jiao Tong University, Shanghai, China · Department of Radiology, Renmin Hospital of Wuhan University, Wuhan, China

  9. LLM Agents Grounded in Self-Reports Enable General-Purpose Simulation of Individuals

    Nov 15, 2024Joon Sung Park, Carolyn Q. Zou, Jonne Kamphorst +8Personality Modeling in Language ModelsHuman Behavior Simulation

    1Computer Science Department, Stanford University; Stanford, CA, 94305, USA. · Department of Communication Studies, Northwestern University; Evanston, IL 60208, USA. · 7CDSP and CEE, Sciences Po; Paris, 75007, France. +4

  10. A Taxonomy of Architecture Options for Foundation Model-based Agents: Analysis and Decision Model

    Aug 6, 2024Jingwen Zhou, Qinghua Lu, Jieshan Chen +4LLM AgentsAgentic AI

    School of Computer, Data and Mathematical Sciences, Western Sydney University, Sydney, Australia · CSIRO’s Data61, Australia · University of New South Wales, Sydney, New South Wales, Australia +1

  11. Graph-of-Skills: Dependency-Aware Structural Retrieval for Massive Agent Skills

    Date pendingDawei Liu, Zongxia Li, Hongyang Du +4Tool-Augmented Language Model AgentsGraph-Based Retrieval

    University of Pennsylvania · University of Maryland · Brown University +2

  12. Clearing the Fog: Towards Installing and Refining Proactive Exploration Capabilities in LLM Agents

    Date pendingZhizhao Guan, Chen Huang, Ziming Liu +5RL ExplorationLLM Agents

    Sichuan University · Engineering Research Center of Machine Learning and Industry Intelligence · National University of Singapore +1

  13. Learning What to Retain: Gated-Memory Routing for Efficient Collaboration in Multi-Agent LLM Systems

    Date pendingRakibul Hasan Rajib, Mengxin Zheng, Qian LouMulti-Agent LLM SystemsMulti-Agent System Optimization

    University of Central Florida