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. RecSys Factory: Bounding LLM Agent Autonomy to Decision Points in the Industrial Recommender Lifecycle

    Jul 31, 2026Dongyang Ao, Kaixiang Fang, Shijie XuLLM Agent OrchestrationLLM Agents

    FiT, Tencent Shenzhen, China

  2. NeSyFS: A Neuro-symbolic Fast-Slow Thinking Framework for LLM Agent under Partial Observability

    Jul 31, 2026Duo Xu, Faramarz FekriBelief-Space PlanningLLM Agents

    Georgia Institute of Technology 225 North Ave NW, Atlanta, GA 30332

  3. Can LLM Agents Price Competitively? A Dynamic Multi-Attribute Auction Benchmark for Agentic Commerce

    Jul 30, 2026Shimaa Ahmed, Yiwei Cai, Mohsen Minaei +1LLM Agent EvaluationAI Agent Benchmarks

    Visa Research

  4. Agentic Coding in the Wild: Characterizing GitHub Copilot Traces at Production Scale

    Jul 30, 2026Banruo Liu, Haoran Qiu, Íñigo Goiri +3LLM InferenceAI Coding Agents

    UIUC · Microsoft Azure Research · Microsoft Azure

  5. Paying for Honesty Without Knowing the Truth: Reputation-Penalty Design for LLM Marketplace Agents

    Jul 30, 2026Mingdai Yang, Shicheng Fan, Kejing Yu +5Agent ReliabilityDeception in Language Models

    Univ. of Illinois Chicago Chicago, IL, USA · Springbrand Inc. Hangzhou, China · Beijing University of Posts and Telecommunications Beijing, China +2

  6. Think Short, Defer Smart, Act, and Repeat: Calibrated Reasoning and Uncertainty-Aware Deferral for Edge LLM Agents

    Jul 29, 2026Amirmohammad Farzaneh, Osvaldo SimeoneLLM Inference EfficiencyAI Agent Reliability

    Institute for Intelligent Networked Systems (INSI) Northeastern University London London, UK

  7. UrbanDS: A Graph-Guided LLM Multi-Agent System for Data-Intensive Urban Tasks

    Jul 29, 2026Zhilun Zhou, Jianghao Yu, Yuming Lin +4Multi-Agent LLM SystemsAI Agent Benchmarks

  8. PowerAtlas: Towards Electricity-Computing Co-Scheduling for Power Systems

    Jul 29, 2026Kaiwen Jiang, Siya Xu, Ziyue Zhu +3LLM AgentsPower Systems

    State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications · Information and Communication Branch, State Grid Liaoning Electric Power Co., Ltd. · College of Computing and Data Science, Nanyang Technological University

  9. CaM-Wolf: Causal-Aware Multimodal Agents for Social Deduction Games

    Jul 29, 2026Zheng Zhang, Nanjie Yao, Jiarui He +3Game-Playing AgentsSocial Deduction Games

    The Hong Kong University of Science and Technology (Guangzhou) · Nanyang Technological University · Shanghai Jiao Tong University

  10. ClinLens: Towards Long-Horizon Coding Agents for Longitudinal Multimodal Clinical Data Science

    Jul 28, 2026Yuan Zhu, Ethan B. Liu, Frank Nie +1Long-Horizon Agent EvaluationAI Agent Benchmarks

    Shandong University, China

  11. PatientAgentBench: A Benchmark Framework for Evaluating Patient-Facing Health AI Agents

    Jul 28, 2026Korosh Vatanparvar, Ashutosh Joshi, Maria Xenochristou +11AI Agent EvaluationAI Agent Safety

    Amazon Health AI

  12. Matryoshka Agent: Unfolding Sub-Agents for Long-Horizon Machine Learning Engineering

    Jul 27, 2026Rushi Qiang, Changhao Li, Haotian Sun +3LLM Agent OrchestrationLLM Agents

    Georgia Institute of Technology

  13. Authoring Agent Skills: A Software-Engineering Approach

    Jul 27, 2026Giuseppe DestefanisLLM Agents

    Department of Computer Science, University College London

  14. SIREN: Towards End-to-End Extreme-Weather Early Warning with Experience-Grounded LLM Agents

    Jul 27, 2026Hang Ni, Weijia Zhang, Fan Liu +2AI Agent BenchmarksLLM Agents

  15. Gubernaut: A Deterministic Homeostatic Controller for Affect-Regulated LLM Agents, Validated Across Independent Model Families

    Jul 27, 2026Dushyant SharmaLanguage Model-Based ControlLLM Agents

    Gubernaut Research

  16. SearchArt: Training Long-Horizon Search Agent with Scalable Synthetic and Verified Task

    Jul 25, 2026Lang Mei, Xiaohan Yu, Chong Chen +27Synthetic Data GenerationLLM Agents

    Huawei Cloud Post-Training Team

  17. A Self-Calibrating Agentic AI Framework for Autonomous Edge Resource Allocation

    Jul 24, 2026Fin Gentzen, Marla Grunewald, Iulisloi Zacarias +2Edge ComputingLanguage Model Calibration

    Institut für Datentechnik und Kommunikationsnetze Technische Universität Braunschweig, Germany

  18. Nanbeige4.2-3B: Unlocking Agentic Capabilities in a Compact Model

    Jul 24, 2026Nanbeige Lab, :, Chen Yang +23Tool-Augmented Language Model AgentsAgentic RL

    Nanbeige LLM Lab, Boss Zhipin

  19. When Language Models Meet NeuroGraphs: Exploring Enhanced Agentic LLM Framework Towards Brain Network Analysis

    Jul 24, 2026Jiaxing Li, Rui Dong, Muyao Tang +1LLM InterpretabilityLLM Agents

    School of Computer Science and Engineering, Southeast University

  20. Agentic Evaluation of Copyright Law Compliance

    Jul 23, 2026Zheng Hui, Doni Bloomfield, Noam KoltAI Agent EvaluationAI Agent Benchmarks

    Language Technology Lab, University of Cambridge, Cambridge, United Kingdom · Law School, Fordham University, New York, United States · Faculty of Law and School of Computer Science and Engineering, Hebrew University, Jerusalem, Israel

  21. HiMe: Real-Time Self-Hosted Personal Agent Platform for Health Insights with Wearable Devices

    Jul 23, 2026Wei Liu, Siya Qi, Linhai Zhang +2LLM AgentsWearable Health Monitoring

    King’s College London · The Alan Turing Institute

  22. Auditing Provenance Sensitivity in LLM Agent Action Selection

    Jul 23, 2026Junchi LiaoAI Agent AuditingLLM Auditing

  23. From Agent Failures to Text Policies: What Works and What Breaks

    Jul 22, 2026Jaideep Ray, Ankit GoyalPolicy OptimizationLLM Agent Self-Improvement

    Independent Researcher

  24. EvoDRC: A Self-Evolving Agentic Framework for Automated DRC Violation Repair

    Jul 22, 2026Bing-Yue Wu, Chia-Tung Ho, Haoyu Yang +2Electronic Design AutomationLLM Agents

    Arizona State University · NVIDIA Corporation

  25. When Shippers Become Algorithms: Candidate Exposure, Information Design, and the Concentration of LLM-Mediated Freight Markets

    Jul 22, 2026Takahiro Ezaki, Naoto Imura, Katsuhiro NishinariLLM AgentsInformation Design

    Research Center for Advanced Science and Technology, The University of Tokyo, 4-6-1 Komaba, Meguro-ku, Tokyo, 153-8904, Japan · aResearch Center for Advanced Science and Technology, The University of Tokyo, 4-6-1 Komaba, Meguro-ku, Tokyo, 153-8904, Japan · bDepartment of Aeronautics and Astronautics, School of Engineering, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, 113-8656, Japan

  26. A Framework of User Experience Principles for Human-AI Agent Interaction in the Workplace

    Jul 22, 2026Kathrin Paimann, Elizangela Valarini, Sebastian JuhlHuman-AI InteractionHuman-Centered AI

    1SAP SE, Walldorf, Germany · 2Hochschule Fresenius, Heidelberg, Germany · University of Missouri, Columbia, USA

  27. Agents in the Wild: Where Research Meets Deployment

    Jul 21, 2026Grace Hui Yang, Pranav N. Venkit, Hooman Sedghamiz +3AI Agent ReliabilityMulti-Agent LLM Systems

    Georgetown University · Washington, D.C., USA · Salesforce +7

  28. AgentDebugX: An Open-Source Toolkit for Failure Observability, Attribution, and Recovery in LLM Agents

    Jul 21, 2026Kunlun Zhu, Xuyan Ye, Zhiguang Han +9Agent Failure AnalysisAI Agent Reliability

    University of Illinois Urbana-Champaign · University of Toronto · Google +1

  29. Operational Hallucination and Safety Drift in AI Agents

    Jul 20, 2026Shasha Yu, Fiona Carroll, Barry L. BentleyLLM Agent EvaluationAI Agent Safety

    Cardiff School of Technologies, Cardiff Metropolitan University Cardiff, UK · Harvard Medical School, Harvard University Boston, USA

  30. LLMs and Agentic AI Systems for Smart Grids: A Tutorial on Architectures and Applications

    Jul 20, 2026Daniela Rojas, Abdulwahab Albassam, Aidan G. Leung +11LLM Agent OrchestrationLLM Agent Evaluation

    Department of Electrical and Computer Engineering, University of California San Diego, La Jolla, CA, 92093, USA · Department of Electrical and Computer Engineering, University of Alberta, Edmonton, AB, T6G 1H9, Canada