Large Language Model Agents

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Period ending 2026-09-21

33 new papers

A weekly snapshot of new work published in Large Language Model Agents.

Period ending 2026-09-14

34 new papers

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Period ending 2026-09-07

29 new papers

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1,011 papers

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  1. SINT-Flow: Schema Integration using Large Language Model Workflows

    Jul 27, 2026Keti Korini, Christian BizerSchemaRelational

  2. Simulating Tenant Responses to Energy Policy Interventions with Transaction-Cost-Aware LLM Agent

    Jul 27, 2026Weijie Xia, Stefanie Horian, Hanyue Huang +3User SimulationLarge Language Model Agents

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

    Jul 27, 2026Dushyant SharmaLarge Language Model AgentsAgentic Control

  4. Generative Artificial Intelligence (GenAI) to convert images of queuing networks into verifiable simulation models: an open-weight LLM workflow approach

    Jul 27, 2026Thomas Monks, Alison Harper, Amy Heather +1Workflow GenerationLlm-Driven

  5. SpecBox: Speculative Sandbox Scheduling for Efficient LLM Agent Serving

    Jul 27, 2026Yihui Zhang, Tianyu Wo, Jinghao Wang +7SandboxLarge Language Model Agents

  6. AllocBench: Measuring Online Tool Allocation Capability in LLM Agents

    Jul 25, 2026Daniel Wang, Andrew XuLarge Language Model AgentsQwen3

  7. Stress-testing large language model agents in a robotic chemistry laboratory

    Jul 25, 2026Lulu Guo, Yingkai Sun, Xiaobo Li +13Large Language Model AgentsScientific Discovery

  8. ConsistencyGate: Preventing Memory Contamination in LLM Agents via Self-Consistency Admission Control

    Jul 25, 2026Yan Zhang, Shibo LiLarge Language Model AgentsConversational Benchmarks

  9. The Regression Tax: Decomposing Why Skills Help and Hurt LLM Agents

    Jul 24, 2026Darshan Tank, Baran NamaReusable Agent SkillsLarge Language Model Agents

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

    Jul 24, 2026Fin Gentzen, Marla Grunewald, Iulisloi Zacarias +2Heterogeneous Edge DevicesLarge Language Model Agents

  11. Reliability-Contagion Feasibility in LLM Multi-Agent Networks

    Jul 24, 2026Ruiwu Niu, Xincheng Shu, Ying ZhaoComplex NetworksAgent-Based Model

  12. Agentic Evaluation of Copyright Law Compliance

    Jul 23, 2026Zheng Hui, Doni Bloomfield, Noam KoltRightsLarge Language Model Agents

  13. Spectral Dynamics of Semantic Drift in Clinical Multi-Agent Language Model Networks

    Jul 23, 2026Amritesh BanerjeeMulti-Agent Large Language ModelComplex Networks

  14. GRADRAG: Cross-Component Prompt Adaptation for Coordinated Multi-Agent RAG

    Jul 23, 2026Paolo Pedinotti, Enrico SantusLarge Language Model Agents

  15. The Dark Room in the Reward Channel: Dense Prediction Rewards Collapse GRPO-Trained LLM Agents -- and The Channel, Not the Content, Decides What Works

    Jul 23, 2026Yu WangShared RewardsLarge Language Model Agents

  16. GuardianAgentBench: Where Agents Fail and How to Guard Them

    Jul 23, 2026Vishal Ishwar Naik, Chenyu Xu, Donna Dong +5Agentic BenchmarksLarge Language Model Agents

  17. Demonstrating GenDB: Instance-Optimized and Customized Query Processing Code Generation via LLM Agents

    Jul 22, 2026Jiale Lao, Immanuel TrummerCode GenerationComplex Query Answering

  18. PRO-LONG: Programmatic Memory Enables Long-Horizon Reasoning

    Jul 22, 2026Alexis Fox, Junlin Wang, Paul Rosu +1Long-Horizon AgentsLarge Language Model Agents

  19. Spatial Reasoning in LLM Game Agents: Impact of Causal Context and Multi-Step Planning

    Jul 22, 2026Mohit Jiwatode, Ronja Fuchs, Robin Schmöcker +2Large Language Model AgentsSpatial Reasoning

  20. Not Birds of a Feather: Personality-Based Partner Selection in LLM Agents

    Jul 22, 2026Tao Wang, Hsiang-Ling Chiu, Chihang Wei +2PersonalityLarge Language Model Agents

  21. Personalized Recommendation Tool Learning via Autonomous Language Agents

    Jul 22, 2026Mingdai Yang, Zhiwei Liu, Weizhi Zhang +3Large-Scale Recommendation SystemsLlm-Based Agent

  22. Cross-Agent Campaign Attribution: Linking Asynchronous Attacks Across LLM Agents

    Jul 21, 2026SangJin Park, Myungsub Choi, Jineok Kim +1Multiple Attack SurfacesLarge Language Model Agents

  23. AI Tour Meeting: Group Travel Planning by LLM Agents

    Jul 21, 2026Daisuke KikutaLarge Language Model AgentsTour

  24. Broken Gates: Re-evaluating Web Bot Defenses in the Age of LLM Agents

    Jul 21, 2026Behzad Ousat, Nikita Turkmen, Lalchandra Rampersaud +2Captcha-Capable Native Graphical User Interface AgentBrowser Agent

  25. The Story Shapes the Agent: Narrative Priors in LLM Behavior

    Jul 20, 2026Yixuan Wang, James Lester, Shashank SrivastavaPersonaNarratives

  26. Stress Testing Concept Erasure with Large Language Model Agents

    Jul 20, 2026Yuyang Xue, Feng Chen, Zhihua Liu +4Concept ErasureStress Testing

  27. Empirical Grounding Improves the Realism of LLM Agents Simulating Human Behavior During Disruptions

    Jul 19, 2026Chen Xia, Zexi Kuang, Yuqing HuUser SimulationLarge Language Model Agents

  28. Agentic ERP: Multi-Agent Large Language Model Architecture for Autonomous Enterprise Resource Planning

    Jul 19, 2026Zhihao Liu, Tianyu Wang, Xi Vincent Wang +1Enterprise SystemsPersonalized Large Language Model Agents

  29. OTAP: Structure-Aware Optimal Transport for Evaluating Planning and Execution in Agent Trajectories

    Jul 19, 2026Babak Barazandeh, Subhabrata Majumdar, George MichailidisTrajectory PredictionPlanning Methods

  30. Reward-Driven LLM Agent Workflows: Synthesizing POMDP Routing and Self-Correction for Autonomous Decision-Making

    Jul 19, 2026Amez Amanj Ali, Kuo-Kun TsengMulti-Agent Large Language Model SystemsPartially Observable Markov Decision Process

  31. Lomekwi: Resource-Bounded Tool Discovery in LLM Agents

    Jul 18, 2026Roshan Klein-Seetharaman, Daniel Wang, Andrew XuMulti-Turn Tool-Use AgentLarge Language Model Agents

  32. AgentBrew: Lifelong Knowledge Brewing from Strong Teachers to Weak LLM Agents

    Jul 18, 2026Yangqin Jiang, Chao HuangLarge Language Model AgentsTeacher

  33. RECON: Benchmarking Agent Memory for Compositional Reasoning over Long Contexts

    Jul 18, 2026Mihir Shriniwas AryaAgent MemoryLarge Language Model Agents

  34. DS@GT ARC at eRisk 2026: Hybrid Multi-Agent LLM System with Structured Algorithmic Guidance for Conversational Depression Screening

    Jul 18, 2026Victor Gong, David GuechaDepression DetectionOpenai

  35. Behavioral Controllability of Agentic Models for Information Extraction: From Fixed Workflows to Reflective Agents

    Jul 17, 2026Lujia Zhang, Xingzhou Chen, Hongwei FengMulti-Agent Large Language Model SystemsWorkflow Automation and Optimization

  36. Scalable LLM Agent Tool Access in the Cloud

    Jul 17, 2026Mingxin Li, Enge Song, Yueshang Zuo +27Model Context ProtocolLarge Language Model Agents

  37. Co-Harness: Co-Evolving Harnesses and Model Weights for LLM Agents

    Jul 17, 2026Zhengyu Chen, Teng Xiao, Huaisheng Zhu +3Agent HarnessLarge Language Model Agents

  38. SkillCorpus: Consolidating and Evaluating the Open Skill Ecosystem for Real-World LLM Agents

    Jul 17, 2026Yanze Wang, Pengfei Yao, Tianyi Sun +7Large Language Model AgentsText Corpora

  39. Digital Pantheon: Simulating and Auditing Coalition Formation with LLM Agents

    Jul 16, 2026Dylan Van Mulders, Matthias Bogaert, Dirk Van den PoelCoalition FormationPolitical Discourse

  40. StructureClaw: Traceable LLM Agents and an Executable Benchmark for Structural Engineering Workflows

    Jul 16, 2026Sizhong Qin, Yi Gu, Yao Jiang +13EngineeringWorkflow Automation and Optimization

  41. MemPoison: Uncovering Persistent Memory Threats and Structural Blind Spots in LLM Agents

    Jul 16, 2026Jifeng Gao, Kang Xia, Yi Zhang +5Large Language Model AgentsCorrupted Observations

  42. MCPEvol-Bench: Benchmarking LLM Agent Performance Across Dynamic Evolutions of MCP Servers

    Jul 16, 2026Huanxi Liu, Kun Hu, Jiaqi Liao +6Model Context ProtocolLarge Language Model Agents

  43. Collaborative Spatial Learning with Multi-LLM Agents in Networked Social Experiments

    Jul 16, 2026Hao He, Chris J. Kuhlman, Xinwei DengExploration-Exploitation DilemmaLlm-Based Agent

  44. AgentCompass: A Unified Evaluation Infrastructure for Agent Capabilities

    Jul 15, 2026Kai Chen, Zichen Ding, Jiaye Ge +20Agentic EvaluationsLlm-Based Agent

  45. STOCKTAKE: Measuring the Gap Between Perception and Action in LLM Agents with a Fair Oracle

    Jul 15, 2026Sagar Deb, Ashwanth KrishnanLarge Language Model AgentsSupply Chain Optimization

  46. SAFETY SENTRY: Context-Aware Human Intervention via EXECUTE-ASK-REFUSE Routing

    Jul 15, 2026Tianyu Chen, Chujia Hu, Wenjie WangLarge Language Model SafetyGuard

  47. Memory as a Controlled Process: Learned Adaptive Memory Management for LLM Agents

    Jul 15, 2026Eric Hanchen Jiang, Zhi Zhang, Yuchen Wu +11Agent MemoryLarge Language Model Agents

  48. MyAG: A Graph-Based Framework for Designing and Analyzing Composable LLM Agent Systems

    Jul 15, 2026Zhisong ZhangLarge Language Model AgentsArtificial Intelligence Agents

  49. Towards Reliable AI-Assisted Analog Design: Template-Constrained LLM Agents for SAR ADC Generation

    Jul 15, 2026Dimple Vijay Kochar, Hae-Seung Lee, Anantha P. ChandrakasanAnalog CircuitsAnalog

  50. Learning Latency-Aware Orchestration for Multi-Agent Systems

    Jul 15, 2026Xi Shi, Mengxin Zheng, Qian LouMulti-Agent SystemsInference Latency

  51. Who Grades the Grader? Co-Evolving Evaluation Metrics and Skills for Self-Improving LLM Agents

    Jul 14, 2026Xing Zhang, Guanghui Wang, Yanwei Cui +4Agentic EvaluationsEvaluation Metrics

  52. Critic Experience Bank: Self-Evolving Step-Level Confidence Estimation for LLM Agents

    Jul 14, 2026Yaopei Zeng, Congchao Wang, JianHang Chen +3Large Language Model AgentsConfidence Estimation

  53. PM-Bench: Evaluating Prospective Memory in LLM Agents

    Jul 14, 2026Genglin Liu, Saadia GabrielAgent MemoryLarge Language Model Agents

  54. How Many Tasks Are Enough for Agent Benchmark Decisions? A Replay Analysis of Public LLM Agent Benchmarks

    Jul 14, 2026Wei-Jung HuangAgentic BenchmarksSwe-Bench Verified

  55. Speculate with Memory: Lossless Acceleration for LLM Agents

    Jul 14, 2026Yu Li, Qinyuan Ye, Prafulla Kumar Choubey +2Self-SpeculativeLarge Language Model Agents

  56. Rethinking the Evaluation of Harness Evolution for Agents

    Jul 14, 2026Yike Wang, Huaisheng Zhu, Zhengyu Hu +7Agent HarnessLarge Language Model Agents

  57. Graph Feedback Controls Consensus and Clique Formation in Open-Weight Language-Model Populations

    Jul 13, 2026Samer Saab, Chaouki AbdallahConsensusMulti-Agent Large Language Model

  58. Agent Hacks Agent: Autoresearch for Production-Agent Red-Teaming

    Jul 13, 2026Xutao Mao, Xiang Zheng, Cong WangRed-TeamingVulnerability Detection & Repair

  59. Agentic Routing: The Harness-Native Data Flywheel

    Jul 13, 2026Xinchen Liu, Hang Zhou, Yingjie Zong +12Agent HarnessLarge Language Model Agents

  60. Automated Textbook Auditing with Multi-Agent LLM Systems

    Jul 13, 2026Ciprian Cristescu, Adrian-Marius Dumitran, Angela-Liliana Dumitran +1Algorithm AuditingDomain-Specific Language