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. ComboShoppingBench: Evaluating LLM Agents for Budget-Constrained Basket Shopping with Coupons

    Aug 10, 2026Adrian Li, Kelong Mao, Yudong Guo +7Agentic CommerceToken Budgets

  2. SkillSentry: Reliable Skill Execution for LLM Agents via Runtime Assurance

    Aug 10, 2026You Lu, Xinyu Huang, Bihuan Chen +1Large Language Model AgentsRuntime Enforcement

  3. DOCSCHISEL: Adaptive Tool Documentation Optimization Framework for LLM Agents

    Aug 10, 2026You Lu, Kun Zhang, Bihuan Chen +1Large Language Model AgentsDocumentation

  4. Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows

    Aug 10, 2026Renxiang Wang, Jiaming CuiLarge Language Model RoutingMulti-Agent Large Language Model Systems

  5. IDRAAK: From Multi-Agent NLP to Few-Shot Prompting for Semantic Drift Detection in Technical Requirements

    Aug 9, 2026Shiva AhirMachine Translation ModelsEngineering

  6. Business Arena: Benchmarking LLM Agents in a Realistic Marketplace

    Aug 9, 2026Yijun Pan, Yukun Lian, Kunyu Shi +5Large Language Model AgentsArena

  7. Hierarchical Self-Improvement: A Framework for Task-Specific Evolvable Agent Harnesses

    Aug 9, 2026Tailin ZhouSelf-Evolving AgentsLarge Language Model Agents

  8. Stateful CARS: Exact Cross-History Reuse for Policy-Constrained LLM Agents

    Aug 8, 2026Ibne Farabi Shihab, Md Najmus Swaqeeb, Abu Sa-Adat Mohamed Moon-Im Al AhsanLarge Language Model AgentsContinuation

  9. LatticeMind: A Conflict-Aware Memory Primitive for Multi-Agent Systems

    Aug 8, 2026Heng Zhou, Lian Zhang, Yutao Fan +5Agent MemoryMulti-Agent Large Language Model Systems

  10. Can LLM Agents Stick to the Script? A Benchmark for Long-Horizon Consistency in Interactive Narratives

    Aug 8, 2026Yingpeng Ma, Jianhao Yan, Bei Shi +6Large Language Model AgentsNarratives

  11. Compositional Threat Analysis of Latent Compromise in LLM Agent Systems: The Order 66 Scenario

    Aug 8, 2026Satoshi MatsuokaThreat ModelsLarge Language Model Agents

  12. Improving Constraint Models with LLM Agents

    Aug 8, 2026Florentina Voboril, Stefan SzeiderConstraint SatisfactionLarge Language Model Agents

  13. SodaMem: Evidence-Grounded Temporal Graph Memory for LLM Agents

    Aug 8, 2026Fengrong Wan, Chengcan Wu, Ningtao LyuLarge Language Model AgentsContent Provenance

  14. Verication-driven closed-loop multi-agent large language modelframework for code-compliant structural design

    Aug 8, 2026Jianbin Luo, Weibin Lin, Yiran Lin +2Code QualityModular Agentic Framework

  15. ZhuLong: Execution-Grounded LLM Agent for EDA Scripting with Offline API Self-Exploration

    Aug 8, 2026Yang Liu, Shiwei Hou, Xiyuan Chen +13Large Language Model BaselinesLarge Language Model Agents

  16. PsychoAgent: An Affect-Sensitive Cognitive Architecture for Conflict-Aware Memory in LLM Agents

    Aug 7, 2026Mohammad Amanlou, Parham Abed Azad, Farbod Davoodi +3Agent MemoryCognitive Memory

  17. Fisher-R1: Training LLM Agents for Reliable Hypothesis Testing

    Aug 7, 2026Jiacheng Miao, Jin Mu, Guanhua Chen +1Two-Sample TestingLarge Language Model Agents

  18. Contextual Value Alignment via Multilayer Combinatorial Fusion

    Aug 7, 2026Yuanhong Wu, Djallel Bouneffouf, D. Frank HsuMulti-Agent Large Language ModelSingle-Agent Baselines

  19. Agent Memory Distillation: Empowering Small LLM Agents with Hierarchical Teacher Memory

    Aug 7, 2026Taeil Kim, Kangsan Kim, Sung Ju HwangAgent MemoryPersonalized Large Language Model Agents

  20. Gated-BEPO: Confidence-Gated Bellman Credit Assignment for Large Language Model Agents

    Aug 7, 2026Hongxi Yan, Ziyue Huang, Shichao Fan +1Credit AssignmentLarge Language Model Agents

  21. Coupling Planning with Episodic Memory in LLM Agents for Software Issue Resolution

    Aug 7, 2026Jiahao Zhang, Yifan Zhang, Yu HuangLarge Language Model AgentsEpisodic Memory

  22. The Horizon Gap: Planning, Memory, Execution, Training, and Evaluation for Long-Horizon LLM Agents

    Aug 7, 2026Mingguang Chen, Licheng Wang, Bo QuLong-Horizon TasksLong-Horizon

  23. Do AI Personas Grow? Analyzing and Benchmarking Personality Evolution in LLM Agents After Life Events

    Aug 6, 2026Ming Wang, Peidong Wang, Xiaocui Yang +4PersonalityPersona

  24. EnvACE: Internalizing Environment Dynamics via World Rehearsal for Agentic Reinforcement Learning

    Aug 6, 2026Zishan Xu, Zhiyuan Yao, Yuxin Chen +9Agentic Reinforcement-Learning FrameworkLarge Language Model Agents

  25. When Self-Evolution Backfires: Pre-Commit Gating against Skill Contamination in LLM Agents

    Aug 6, 2026Linfang Shang, Ming Xu, Yiding Sun +4Self-Evolving AgentsSelf-Evolution

  26. A Two-Tier Perspective on Inference-Time Parallelism in Multi-Agent LLM Systems

    Aug 6, 2026Zihan Xu, Haolin Tian, Hai JiangMulti-Agent Large Language Model SystemsMulti-Agent Systems

  27. DreamGuard: Efficient Runtime Guardrail for LLM Agents via Risk-Aware World Model

    Aug 6, 2026Wenhao Lin, Chenyu Yu, Xingwei Lin +6Large Language Model AgentsLarge Language Model Safety

  28. F2^2Agent: Financial Fusion of Agentic Intelligence for Multimodal Trading

    Aug 6, 2026Changshuo Liu, Yanzheng Jin, Shangfeng Cai +3Multimodal AgentsMulti-Agent Large Language Model

  29. EcoAgent-Bench: Evaluating Economic Decision-Making in Budget-Constrained LLM Agents

    Aug 6, 2026Jie Wu, Ming Gong, Feixiang Cheng +1Opti-Agent-BenchLarge Language Model Agents

  30. AutoScientist-Quant: Self-Evolving Coding Agents for Automatic Research in Quantitative Investment

    Aug 5, 2026Zongqian Li, Yaoyiran Li, Yaohui Guo +3AutoresearchSelf-Evolving Agents

  31. Hierarchical Graph Memory for LLM Agents with Path-level Localization and Rewrite

    Aug 5, 2026Xiawei Yue, Boran Wang, Xiaoqing Zhang +2Hierarchical Graph MemoryGraph Representations

  32. State2State: Environment-Derived Mid-Training for LLM Agents

    Aug 5, 2026Xuanyu Lei, Yiqi Zhu, Chenliang Li +6Large Language Model AgentsInteraction Trajectories

  33. When Does Latent Communication Pay? A Causal Audit of Relayed KV Caches in Multi-Agent LLMs

    Aug 5, 2026Jiaming Cheng, Subhransu Das, Rajiv RamnathMulti-Agent Large Language ModelKey-Value Cache

  34. Diagnosing Tool-Selection Reasoning in LLM Agents with Canary Tools

    Aug 5, 2026Atul Anand, Sourav ChattarajFewer Tool-Call ErrorsLarge Language Model Agents

  35. Emergence of Reputation-Based Cooperation in LLM Agents

    Aug 5, 2026Kazuya Horibe, Kenji Itao, Wataru ToyokawaCooperationLarge Language Model Agents

  36. RouteGuard: Certifying Routing Gain in LLM Multi-Agent Systems When Complementarity Is Not Enough

    Aug 5, 2026Anchen Sun, Kaiqi YangLarge Language Model RoutingMulti-Agent Large Language Model

  37. Continuous Improvement and Parallel Autonomous Exploration: An LLM-Agent Framework for Searching Large Solution Spaces

    Aug 5, 2026Dulmini Hettiarachchi, Andre Rusli, Julio Christian Young +1Llm-Based AgentLarge Language Model Agents

  38. CURATE: Leveraging LLM Agents to Compose, Catalog, and Deploy Reproducible Workflows

    Aug 4, 2026Nolan Cutler, Chia-Chen Kuo, Nanda Velugoti +2Workflow Automation and OptimizationWorkflow Generation

  39. Strategic Evaluation of Planning Strategies for LLM Agents in Cyber-Physical Systems

    Aug 4, 2026J. de Curtò, I. de ZarzàLarge Language Model PlanningCyber-Physical System

  40. FinPerMA: A Theory-Informed, Event-Grounded Personalized-Memory Benchmark for LLM Agents

    Aug 4, 2026Ben Wang, Kang Zhou, Lifan Guo +2Large Language Model AgentsFactual Recall

  41. Should We Type or Talk to LLM Agents? A Comprehensive Study of Voice and Keyboard Input Perturbations

    Aug 4, 2026Zizhao Hu, Nathan Elijah Segura, Mohammad Rostami +1Public NeuroqwertyLarge Language Model Agents

  42. ContinualSkillBench: Can LLM Agents Truly Evolve Their Capabilities?

    Aug 4, 2026Tianyi Guan, Yiding Wang, Haotong Yang +5Skill EvolutionLarge Language Model Agents

  43. MAFIA: Query-Only Memory Attacks via Probing and Factual Injection against Audited LLM Agents

    Aug 4, 2026Jiaming Chen, Yisen Gao, Yanping Li +3Explicit MemoryLarge Language Model Agents

  44. Formal Verification of Agentic Systems over Operational Data

    Aug 4, 2026Alejandro J. Mercado, Alessio LomuscioAgentic SystemsFormal Verification

  45. Towards Improving Sequential Decision-Making in LLM Agents via Experience Memory

    Aug 4, 2026Jakub Rada, Viliam LisýLarge Language Model AgentsLarge Language Model Decision-Making

  46. Verifiable Memory: Learning Unified Memory Management with Local and Global Verifiers for Large Language Model Agents

    Aug 4, 2026Xiaolong Sun, Qichao Wang, Hangyu Li +1Large Language Model AgentsLong-Term Memory

  47. DP-MemView: A Memory Interface for Attribute-Level Transcript Privacy in Long-Term LLM Agents

    Aug 4, 2026Jong Wook Kim, Byoungjae Min, Kennedy Edemacu +3MemdefragStructured Evidence Ledger

  48. Getting the Parameters Right: A Difficulty-Graded Benchmark and Probe-Guided Training for LLM Tool Calls

    Aug 4, 2026Guoyao Yu, Xiaoqing Sun, Ziqi Huang +13Large Language Model CallsLarge Language Model Agents

  49. Emergence of Biased Consensus in Multi-Agent LLM Debates

    Aug 3, 2026Maya OkawaMulti-Agent Large Language ModelDebate

  50. Everyone Conforms, No One Believes: Pluralistic Ignorance in LLM Agent Populations

    Aug 3, 2026Yashwanth YSMulti-Agent SimulationsConformity

  51. SkillTrace: Traversing a Query-Skill Graph for Composable LLM Agents

    Aug 3, 2026Yue Yao, Shengyuan Wang, Xin Chen +4Large Language Model AgentsAgentic Retrieval

  52. From Profiling to Synthesis: Benchmarking Implicit Behavioral Alignment in Personalized LLM Agents

    Aug 3, 2026Jiajia Song, Bobo Li, Haiwen Yi +6Behavioral AlignmentPersonalized Large Language Model Agents

  53. PCSD: Persistent Consistency for Self-Distillation in Agentic Reinforcement Learning

    Aug 3, 2026Chunji Lv, Yangguang Wei, Junlin Liu +6Unsupervised On-Policy Self-DistillationToken-Level Supervision

  54. FRAMES: Guarded and Dual-Objective Skill Evolution for Agents in Policy-Governed Enterprise Workflows

    Aug 3, 2026Xuhui Wang, Ruoqi Shu, Chen Dan +4Modular Agentic FrameworkSkill Evolution

  55. MemSIF: From Structured Interactions to Dual-Track Fact Memory for LLM Agents

    Aug 3, 2026YuFei Luo, Xiucheng Xu, Zhen YangFactual RecallLarge Language Model Agents

  56. CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents

    Aug 3, 2026Bowen Ye, Yongchao Xu, Zhijian Li +3Co-EvolutionExplicit Memory

  57. GABench: A Comprehensive Benchmark for Evaluating LLM Agents on Graph Analysis Tasks

    Aug 3, 2026Jiarui Tan, Zhongjian Zhang, YaBo Guo +5Graph RepresentationsLarge Language Model Agents

  58. Salami Attack: Stealthy Collusive Memory Poisoning against OpenClaw

    Aug 3, 2026Zheng Lin, Yuzhe Huang, Zhenxing Niu +2Data PoisoningOpenclaw

  59. TraceCompiler: Skill-Guided Mining and Compilation of LLM Agent Traces into Mostly Deterministic Workflows

    Aug 3, 2026Salma El Yadouni, Guanyi LiMulti-Turn Tool-Use AgentReasoning Traces

  60. CRAFTS: Collaborative Role-Adaptive Fine-Tuning of LLM Agents for Chemical Process Simulation

    Aug 2, 2026Ziyun Zhang, Yuxin Lin, Eldin Wee Chuan Lim +1Chemical Process SystemsBusiness Processes