Large Language Model Agents

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Can LLM Agents Sustain Long-Horizon Organizational Dynamics?
May 31, 2026Xuancheng Zhu, Yang Yue, Shuaibing Wan +4Long-Horizon Agents Multi-Agent Simulations
ExpWeaver: LLM Agents Learn from Experience via Latent RAG
May 31, 2026Tao Feng, Tianyang Luo, Jingjun Xu +5Large Language Model Agents Experience
A Machine-to-Machine Knowledge-Guided LLM Agent for Generalizable Radiotherapy Treatment Planning
May 30, 2026Md Mainul Abrar, Xun Jia, Yujie ChiRadiotherapy Large Language Model Planning
Adversarial Feeds Steer LLM Agent Decisions Against Their Defaults
May 30, 2026Rana Muhammad UsmanLarge Language Model Decision-Making Language Model Evasion Attacks
SkillPager: Query-Adaptive Intra-Skill Navigation via Semantic Node Retrieval
May 30, 2026Zicai Cui, Zihan Guo, Weiwen Liu +1Agentic Retrieval Large Language Model Agents
ForeSci: Evaluating LLM Agents for Forward-Looking AI Research Judgment
May 30, 2026Qiuyu Tian, Haojie Yin, Yingce Xia +2Large Language Model Agents Foresight
Probe Before You Edit: Probing-Guided Molecular Optimization for LLM Agents in Structure-Based Drug Design
May 30, 2026Zaifei Yang, Weiyu Chen, Yaqing Wang +1Structure-Based Drug Design Drug Design
Doing What They Say, Not What They Reason: Locating the Faithfulness Gap in LLM Agents
May 30, 2026Yufeng WangLarge Language Model Agents Adherence
How Generation Architecture Shapes Code Complexity in Multi-Agent LLM Systems: A Paired Study on HumanEval
May 29, 2026Nazmus AshrafiCode Generation Multi-Agent Large Language Model Systems
BAGEN: Are LLM Agents Budget-Aware?
May 29, 2026Yuxiang Lin, Zihan Wang, Mengyang Liu +9Token Budgets Large Language Model Agents
Skill Reuse as Compression in Agentic RL
May 29, 2026Zhikun Xu, Yu Feng, Jacob Dineen +3Agentic Reinforcement-Learning Framework Reusable Skills
Used Car Salesbots? Honesty and Credulity of LLMs as Bargaining Agents under Partial Information
May 29, 2026Antonio Valerio Miceli-Barone, Vaishak Belle, Shay B. CohenNegotiation Honesty
Skill Availability and Presentation Granularity in Large-Language-Model Agents: A Controlled SkillsBench Study
May 29, 2026Xiaonan Xu, Wenjing WuLarge Language Model Agents
BlueFin: Benchmarking LLM Agents on Financial Spreadsheets
May 29, 2026Srivatsa Kundurthy, Clara Na, Colton Moraine +6Spreadsheets Finance Domain
Design and Evaluation of Multi-Agent AI Oracle Systems for Prediction Market Resolution
May 29, 2026Tarun KotaPrediction Markets Multi-Agent Large Language Model
Learning Agent-Compatible Context Management for Long-Horizon Tasks
May 29, 2026Lu Yi, Runlin Lei, Liuyi Yao +6Large Language Model Agents Agentic Reinforcement-Learning Framework
Skill is Not One-Size-Fits-All: Model-Aware Skill Alignment for LLM Agents
May 29, 2026Jianxiang Yu, Jiapeng Zhu, Bochen Lin +3Unsupervised Skill Discovery Skill Evolution
ExpGraph: Model-Agnostic Experience Learning with Graph-Structured Memory for LLM Agents
May 29, 2026Tao Feng, Chongrui Ye, Tianyang Luo +8Large Language Model Agents Hierarchical Graph Memory
ElasticMem: Latent Memory as a Learnable Resource for LLM Agents
May 29, 2026Tao Feng, Chongrui Ye, Tianyang Luo +5Memory-Augmented Large Language Models Large Language Model Agents
Counterfactual Graph for Multi-Agent LLM Calibration
May 28, 2026Jiatan Huang, Mingchen Li, Ziming Li +3Multi-Agent Large Language Model Systems Consensus
An Organization-Scoped LLM Agent Runtime Architecture for Regulated Cybersecurity Operations
May 28, 2026George Fatouros, Georgios Makridis, George Kousiouris +2Cybersecurity Model Context Protocol
Can LLM Teams Play What? Where? When?
May 28, 2026Anastasia Kotelnikova, Viktor Byzov, Maria Dolzhenkova +1Multi-Agent Large Language Model Large Language Model Performance
The Surface You Test Is Not the Surface That Breaks
May 28, 2026Shifat E Arman, Syed Nazmus Sakib, Nafiul Haque +1Indirect Prompt Injection Multiple Attack Surfaces
Locally Coherent, Globally Incoherent: Bounding Compositional Incoherence in Multi-Component LLM Agents
May 28, 2026Anany KotawalaLarge Language Model Agents Coherence
Specialize Roles, Mix Deployments: Pushing the Cost-Accuracy Frontier of LLM Agent Teams
May 28, 2026Yinsicheng Jiang, Liang Cheng, Yeqi Huang +6Agentic Benchmarks Large Language Model Agents
Dissociative Identity: Language Model Agents Lack Grounding for Reputation Mechanisms
May 28, 2026Botao Amber Hu, Helena Rong, Max Van KleekReputation Trustworthy Artificial Intelligence
Meta-Cognitive Memory Policy Optimization for Long-Horizon LLM Agents
May 28, 2026Ziyan Liu, Zhezheng Hao, Yeqiu Chen +7Long-Horizon Agents Large Language Model Agents
HEART-Bench: Do LLM Agents Exhibit Human-like Psychology?
May 28, 2026Weihan Peng, Chenxu Zhang, Qianao Wang +7Personality Large Language Model Agents
Agora: Toward Autonomous Bug Detection in Production-Level Consensus Protocols with LLM Agents
May 28, 2026Xiang Liu, Sa Song, Zhaowei Zhang +6Smart Contracts Consensus-Based Protocol
Evolutionary Dynamics of Cooperation in Next-Generation LLM Agent Systems: A Cross-Provider Empirical Extension
May 28, 2026Francisco León Zúñiga BolívarCo-Evolution Large Language Model Agents
GRASP: Gated Regression-Aware Skill Proposer for Self-Improving LLM Agents
May 28, 2026Johannes Moll, Jean-Philippe Corbeil, Jiazhen Pan +4Large Language Model Agents Recursive Self-Improvement
PTCG-Bench: Can LLM Agents Master Pokémon Trading Card Game?
May 28, 2026Dongdong Hua, Yifei Sun, Renhong Huang +3Self-Evolving Agents Agentic Benchmarks
Improving Collaborative Storytelling with a Multi-Agent Framework Based on Large Language Models
May 28, 2026Arturo Valdivia, Paolo BurelliLlm-Generated Stories Multi-Agent Large Language Model
MINDGAMES: A Live Arena for Evaluating Social and Strategic Reasoning in Multi-Agent LLMs
May 28, 2026Kevin Wang, Anna Thöni, Benjamin Kempinski +50Multi-Agent Large Language Model Multi-Agent Systems
SkillBrew: Multi-Objective Curation of Skill Banks for LLM Agents
May 28, 2026Wentao Hu, Zhendong Chu, Yiming Zhang +6Large Language Model Agents Data-Curation
Indexing the Unreadable: LLM-Native Recursive Construction and Search of Service Taxonomies
May 28, 2026Wei Zheng, Yang Yan, Yiyang Shao +6Large Language Model Agents Taxonomy
BenchTrace: A Benchmark for Testing Reflection Ability and Controlled Evolution in LLM Agents
May 28, 2026Jiahao Huang, Fei Cheng, Junfeng Jiang +2Self-Evolution Large Language Model Agents
Relevance as a Vulnerability: How Web Retrieval Degrades Safety Alignment in LLM Agents
May 28, 2026Aditya Nawal, Manit Baser, Mohan GurusamyLarge Language Model Safety Safety Alignment
From Knowing to Doing: A Memory-Controlled Benchmark for LLM Trading Agents on Stock Markets
May 27, 2026Taojie Zhu, Wentao Zhao, Rui Sun +7Financial Strategy Research Market
Plant, Persist, Trigger: Sleeper Attack on Large Language Model Agents
May 27, 2026Yongxiang Li, Moxin Li, Zhixin Ma +4Language Model Evasion Attacks Large Language Model Agents
Ask Now, Use Later: Benchmarking the Proactivity Gap in Long-Lived LLM Agents
May 27, 2026Bin Wu, Guanyun Zou, Bingbing Wang +2Large Language Model Agents Proactive
Skill-as-Pseudocode: Refactoring Skill Libraries to Pseudocode for LLM Agents
May 27, 2026Xinze Li, Yuhang Zang, Yixin Cao +1Large Language Model Agents Templates
Do Agents Think Deeper? A Mechanistic Investigation of Layer-Wise Dynamics in Sequential Planning
May 27, 2026Zhenyu Cui, Xiangzhong LuoLarge Language Model Agents
SKILLC: Learning Autonomous Skill Internalization in LLM Agents via Contrastive Credit Assignment
May 27, 2026Hongxiang Lin, Zhirui Kuai, Erpeng Xue +1Unsupervised Skill Discovery Skill Evolution
Diagnosing Live Within-Policy Instruction Conflicts in LLM Agents with Witnessed Resolution Profiles
May 27, 2026Lu Yan, Xuan Chen, Xiangyu ZhangLarge Language Model Agents Instruction-Tuned Models
Got a Secret? LLM Agents Can't Keep It: Evaluating Privacy in Multi-Agent Systems
May 26, 2026Aman Priyanshu, Supriti Vijay, Esha PahwaLarge Language Model Agents Agentic Evaluations
SkillGrad: Optimizing Agent Skills Like Gradient Descent
May 26, 2026Hanyu Wang, Yifan Lan, Bochuan Cao +2Skill Evolution Large Language Model Agents
TRACES: Proactive Safety Auditing for Multi-Turn LLM Agents via Trajectory-State Modeling
May 26, 2026Jiaqian Li, Yanshu Li, Boxuan Zhang +2Large Language Model Safety Safety
Decoupled Intelligence: A Multi-Agent LLM Framework for Controllable Traffic Scenario Generation in SUMO
May 26, 2026Shuyang Li, Ruimin KeMicroscopic Traffic Simulations Multi-Agent Simulations
Agents that Matter: Optimizing Multi-Agent LLMs via Removal-Based Attribution
May 26, 2026Mingyu Lu, Yushan Huang, Chris Lin +1Multi-Agent Systems Multi-Agent Large Language Model
Voluntary Collusion with Secret Tools in Competing LLM Agents
May 26, 2026Xijie Zeng, Frank RudziczAlgorithmic Collusion Large Language Model Agents
FinHarness: An Inline Lifecycle Safety Harness for Finance LLM Agents
May 26, 2026Haoxuan Jia, Yang Liu, Bin Chong +10Personalized Large Language Model Agents Finance Domain
HARP: Measuring Harm Amplification in Multi-Agent LLM Systems
May 26, 2026Md Hafizur Rahman, Zafaryab Haider, Tanzim Mahfuz +1Multi-Agent Large Language Model Systems Perturbations
PEAR: Permutation-Equivariant Adaptive Routing Multi-Agent Debate
May 26, 2026Yang Feng, Ziwei Xu, Xia Hu +1Multi-Agent Debate Debate
Efficient Agentic Reinforcement Learning with On-Policy Intrinsic Knowledge Boundary Enhancement
May 26, 2026Dingwei Chen, Zefang Zong, Zhipeng Ma +5Agentic Reinforcement-Learning Framework Llm-Based Agent
Knowledge Graphs as the Missing Data Layer for LLM-Based Industrial Asset Operations
May 26, 2026Madhulatha Mandarapu, Sandeep KunkunuruKnowledge Graphs Multi-Agent Large Language Model Systems
Helicase: Uncertainty-Guided Supply Chain Knowledge Graph Construction with Autonomous Multi-Agent LLMs
May 26, 2026Yunbo Long, Haolang Zhao, Ge Zheng +1Supply Chain Optimization Knowledge Graphs
It's Not the Capability: Harness Sensitivity Is Non-Monotone Across LLM Agent Tiers
May 26, 2026Yong-eun ChoPersonalized Large Language Model Agents Paradox
Towards Feedback-to-Plan Decisions for Self-Evolving LLM Agents in CUDA Kernel Generation
May 26, 2026Yee Hin Chong, Jiaming Wu, Youhui Zhang +1Large Language Model Planning Graphics Processing Unit Kernels
AGORA: Adapter-Grounded Observation-Action Retention for Inference-Free Prompt Compression in LLM Agents
May 26, 2026Haoran Zhang, Zhaohua SunLarge Language Model Agents Context Compression

May 31, 2026 · cs.AIJ/K move · Enter open · S save

Can LLM Agents Sustain Long-Horizon Organizational Dynamics?

Xuancheng Zhu, Yang Yue, Shuaibing Wan, Zihan Dou+3

Beijing University of Posts and Telecommunications, Beijing, China

Large language agents are increasingly used for social simulation, yet it remains unclear whether they can sustain coherent behavior in structured organizations, where goals must propagate through hierarchy, tasks depend on prior execution, and artifacts accumulate over long horizons. We formulate long-horizon organizational simulation as a memory-centered coordination problem and introduce TaskWeave, a hierarchical agentic framework that maintains planning states through a Formulate-Partition-Diagnose-Align cycle and grounds execution through dependency-aware trace memory. We evaluate TaskWeave in a year-long IT company simulation and compare it with other multi-agent frameworks on organizational coherence, execution grounding, and downstream enterprise NLP utility. Experiments show that TaskWeave supports coherent and long-horizon organizational dynamics while producing grounded artifacts and adapting to external environments. These findings suggest that structured simulation memory is a key mechanism for building reliable LLM-based organizational simulators.

Long-Horizon Agents Multi-Agent Simulations Large Language Model Agents Multilingual Agents Agent Memory Weave

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