Behavioral Consistency of LLM Agents

LLM: Large Language Model

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23 papers6 papers in the last four weeks, up 20% on the four weeks before. 0.0% of all new papers.

  1. Beyond Behavioral Accuracy: Evaluating Individual-Level Fidelity in LLM Investor Simulation

    Oct 19, 2026Jiajie He, Yuanhong Jiang, Xintong Chen +2Human Behavior SimulationUser Simulation

    Hithink Research · McMaster University · Nanyang Technological University

  2. Self-Consistency of Entity Sets and Citations in a Deep Research System under Repeated Prompting

    Oct 19, 2026Lauri Pykälä, Kimmo K. KaskiDeep Research AgentsBehavioral Consistency of LLM Agents

    Department of Computer Science, Aalto University School of Science, P.O. Box 11000, 00076 Aalto, Finland

  3. The Scheduler Is a Hidden Retriever: How Asynchrony Shapes Evidence Acquisition in Search Agents

    Oct 19, 2026Ruiyang Ren, Yuhao Wang, Yinan Zhang +1LLM Inference SchedulingEvidence Retrieval

    Nanyang Technological University Singapore

  4. The Window Is in the Reasoning: When LLM Agents Decide to Follow Prompt Injections

    Oct 16, 2026Haoxuan Jia, Yang Liu, Bin Chong +13Prompt Injection Attacks on AI AgentsPrompt Injection Detection

    Fullive-AI · Nanyang Technological University · Supply Chain Tech Team Y, JD.com +6

  5. On the possibilities and limitations of LLM-based multi-agent systems for multi-criteria decision-making in healthcare operations management

    Oct 16, 2026Marco Boresta, Tommaso Giovannelli, Sepehr Namirad +1Preference ModelingMulti-Criteria Decision Analysis

    Istituto di Analisi dei Sistemi ed Informatica (IASI), CNR, Rome, Italy · Department of Mechanical, Materials, and Industrial Engineering, University of Cincinnati, Cincinnati, OH · Department of Computer, Control, and Management Engineering (DIAG), Sapienza University of Rome, Rome, Italy

  6. Beyond Marginal Influence: Interaction-Aware Memory Selection for LLM Agents

    Oct 16, 2026BHVSP Subrahmanyam, Neeraj ChoudharyMemory Management for LLM AgentsMemory Agent Benchmarks

    Department of Computer Science and Engineering, Mahindra University, India

  7. GraphACM: Graph-based Action Consistency Measurement for Uncertainty Quantification in LLM Agents

    Oct 15, 2026Yaxin Ma, Wenbo Zhang, Satya Krishna Pothapragada +1Behavioral Consistency of LLM AgentsLLM Agent Evaluation

    University of Florida, Gainesville, FL, USA · University of California, Irvine, CA, USA

  8. AgentHabit: Characterizing Distinct Behaviors of Agents on Everyday Tasks

    Sep 26, 2026Woojung Song, Hoyeol Yang, Jeonghoon Shim +4LLM AgentsLLM Agent Evaluation

    Seoul National University, Seoul, Republic of Korea

  9. Making Agents More Consistent: Skills Should Form Habits for Repeat Tasks

    Sep 21, 2026Travis Weber, Rohit TanejaLLM Agent Skill LearningBehavioral Consistency of LLM Agents

    Pheo Inc

  10. Same Patient, Different Order: Action-Level Reliability of Clinical LLM Agents Under Repeated Runs

    Sep 11, 2026Rohith Reddy Bellibatlu, Manpreet Singh, Zhoutian Han +1Behavioral Consistency of LLM AgentsLLM Agent Reliability

    Florida International University, Miami, FL, USA · Boston University, Boston, MA, USA · Stevens Institute of Technology, Hoboken, NJ, USA

  11. Closing the Consistency Gap: Self-Evolving Agents That Learn to Stay on Course

    Sep 8, 2026Evelyn Duesterwald, Benjamin Elder, Lilian Ngweta +2LLM Agent ReliabilitySelf-Evolving Agents

    IBM Software Innovation Lab · IBM Research

  12. Moral Competence Before Moral Content: Why LLM Agents Lack the Prerequisites for Coherent Alignment

    Sep 4, 2026Arno Libert, Derck W. E. Prinzhorn, Daan R. HenselmansLLM Safety AlignmentBehavioral Consistency of LLM Agents

    Aithos Research Foundation, Keizersgracht 62, Amsterdam, 1015 CS, the Netherlands.

  13. Evaluation of Multi-Turn Consistency in LLM Agents: Survival Analysis and Failure-Rationale Taxonomy

    Aug 26, 2026Igor Bogdanov, Olga Manakina, Chung-Horng LungBehavioral Consistency of LLM AgentsLLM Agent Reliability

    Systems and Computer Engineering Carleton University Ottawa, ON, Canada · Department of Cognitive Science Carleton University Ottawa, ON, Canada

  14. TRACE: A Self-Evolving Skill Bank for Consistent, Limit-Aware LLM Agents

    Aug 24, 2026Wenhao Wu, Menghao Zhang, Xin Wang +3LLM Agent ReliabilityLLM Agent Orchestration

    Xiaomi Inc. · Nanjing University · Tsinghua University

  15. Measuring Cross-Task Behavioral Consistency in Language Model Agents

    Jul 31, 2026Amritesh Banerjee, Pranil RaichuraAI Agent ReliabilitySoftware Engineering Agents

    University of Massachusetts Amherst · Mantis AI Research (MIT CSAIL)

  16. When Agents Commit Too Soon: Diagnosing Premature Commitment in LLM Agents

    Jun 22, 2026Aman Mehta, Anupam DattaAI Agent ReliabilityLLM Agent Evaluation

    Snowflake AI Research

  17. Doing What They Say, Not What They Reason: Locating the Faithfulness Gap in LLM Agents

    May 30, 2026Yufeng WangAI Agent ReliabilityLLM Agent Evaluation

  18. How Consistent Are LLM Agents? Measuring Behavioral Reproducibility in Multi-Step Tool-Calling Pipelines

    Apr 23, 2026Abel YagubyanAI Agent ReliabilityLLM Agent Evaluation

    Independent Researcher

  19. When Agents Look the Same: Quantifying Distillation-Induced Similarity in Tool-Use Behaviors

    Apr 23, 2026Chenghao Yang, Yuning Zhang, Zhoufutu Wen +4Tool-Augmented Language Model AgentsLLM Agent Evaluation

    School of Cyber Science and Technology, USTC · Anhui Province Key Laboratory of Digital Security · 3M-A-P +1

  20. Improving Role Consistency in Multi-Agent Collaboration via Quantitative Role Clarity

    Apr 3, 2026Guoling Zhou, Wenpei Han, Fengqin Yang +3Behavioral Consistency of LLM AgentsLLM Agents

    School of Information Science and Technology, Northeast Normal University, Changchun, Jilin · School of Computer Science and Engineering, Guangxi Normal University, Guilin, Guangxi

  21. Same Voice, Different Lab: On the Homogenization of Frontier LLM Personalities

    Mar 20, 2026Avinash Krishna, Kalyana Chadalavada, Unso Eun Seo JoPersonality Modeling in Language ModelsBehavioral Consistency of LLM Agents

    Independent · Anthropic · Cornell University

  22. When Agents Disagree With Themselves: Behavioral Consistency as an Uncertainty Signal for LLM Agents

    Feb 12, 2026Aman MehtaAI Agent ReliabilitySelective Prediction

    Snowflake AI Research

  23. Are LLM Agents Behaviorally Coherent? A Latent Profiling Approach for Social Simulation

    Sep 3, 2025James Mooney, Josef Woldense, Zheng Robert Jia +4Behavioral Consistency of LLM AgentsLLM Agent Evaluation

    Department of Computer Science and Engineering, University of Minnesota · Department of African American & African Studies, University of Minnesota · Department of Sociology, University of Chicago +1