Frontier Large Language Model Agents

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4 papers in the last four weeks, up 33% on the four weeks before. 0.0% of all new papers.

Jul 13Week of Sep 28
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Latest papers 21

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  1. EP-Mem: Elastic Privacy Memory for Social Relationship-Aware LLM Agents

    Sep 28, 2026Fengzhou Sun, Yuan Zhang, Xintong Yu +1PrivacyFrontier Large Language Model Agents

    State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing, China

  2. Quantifying Overclaiming Propensity in Frontier LLM Agents

    Sep 17, 2026Nolan Smyth, Yorguin-Jose Mantilla-Ramos, Pascal Jr Tikeng Notsawo +6Frontier Large Language Model AgentsCoding Agents

    Tara Research · Mila – Quebec AI Institute · Cohere

  3. PACT: Can Enterprise AI Assistants Be Trusted Under Pressure?

    Sep 16, 2026Mika Okamoto, Ansel Kaplan ErolComplianceAgentic Evaluations

    Georgia Institute of Technology · Decagon AI · Baseten

  4. Why LLM Agents Collapse Without Oversight: The Enforcement Gap as the Mechanism Behind Emergence World Failures

    Sep 14, 2026Yuhang WangFrontier Large Language Model AgentsEnforcement

    Fudan University

  5. When Guardrails Look Effective: Construct Validity Failures in LLM Agent Commerce Evaluation

    Sep 1, 2026Peiying Zhu, Sidi ChangAgentic EvaluationsFrontier Large Language Model Agents

    Blossom AI · San Francisco, CA, USA · Blossom AI Labs +1

  6. Not a Monolith: Lab-Level Divergence in the Cooperative Equilibria of Chinese Frontier LLM Agents

    Aug 10, 2026Francisco León Zúñiga BolívarFrontier Large Language Model AgentsFrontier Models

    Institución Universitaria Colegio Mayor del Cauca · Popayán, Colombia

  7. Capability Is Not Propensity: Measuring Pressure-Robust Cooperative Behavior in Civic LLM Agents

    Aug 10, 2026Neel Tushar Shah, Manglam Kartik, Akshat KarkarCooperationFrontier Large Language Model Agents

    Indian Institute of Technology Bombay

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

    Aug 7, 2026Taeil Kim, Kangsan Kim, Sung Ju HwangLarge Language Model AgentsFrontier Large Language Model Agents

    KAIST

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

    Jul 30, 2026Shimaa Ahmed, Yiwei Cai, Mohsen Minaei +1Agentic CommerceFrontier Large Language Model Agents

    Visa Research

  10. Beyond Aggregate Risk: Role-Stratified Conformal Risk Control for LLM Tool Calls

    Jul 27, 2026Md Ashikur Rahman, Md Arifur Rahman, Niamul Hassan Samin +4Conformal Risk ControlLarge Language Model Safety

  11. Information Limits and Attractor Dynamics in Economies of Frontier LLM Agents: A Pre-Registered Test

    Jul 7, 2026Cheng QianEconomiesFrontier Large Language Model Agents

    Independent Researcher

  12. FirstResearch: Auditable Question Formation for LLM Scientific Discovery Agents

    Jul 6, 2026Yufeng WangFrontier Large Language Model AgentsFirst-Principles Calculation

  13. When the Tool Decides: LLM Agents Defer Blindly to Graph Neural Network Tools, and Stronger Backbones Defer More

    Jun 12, 2026Zhongyuan Wang, Pratyusha VemuriFrontier Large Language Model AgentsPersonalized Large Language Model Agents

  14. SENTINEL: Failure-Driven Reinforcement Learning for Training Tool-Using Language Model Agents

    Jun 11, 2026Ziyi Wang, Yuxuan Lu, Yimeng Zhang +8Language-Model AgentsFrontier Large Language Model Agents

    Northeastern University · Independent Researcher · Northwestern University

  15. Defenses & Enablers For Skill Injection Attacks on Terminal Based Agents

    Jun 1, 2026Yoshinari Fujinuma, Varun Gangal, Traian Rebedea +4LLM Defense MechanismsFrontier Large Language Model Agents

    Patronus AI · NVIDIA

  16. FinHarness: An Inline Lifecycle Safety Harness for Finance LLM Agents

    May 26, 2026Haoxuan Jia, Yang Liu, Bin Chong +10Frontier Large Language Model AgentsLarge Language Model Safety

    Nanyang Technological University · Tsinghua University · Peking University +8

  17. It's Not the Capability: Harness Sensitivity Is Non-Monotone Across LLM Agent Tiers

    May 26, 2026Yong-eun ChoFrontier Large Language Model AgentsAgent Harness

    KailosLab · Seoul, Republic of Korea

  18. HydroAgent: Closing the Gap Between Frontier LLMs and Human Experts in Hydrologic Model Calibration via Simulator-Grounded RL

    May 18, 2026Zhi Li, Songkun Yan, Jie Cao +4Probabilistic Basin-Scale Runoff LstmsFrontier Large Language Model Agents

    Civil, Environmental, and Architectural Engineering, University of Colorado Boulder · Civil Engineering and Environmental Sciences, University of Oklahoma · Department of Computer Science, University of Oklahoma +3

  19. Do LLM Agents Mirror Socio-Cognitive Effects in Power-Asymmetric Conversations?

    May 17, 2026Anvesh Rao Vijjini, Sagar Manjunath, Snigdha ChaturvediFrontier Large Language Model AgentsLarge Language Model Agents

    UNC Chapel Hill

  20. Auditable Context-Aware HFMD Forecasting with Structured LLM Agents

    Nov 28, 2025Joongwon Chae, Runming Wang, Chen Xiong +5Data-Driven ForecastingEpidemiological Models

    Institute of Biomedicine and Health Engineering, Tsinghua Shenzhen International Graduate School (SIGS), Tsinghua University, Shenzhen, China · The First Hospital of Hebei Medical University, Shijiazhuang, China · The Fifth Affiliated Hospital of Wenzhou Medical University, Lishui 323000, China +1

  21. Bridging Symbolic Control and Neural Reasoning in LLM Agents -- The Structured Cognitive Loop

    Nov 21, 2025Myung Ho KimLarge Language Model AgentsFrontier Large Language Model Agents

    JEI University